diff --git a/CHANGELOG.md b/CHANGELOG.md index d43778e5..f48ff6a6 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -5,6 +5,7 @@ ### Changes - **An empty preflight plan no longer grants merge or completion.** A plan that named no changed file, capability request or host permission request returned the shared `complete` state, whose permissions include `merge` and `report_complete`, with no verifier run behind it. Preflight `0.6` answers it with the new `planning_only` state, which owes no action and authorizes nothing, and every preflight route now denies every permission in both the model and the published schema; `complete` and `review_publishable` cannot appear. Docs-only plans still route to `verify`, and protected surfaces and drift still stop for a human. `0.5` stays frozen and readable as a base preflight. Runtime contract 41 → 42; `minimum_control_contract_version` stays 21. Hooks written by `install-hooks` before this change accept only preflight `0.5`, so their instruction-structure check fails closed until `install-hooks --write` is re-run. See the `planning-only preflight` migration note in `STABILITY.md`. (#610) +- Commit the application review benchmark (`benchmark/application-q2/`): the 49 pinned development pull requests, the runner, the hand-scoring protocol, the 2026-09-30 ledger, reproduced from fresh clones with every status, row and comparison id identical (Q2 1/49; re-read, 12 members are not SDK/ADK wiring changes, so Q0 is 37/49, and MIS_TALENT#6 is Q1, so Q1 is 2/49), and a holdout selection rule, the definitions it uses and a recorded repository pool, frozen by digest before the reader changes they will judge. Each release now records `Q2: n/49 development, m/≥30 holdout`. Development evidence only; no success-rate claim. (#908) - Move the published-release pins, examples and adoption prompts to `v1.2.0` (contract 41) now that it is published, re-capture the README and quickstart `diff` answers from the published `1.2.0`, and re-measure the pilot ledger's Route H dry run on it. No schema or contract change. (#778) ## 1.2.0 - 2026-09-30 diff --git a/benchmark/application-q2/README.md b/benchmark/application-q2/README.md new file mode 100644 index 00000000..efcf7a3c --- /dev/null +++ b/benchmark/application-q2/README.md @@ -0,0 +1,192 @@ +# Application review benchmark (Q1/Q2) + +How many real pull requests that change an application agent's tools get a +correct, complete and useful answer from `diff --application`? This directory +makes that a number someone else can reproduce, on two corpora: + +- **Development**: the 49 pull requests in [`development.json`](development.json). + Reader issues are worked against these pull requests, so a count on them + measures what was fixed. It does not predict how the next stranger's pull + request will fare. +- **Holdout**: at least 30 pull requests the [rule below](#holdout-selection-rule) + selects from a later window. The rule, and the repository pool it draws + from, were committed before any of the reader changes it is meant to judge + merged; the pins follow once the window holds enough pull requests. Members + are scored only when a release is cut, and never used to debug a reader. + +Both are development evidence for [#868](https://github.com/ThreeMoonsLab/agents-shipgate/issues/868), +not a success rate, a market estimate or a qualification claim. Neither may be +cited as one. The measurement contract is +[#908](https://github.com/ThreeMoonsLab/agents-shipgate/issues/908). + +## What a run is + +For each pull request: a full-object clone of its repository, the merge base +and head pinned in the corpus file, and + +```bash +agents-shipgate diff --application --base --head --json +``` + +run in the clone's root with no `--scope`, so the scope is derived from the +change, as it is for a new user. Nothing is fetched while the diff runs. +[`run.py`](run.py) does exactly this: with `--fetch` it clones and fetches the +pins, and it records every member's outcome (`ok`, `refused`, `timeout` or +`unavailable`, with the reason) in `runs.json`. [`summarize.py`](summarize.py) +counts statuses and rows from a run directory. The counts are mechanical. The +Q1/Q2 scores below are not. + +```bash +python benchmark/application-q2/run.py --engine \ + --corpus benchmark/application-q2/development.json \ + --clones ~/.cache/shipgate-q2/repos --out ~/.cache/shipgate-q2/out- --fetch +python benchmark/application-q2/summarize.py --corpus benchmark/application-q2/development.json \ + --out ~/.cache/shipgate-q2/out- --scores benchmark/application-q2/results/.scores.json +``` + +Each invocation first removes the corpus members' previous outputs and the +previous `runs.json`, before it prepares any clone. A member that times out, is +unavailable or is refused this time therefore has no answer, never an earlier +build's, and a run that stops early leaves no `runs.json`, which `summarize.py` +refuses to read. The engine's stderr tail is kept in `.err` when it ran; +every member's outcome and reason is in `runs.json`. The runner exits non-zero +unless every member answered `ok`. + +## Scoring protocol + +Each pull request is scored by hand against its source at the pinned refs. +The levels are [#868](https://github.com/ThreeMoonsLab/agents-shipgate/issues/868)'s, +verbatim: + +- **Q0 (relevant):** the PR changes an SDK/ADK agent's tools, handoffs or sub-agents in application code. +- **Q1 (correct and complete):** every binding change on the affected agents appears, with no false rows, and `compared` is never reported while a binding is unobservable. +- **Q2 (useful):** Q1, the PR modifies an agent that exists at the base, and each changed row names what the tool reaches (#872) or names the unresolved hop. + +**Any material omission or false row disqualifies the case.** + +The terms in these levels are read as [Definitions](#definitions) states them. + +**Disagreement.** Two scorers who disagree on a level write down the source +lines each relies on. The lower score stands until the disagreement is +resolved against those lines, and the ledger records the case as disputed, +with both readings. A level is never raised by majority, by the tool's own +output, or by what the pull request's description says it does. + +**Worked examples** (2026-09-30 ledger): + +- **Q2:** [jpka/attest#3](https://github.com/jpka/attest/pull/3) adds + `remember_firm_finding` and `recall_firm_memory` to `attest_orchestrator`, + an agent that exists at the base. The comparison is `compared` with exactly + those two `added` rows. Each row names where reading stopped: + `remember_firm_finding` at `MemoryBank.from_env` (`memory_bank.py:485`) and + `bank.generate_memories` (`:493`); `recall_firm_memory` at + `MemoryBank.from_env` (`:531`) and `bank.retrieve` (`:545`). +- **Not Q1:** [Tiendat2703/MIS_TALENT#7](https://github.com/Tiendat2703/MIS_TALENT/pull/7) + is `partial`. Its two rows on `Finance_Agent_Preflight` are right: + `load_and_validate` `changed` and `load_service_catalog` `added`. But + `load_and_validate` is also bound to `Finance_Agent` through + `tools=[*FINANCE_TOOLS, *([prepare_finance_handoff] if want_handoff_tool else [])]`, + which the reader does not resolve, so that agent's `changed` row is + missing. One material omission, so it is not Q1, however useful the two + rows are. + +## Definitions + +Two terms are read the way the engine defines them, so a scorer and the engine +answer the same question. They are frozen with the holdout rule below. + +- **A binding change** is a tool, handoff or sub-agent added to or removed from + an agent, or a change to the definition of a tool an agent binds: the + function's own code, which is what a row's implementation digest covers. A + change only to code a tool calls is not one; a row's `reach` shows that + code, and it does not make a row on its own. +- **A row "appears"** when it states the change: `added`, `removed` or + `changed`. A `not_established` row names a candidate the engine could not + establish. It is never a false row, but it does not count as the change + appearing. + +Q0's "changes an SDK/ADK agent's tools, handoffs or sub-agents" is a binding +change, so a relevant pull request whose answer has no `added`, `removed` or +`changed` row fails Q1. + +## Holdout selection rule + +This rule, the definitions above and [`pool.json`](pool.json) were committed +before any of the reader issues they judge merged: +[#874](https://github.com/ThreeMoonsLab/agents-shipgate/issues/874), +[#909](https://github.com/ThreeMoonsLab/agents-shipgate/issues/909), +[#910](https://github.com/ThreeMoonsLab/agents-shipgate/issues/910), +[#911](https://github.com/ThreeMoonsLab/agents-shipgate/issues/911), +[#912](https://github.com/ThreeMoonsLab/agents-shipgate/issues/912) and +[#913](https://github.com/ThreeMoonsLab/agents-shipgate/issues/913). +The window opened the day they were committed, so it could not yet hold 30 +qualifying pull requests. The owner chose (2026-10-01) to freeze the rule +first rather than hold the reader work for weeks. Membership is then decided +by the rule and a pool recorded in advance, not by anyone who has seen how +the new readers behave, which is the selection bias a holdout exists to +remove. The pins are generated from the rule once the window holds enough +pull requests, and committed in [`holdout.json`](holdout.json) together with +every candidate walked and its reason. + +1. **Window.** Pull requests created on or after `2026-10-02T00:00:00Z`. +2. **Pool.** The repositories in [`pool.json`](pool.json): what GitHub code + search returned on its `generated_at` date for the queries and file-size + shards it records, at most 1,000 results each. It is a recorded sample, + never regenerated. Excluded: the repositories of the development corpus, + whose constructions readers were tuned against, and every repository whose + merge base holds the OpenAI Agents SDK's own package + (`src/agents/function_schema.py`) or Google ADK's + (`src/google/adk/runners.py`): the frameworks' repositories, their forks + and their copies. +3. **Candidates.** Every pull request created in the window in a pool + repository that is merged or still open, not closed unmerged, and whose + patch edits a non-test `.py` file. Ordered by `createdAt` ascending, ties + by URL. +4. **Relevance (Q0), judged from source, never from the engine.** Walking + that order, a candidate is a member when, read at its merge base and head + (its patch, the files it touches, and the modules those import or are + imported by), it makes a binding change, as defined above, to an OpenAI + Agents SDK or Google ADK agent that exists at the merge base, in + application code. The list may be built anywhere: in the + construction, a list variable, a builder's argument or an agent's copy. + A tool's own definition counts too. The framework is read off the agent's + construction, not off the repository. Code that implements an agent + framework or library is not application code; test code is never + application code. Each judgement is made before `diff --application` runs + on the candidate, and recorded with its reason, member or not. +5. **Stop** at the first 30 members. A member whose clone or pins cannot be + obtained stays listed, with `merge_base` and `head` set to `null` and the + reason in `unavailable_reason`, and is scored not Q1. +6. **Pins.** The merge base of the PR's base and head commits, and the head + commit as of the day the pins are generated. Both are full 40-character + SHAs. + +Nothing in the definitions or in steps 1–6 may change without starting a new +holdout from a later window. [`holdout.json`](holdout.json) records the sha256 +of the text from `## Definitions` up to `## Every release`, and of +[`pool.json`](pool.json); the benchmark's tests hold each to its digest. + +## Every release + +[`docs/release-runbook.md`](../../docs/release-runbook.md) runs both corpora +with the release build, hand-scores every member whose answer changed since +the previous ledger (a score names the `answer_id` it judged: the digest of +the answer without the engine's own version, platform and build, so +`summarize.py` lists a score whose answer moved as stale and does not count +it), commits a new +ledger under [`results/`](results/), and records +`Q2: n/49 development, m/≥30 holdout` with the change since the previous +release in `docs/changelog/.md`. While the holdout has no pins, that +line says so instead of a number. + +## Files + +| File | What it is | +| --- | --- | +| [`development.json`](development.json) | The 49 development pull requests: repository, number, URL, title, state, created date, merge base, head, the `frameworks` the engine read and the search that admitted them. | +| [`pool.json`](pool.json) | The holdout's recorded repository pool, with every code-search request that produced it. | +| [`holdout.json`](holdout.json) | The holdout's record: the digests of the frozen definitions and rule and of the pool and, once generated, its members and every skipped candidate with the reason. | +| [`pool.py`](pool.py) | How `pool.json` was recorded. Re-running it does not reproduce it. | +| [`run.py`](run.py) | Clone, fetch and run one engine over a corpus. | +| [`summarize.py`](summarize.py) | Count a run's statuses and rows, and join the hand scores that judged its answers. | +| [`results/`](results/) | One ledger per measured build: `-.md` with the counts and a row per member, and `-.scores.json` with each member's levels, rationale and the `answer_id` they judged. | diff --git a/benchmark/application-q2/development.json b/benchmark/application-q2/development.json new file mode 100644 index 00000000..aac6dc65 --- /dev/null +++ b/benchmark/application-q2/development.json @@ -0,0 +1,743 @@ +{ + "corpus": "application-q2-development", + "issue": "https://github.com/ThreeMoonsLab/agents-shipgate/issues/908", + "selection": { + "summary": "49 real pull requests admitted on 2026-09-25 as changes to an existing OpenAI Agents SDK or Google ADK agent's wiring; see search-2026-09-25 for the criteria and the members that turned out not to meet them.", + "assembled": "2026-09-25 (50 pull requests); re-pinned 2026-09-30 from PR numbers to 49 after the session scratchpad holding the pins was cleaned", + "pins": "merge_base is git merge-base of the PR's base and head commits; head is the PR head commit on 2026-09-30", + "search-2026-09-25": { + "criteria": [ + "public repository importing the OpenAI Agents SDK or Google ADK", + "pull request merged or open, active in the 90 days before 2026-09-25", + "the patch edits an existing agent's tools=, sub_agents= or handoffs= in non-test code" + ], + "note": "Admitted by text and code search on these criteria. Re-reading the members for the 2026-09-30 ledger found twelve that do not meet them (other frameworks, framework or library internals, a model-string change); each ledger scores relevance per member as Q0, with the reason." + }, + "frameworks": "the SDK/ADK sources the 6ced6f70 engine read at base or head, by import identity; empty when it read none" + }, + "members": [ + { + "slug": "ITMO-NSS-team_FEDOT.MAS-30", + "repository": "ITMO-NSS-team/FEDOT.MAS", + "number": 30, + "url": "https://github.com/ITMO-NSS-team/FEDOT.MAS/pull/30", + "title": "feat: decouple core from Google ADK via backend abstraction layer", + "state": "open", + "created_at": "2026-04-15T13:04:36Z", + "merge_base": "3f0c54bbe18c7ca10bd44e13d8aa339a2b746f3c", + "head": "706bc62529040ed9916c99fbff3bbd73f7c968d3", + "frameworks": [ + "google_adk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "ITMO-NSS-team_FEDOT.MAS-36", + "repository": "ITMO-NSS-team/FEDOT.MAS", + "number": 36, + "url": "https://github.com/ITMO-NSS-team/FEDOT.MAS/pull/36", + "title": "fix: unbreak a first run, from cold start to final agent", + "state": "merged", + "created_at": "2026-08-31T17:33:58Z", + "merge_base": "43ab0ae355d66340ef671ecc8d3d2c00f4431dcc", + "head": "f599cfd0c73f782c3a7b2209a818b37ad7c48efb", + "frameworks": [ + "google_adk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "ITMO-NSS-team_FEDOT.MAS-38", + "repository": "ITMO-NSS-team/FEDOT.MAS", + "number": 38, + "url": "https://github.com/ITMO-NSS-team/FEDOT.MAS/pull/38", + "title": "fix multi-step MAS routing", + "state": "merged", + "created_at": "2026-09-04T12:10:35Z", + "merge_base": "7d6ee1618dfd117ad50972595f3017f28f68e50a", + "head": "60a1e9645bec16616bf1500e498bcf996ce8352d", + "frameworks": [ + "google_adk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "ITMO-NSS-team_FEDOT.MAS-42", + "repository": "ITMO-NSS-team/FEDOT.MAS", + "number": 42, + "url": "https://github.com/ITMO-NSS-team/FEDOT.MAS/pull/42", + "title": "feat(mcp): describe servers by their tools, and check they answer", + "state": "merged", + "created_at": "2026-09-14T09:26:43Z", + "merge_base": "f2bf5d0e9b675850497ae0180bb0bffc95bfb989", + "head": "35f1aee6030105056efdd39ed10f01c53d20e9c8", + "frameworks": [ + "google_adk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "InseeFrLab_GRAAL-33", + "repository": "InseeFrLab/GRAAL", + "number": 33, + "url": "https://github.com/InseeFrLab/GRAAL/pull/33", + "title": "Match verifier eval", + "state": "merged", + "created_at": "2026-09-16T13:20:59Z", + "merge_base": "ec8bf2748933aca18965b8be043ba0ed484f2673", + "head": "f3c8737b96ded6da83b36ce6b179f2c4c692b641", + "frameworks": [ + "openai_agents_sdk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "JSebastianIEU_voice-freight-negotiator-10", + "repository": "JSebastianIEU/voice-freight-negotiator", + "number": 10, + "url": "https://github.com/JSebastianIEU/voice-freight-negotiator/pull/10", + "title": "Milestone 4b: the showcase (caller check, holographic explainer, guided call, reveal, EN/ES)", + "state": "merged", + "created_at": "2026-09-25T03:01:19Z", + "merge_base": "00c50bc54f5187314878767b560957de3fb6c42e", + "head": "51546cbcc69cdf7e280f7e95fa429c77904c3b9d", + "frameworks": [], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "JinyanSu1_Agentic-AI-Scientist-2", + "repository": "JinyanSu1/Agentic-AI-Scientist", + "number": 2, + "url": "https://github.com/JinyanSu1/Agentic-AI-Scientist/pull/2", + "title": "Fix/search and loop robustness", + "state": "merged", + "created_at": "2026-07-22T14:25:26Z", + "merge_base": "7fcba48f0acc7fcaa6eb6ce99abc5a8e0c4f41ca", + "head": "9704298fa60b59f9c4e4533cc1b2338883801711", + "frameworks": [ + "openai_agents_sdk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "Lling0000_OpenCMO-41", + "repository": "Lling0000/OpenCMO", + "number": 41, + "url": "https://github.com/Lling0000/OpenCMO/pull/41", + "title": "feat: add knowledge RAG with hybrid retrieval and source citations", + "state": "merged", + "created_at": "2026-09-07T16:37:03Z", + "merge_base": "2d2faf2e54365fd00b24810a0b12ffbfb0b23898", + "head": "4bba6fe228f877c804deee7174bf46033d8dc919", + "frameworks": [ + "openai_agents_sdk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "SponsioLabs_Sponsio-173", + "repository": "SponsioLabs/Sponsio", + "number": 173, + "url": "https://github.com/SponsioLabs/Sponsio/pull/173", + "title": "fix: every adapter gates the call its framework actually makes", + "state": "merged", + "created_at": "2026-09-15T21:39:57Z", + "merge_base": "6b7fa320c052bbf1698d57fb6221066235e5de66", + "head": "c05467defc49e624e55cf60dd0b0a6119fde5ca1", + "frameworks": [ + "google_adk", + "openai_agents_sdk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "Tiendat2703_MIS_TALENT-5", + "repository": "Tiendat2703/MIS_TALENT", + "number": 5, + "url": "https://github.com/Tiendat2703/MIS_TALENT/pull/5", + "title": "Merge KN branch with validator agent to dev", + "state": "merged", + "created_at": "2026-07-20T18:07:40Z", + "merge_base": "5b2806896f7f0c337fd6b0115bcfdb70e3120fff", + "head": "e0d908c3afb858823f2ef43ac922b2e4bd10c0de", + "frameworks": [ + "openai_agents_sdk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "Tiendat2703_MIS_TALENT-6", + "repository": "Tiendat2703/MIS_TALENT", + "number": 6, + "url": "https://github.com/Tiendat2703/MIS_TALENT/pull/6", + "title": "Feat/missing data", + "state": "merged", + "created_at": "2026-07-21T06:54:23Z", + "merge_base": "06db17c5c977003c549fcb56952c1187e5979d55", + "head": "6d7a8f542e522ded38edddc1468a6f02fcc9f003", + "frameworks": [ + "openai_agents_sdk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "Tiendat2703_MIS_TALENT-7", + "repository": "Tiendat2703/MIS_TALENT", + "number": 7, + "url": "https://github.com/Tiendat2703/MIS_TALENT/pull/7", + "title": "contract form hot fix", + "state": "merged", + "created_at": "2026-07-21T08:18:46Z", + "merge_base": "420f570c9b800d54b9d3c0b2857339b2eb12445c", + "head": "da7034ae6ea4fc492ceb969a759a7d156e435d56", + "frameworks": [ + "openai_agents_sdk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "Tiendat2703_MIS_TALENT-8", + "repository": "Tiendat2703/MIS_TALENT", + "number": 8, + "url": "https://github.com/Tiendat2703/MIS_TALENT/pull/8", + "title": "add dev to main for new input form", + "state": "merged", + "created_at": "2026-07-21T09:00:36Z", + "merge_base": "5b2806896f7f0c337fd6b0115bcfdb70e3120fff", + "head": "279f081512c696eb57d6e86a56b9d020c27500aa", + "frameworks": [ + "openai_agents_sdk" + ], + "admitted_by": "search-2026-09-25" + }, + { + "slug": "VRSEN_agency-swarm-796", + "repository": "VRSEN/agency-swarm", + "number": 796, + "url": "https://github.com/VRSEN/agency-swarm/pull/796", + "title": "refactor: 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"AjayKuchhadiya/crewai-health-advisor", + "AjayR07/autonomous_trader_mcp_server", + "AjinkyaBahirat/Resume-Optimizer---Multi-Agent-AI-System", + "Ajmalniz/openai-agents", + "Ak-9647/data_analytics_mas", + "AkCodes23/ADK---Microservice", + "AkanshaRawat05/Discharge", + "AkanshaRawat05/HILT", + "AkanshaRawat05/ai-discharge-summarizer", + "Akarsh-42/sceneready-studio", + "Akash-srm861/data_", + "AkashDas253/Practice_AI_Engineering", + "AkashJ28/e-Commerce_Agent_GoogleADK", + "Akashpatel2609/Outpace", + "Akhileshreddym/Bowser", + "Akhilreddy11244/Capstone_Project", + "Akira-Isegawa/board_meeting_agent_experiment", + "Akira-Isegawa/multi_persona_hearing_agent_experiment", + "Akira-Isegawa/research_agent_experiment", + "Akirahai/Delegate_SLM_Focus", + "Akki1128/Google-ADK-Experiment", + "AkronHQ/Akron-Main", + "Akshaj77/AI-Tutor-final", + "Akshay-66/buildwithgemini-devpulse-agent", + "AkshayaAienavolu/Resume_assessment", + "Akshu24Tech/google_adk", + "AlahmadiQ8/agent-sandbox", + "Alanho2025/Kith-Kin", + "AlayKharadi/plan-executor", + "Albert-Libra/PuppyCLI", + "Alberto-Codes/adk-models", + "Alberto-Codes/adk-patterns", + "Alberto-Codes/adk-secure-sessions", + "Alberto-Codes/gepa-adk", + "Alberto-Codes/typevet", + "AlbertsonTL/Blokus-IA", + "Albi1999/Google_Suite_Agent", + "AlessandroFlati/TrustedRisk", + "Alethevia/Stock_Trading_Robot_RAC", + "Alex0Alca0/Research_facilitator_agent", + "Alex6535/AIgenerativeBusiness", + "AlexBalanoiu/ai-research-assistant", + "AlexBulankou/ray-agentic-runtime", + "AlexaYuqinD/RL-FX-Trading", + "AlexisTugilimana/adk-agents-lab", + "AlfaBlok/adk-sse-testing", + "Algoluna/agentbox", + "Ali-Askari-01/AntiGravity-Hackathon", + "Ali-Traboulsi/documind-ai", + "AliZaiN-157/Customer-Support-Agent", + "Aliidrees123/cold-email-drafter", + "Alishba-Anjum/Weather-Agent", + "AlishbaAslam/agentic-ai-q3", + "AlisherMyrgyyassov/chilipeas-hte", + "AliyanJabbar/learn_agentic_ai", + "Allamrahul/WPI_AI", + "Aloysius8895/MyHackathon", + "AlySaleh1/Monte-Carlo-AI-Bot", + "Alyan130/Openai-Agents-SDK", + "AmRitJain0442/Grey-Matter", + "AmaanBarmare/resolvr", + "Amal-els/mentor-agent", + "AmanDbz1101/NotionMate-Capstone", + "AmandineFlachs/bota", + "Amansahu504/Travel-Planner-Agent", + "Amarauto512/agentedesuporte", + "Ambarish-29/Microsoft_Teams_Bot", + "AmbitiousAnil/target-jobs-search-AI", + "AmdCOdePuLsE/Artha_Tint", + "Ameen-0099/first_agent", + "AmineBoualleguee/multi-agent-research-assistant", + "AmirAvram/AIStockScreener", + "Amisha-Mehta/ResearchMiner", + "Amisha-Mehta/researchmind", + "AmitHemantJadhav/recallos", + "AmjadKudsi/AI-agents-with-custom-tools", + "AmjadKudsi/StatGuard_agent", + "AmmarAamir786/PIAIC_Batch_73_OpenAI_Agents_SDK", + "AmmarAamir786/PIAIC_Batch_78", + "AmmarAamir786/openai_agents_sdk", + "Ammarasaif/practical_task_openAI_agents", + "Amnagithub/AgenticAI-vs-LLM-Generative", + "AmoghRavindraRao/me", + "Amraha-Anwar/Q4_AgenticAI", + "Amrutha-J822/GuardianAI", + "AnDoLeLongANZ/research-agent-vertex", + "AnaghMiglani/ultron", + "AnakhaBiju7/Travel-multi-agent-system", + "Anakin-Inc/anakin-adk", + "Anant1Agarwal/DreamBucks-Coffee-A_Fully_LLM-Powered_App_using_Gemini", + "AnanyaBanerjee/agent-experiments", + "AnanyaS05/Meeting-Insight-Generator", + "Ananyalakshmi-V-K/stock-research-assistant", + "AnasAAhmed/transllator-ai-agent-cli", + "AnasAhmed001/Q4-Hackathon-2", + "AnasMehmood0/Async_chat_bot", + "Anchitlahkar/elder-scam-shield-agent", + "AnderwLu/pythondemo", + "Andnog/Tutorials-Resources", + "AndreiShilov/buildwithgemini-wiesn-wingman", + "Andrew-Heng-Yong/Automatic-Application-Assistant", + "Andy2887/BuildPilot", + "AndyShafer/ai_receptionist", + "AngJianming/Gemini-flash-2.0-img-and-tagline-GenAI", + "AngelGoddTech/google-adk-samples", + "AngelSolisP/agentic-soc-platform", + "Angeliteh/ia-proyect", + "AnguseZhang/MatMaster", + "Ani07-05/conguard", + "AniaRozhanska/KN_32_Rozhanska_2025", + "Anibalmartineez/revista-montaje-ai", + "Aniket-Mishra/2AMC15_Intelligence_Challenge", + "AnindyaRayAhmed/campaign-engine", + "AniruddhaGhosh64/repo-guardian-ai", + "AnirudhParida/Coda", + "AnishNehete/Deep-Research-using-Open-AI", + "AnishNehete/Distributed-AI-trading-agent-system-with-multi-LLM-orchestration-using-MCP-", + "AnishaDhoot/multi-agent-research-system", + "AnjezaSfishta/Ai-Study-Agent", + "AnjezaSfishta/Smart-Study-Agent", + "Ankur2606/multiAgenticAgri", + "Anmol-001/seo-growth-agent", + "Anmolb2004/AI-Therapy-Simulation-Evaluation-Engine", + "AnnasMustafaDev/Multi-Agent-Research-Assistant-Langgraph", + "Anooj-Repo/InfraAdvisor", + "Anshgulati090/Agentic-Trading-Application", + "Anshul-ydv/Research_paper_analyzer", + "Anteneh-T-Tessema/meshflow", + "Anthic/AtlashAi-agent", + "AntiQuality/agentabstain", + "Antimatter543/architect", + "Anton21a/DE_LLM", + "Anubhab-1/FactLens", + "Anubhav12pal/TalkNBook", + "Anubhob435/Ai-Agents-EditorHouse", + "Anubhob435/stateful-multi-agent", + "Anubothu-Aravind/Devops-AI-Agent", + "Anuj-Sharma01/coffee-barista", + "Anuj3937/fictional-winner", + "Anurag-tech22/synthmind", + "Anurag0804/Goal-Planning-AI-Agent", + "AnushkaJadhav01/mindport-openenv", + "AnushreeSanjeev30/PE_analyst", + "Anuushreee/Loka", + "AnveshanTimsina/bill-splitter", + "Aohkne/lab11_LeHuuKhoa_2A202600863", + "ApexFutz/SiteSlayer", + "Apisit250aps/mini-agent", + "ApolloResearch/watcher-bin", + "App-netizen-arch/special-octo-chainsaw", + "AppuPalani/NewHSNCodeAgent", + "ApratimPhadke/Email-Autoresponder", + "Aqibali120889/Tradeguarde", + "Aqsagull99/hackathon-2-todo-app", + "Aquiles-ai/Aquiles-RAG", + "Archish1962/Kaggle-AI_Agent-Project", + "AreebaZafarChohan/Openai_SDK_Agents", + "AreebaZafarChohan/Q4_Learning", + "AreebaZafarChohan/zoom_classes_code", + "AreebaaKhan/5DayAiAgents-Capstone-", + "AreebaxIrfan/GIAIC_Q3", + "Arezoojafari/Financial_news_sentiment_genai", + "ArhntBhura/mini-project", + "AriajSarkar/SmartAudio-Agent", + "ArianaWangk/text-to-Album-multi-agents", + "AricChong12/Gemini-Nexus-Personal-Documentation", + "Arif-Kasim1/Learning-Agentic-AI", + "Arindam200/awesome-ai-apps", + "Aristide021/ResilientFlow", + "Arize-ai/openinference", + "Arize-ai/project-rosetta-stone", + "Arize-ai/tutorials", + "Army161/FinRobot", + "Army161/strix", + "Arnav-005/VANE", + "Arnob07Mondal/trip-planner-agent-adk", + "ArronAI007/Awesome-AGI", + "Arsh-Pathan/Vectr", + "ArthurSchoorlemmer/ABM31", + "Artsyadi/CalHacks_Berkeley", + "Arturo-Quiroga-MSFT/HEXAWARE", + "ArtysicistZ/NL2SQL_Bot", + "ArunCSK/arunai", + "ArunRajput7/SoloForge", + "ArunachalamM101202/openai-agents", + "ArvindS2313/ai-music-research", + "AryakumarMishra/Sentinel-AI", + "Aryam2121/CodeMind", + "Aryan-401/GoogleADKQuickStart", + "Aryan-401/SmartTutorAI-", + "Aryan10022006/ai-interviewer-coach", + "AryanK3/phantom-core", + "AsadUllah428/Sales_Agent", + "Ascend/ModelZoo-TensorFlow", + "Ash1971-sys/Devpost_AgentOS", + "AshCreat/NeoAgent", + "AshDax/sec_scrapper_agent", + "AshHarvey/ssa-gym", + "Ashfaqbs/google-adk-playground", + "Ashish-Ramrakhiani/stock-tracker-agent", + "Ashish-Soni08/Lichtblick", + "Ashish-kurapati/ambient-expense-agent", + "Ashishkamble004/cymbal-auto", + "Ashishkamble004/cymbal-bank", + "Ashishkamble004/cymbal-shop", + "Ashishkamble004/cymbalwealth", + "Ashwani957/All-in-one", + "Ashwini-developer/Agentic-AI-Rooters-ADK", + "Ashwinikumar1/NavigoAI_Voice_Agent_ADk", + "Asimbaloch/AI-post-generator", + "AsmaAkbar88/GIAIC-Q4", + "Asmaa-204/MI-Assignments", + "Asmit1234coder/voice-vision-agent", + "AsmitBhandari/ABOS", + "Asquarer02/deep-research-agent", + "Astrotope/chc-python-meetup-mcp-a2a-talk", + "AtaJS/healthcare-mcp-assistant", + "Ataur2019331077/ResearchHelperAgent", + "AteetVatan/AgenticMatch-3H", + "AtharvaMate/ResearchFlow", + "Athishsivakumaran/system_monitor_client", + "Auenchanters/omnitask-orchestrator", + "Aura360-by-Freakscode/AURA360", + "AuraFrameFx/GenesisOs-AOSP", + "AuraFrameFx/ReGenesis--multi-architectural-70-LDO-", + "AuraFrameFxDev/A_AIAOSPOS_PROJECT-REGenesis", + "AuraFrameFxDev/ReGenesis", + "AuraFrameFxDev/ReGenesis-A.u.r.a.K.a.i", + "Auriti-Labs/kore-memory", + "Aurora-AI/Agno", + "AuroraMasterr/RL2048", + "AutogenOps/NeuroDocs-AI", + "Autonomous-Hacks/RagBooms-Autonomous-Hacks--26", + "Avagyanh/oracle-adk-agent", + "Avei20/adk-calendar", + "Avi-000-Avi/AI-agents", + "Avi2704/OSINT", + "Avimeht0/Google-ADK", + "AvinashBolleddula/way-back-home", + "Avinashistoocool/eraksha-hackathon", + "Avvicii/chekhov", + "Awais68/cca_sir_Qasimjunaiameen", + "Awais68/chatbot_chainlit", + "AwaisCh360/Apex", + "AwaisCh360/Office-Test", + "Await-987/mulitagent", + "Aways-yusuf/dbt-partnership-demo", + "AxmeAI/openai-agents-human-approval", + "AyabongaQwabi/kingly", + "AyabongaQwabi/queensconnect", + "Aytsuu/GraphRAG-with-neo4j", + "Ayush-thakur07/The-Patterns-of-Lies", + "AyushAI14/Datapilot-AI-Agent", + "AyushGarg76/Multi_Agent_Ai_System_Langchain", + "AyushKK31/Smart_Resume_Agent", + "Azeem-2/mcp_videos", + "AzitaDadresan/AzitaDadresan", + "AzmeenaAbdulJabbbar/3-Agents", + "Azure-Samples/agentic-app-with-fabric", + "Azure-Samples/ai-foundry-agents-samples", + "Azure-Samples/nim-on-azure-serverless-gpus-demos", + "Azurinine/Chess-App", + "AzxRevanth/ARIA", + "BADARRASHEED/build-mcp-agent-google-adk", + "BAFurtado/PolicySpace", + "BAFurtado/PolicySpace2", + "BAHALLA/orrery", + "BCusack/crypto-agency", + "BDavisAI/AI-LLM-Apps", + "BERUK-GGG/LLM-Driven-Multi-Agent-Manufacturing-System", + "BFCC-AI/BFCC-Platform", + "BOUFARRA-OUSSAMA/ai-chatbor", + "BW297/CollabBench", + "Badri-Rajendran/Trueup", + "BadriMounika/INTELLIRECOMMEND", + "BahadirAydin/embedded-systems-hw", + "BarathwajAnandan/EasyEdit", + "BartekBanachowicz/dice-value-recognition", + "BartolomeoZisa/CMCS", + "BashaarJavaid/Provenance", + "Basit-Arif/ai-agent", + "Basit1478/Agentic-ai-assignments", + "BasmaElhoseny01/MI-Labs", + "BassemMonla/googleadk", + "Bayhaqieee/Loan_Approval_MultAgent", + "BayramAnnakov/edu-ai-product-engineer-1", + "BeCuriousS/ippg-toolbox", + "BeMonkAI/monkai-trace", + "BechtelR/AutoBuilder", + "BedeWalthew/google-adk", + "Beever-AI/beever-atlas", + "Behroze45/Agentic_AI_Hub", + "Behroze45/OpneAI_Agent_Sdk", + "Beloved1310/Content-Creation-Studio", + "Beltraolucas/projeto_alura", + "BenDuske/CONTINUUM", + "BenjaMITM/AgentShopify", + "BenjaminBurnell/mockingbird", + "Benmeddour/ai-driven-infrastructure-resource-provisioning", + "Berato/simpleresumeagent", + "BerkeleyAutomation/metarl", + "Bernardinense/seu-banco", + "BerriAI/agentchat", + "Bert305/agent_development_kit_anthropic", + "BhagyashriJagdale/qaTestGenerator", + "Bhanuj-AI/labs", + "Bhanuprakash0807/multi-agent-travel-planner", + "Bhanuprakash2580/Hands-On-Build-Agent-Development-Kit-ADK-", + "Bharath1629/Smart_City_ADK_Agents", + "Bharathconfig/Dev-Velocity-Optimizer", + "Bharathkumar1123542/wada_compliance_agent", + "Bhargav-CS/e-commerce-team", + "BhasvatiSristi/multi-agent-system", + "Bhavik-Sheth/Quant-Project-Info", + "Bhavya680/GlobeTrotter", + "BhoomiShakya/TemplateGeneration", + "BhuvanSambari/Linux-Pilot", + "Bhuvanesh2024/FinRobot", + "BichengWang/multi-agents", + "BigDataIA-TeamRSS/smart-expense-agent", + "Bilal-motiwala/Agentic-AI", + "Bilal0335/Agentic-AI-Pratice-Code", + "Bilal0335/OPENAI-Agents-SDK", + "Bilal0335/Open-Router-Q4", + "Bilal0335/Practice_Work_AI_SDK", + "Bilal0335/Quater-04-Learn-Agentic-AI", + "Bilal0335/chainlit-python-guarded-agent", + "Bilalkhan-cel/AI-Automated-ML", + "BillChan226/AutoPolicy", + "Bino-Elgua/compose-for-agents", + "BioscaG/synapse", + "BiplabGenAI/A2A-LangGraph", + "BiplabGenAI/ai_agent_using_ollama", + "BirgitPohl/marathon-agents", + "BishalDubey27/river_guide_agent", + "BittnerPierre/AI-Agent-Casebook", + "BittnerPierre/agentic-research", + "BlazeWild/Agent_Develpopment_Kit_Course", + "Block-Convey/blockconvey-monitor", + "Blockchain-Oracle/phoenix-audit", + "BloodBoy21/qa-chat-tester", + "BlueCentre/adk-agents", + "Bluestone-work/V-astarAndTSP-OR", + "BnEhab2/ChatNCT", + "BoGGoG/ReinforcementLearningProject2019", + "BobasB/it_college", + "Boltz6-HARSH/restaurant-kitchen-agent", + "Boolterss/dah-drone-simulator", + "Boot41/MarketReel", + "BoraTumer/product-assistant", + "BoualamHamza/Artik-Sonik", + "Bourn23/doc2table", + "Bradi-ops/recon-crew", + "Braiekkk/Klippy---AI-retrival-system", + "BrandonShar/eval-rpg", + "Brandonagil/aciso-agent-crm-public", + "BraydenShaw/Rhya", + "Breacher1337/medcheck", + "Break-Through-Tech/Google-2B-faithfulmed-a-multi-agent-system-for-faithful-patient-friendly-medical-explanations", + "Brian-Fernandes/travel_agent", + "BrianMills2718/agent-ontology-public", + "BridgeVLA/BridgeVLA", + "Brindha-m/Nilam_Kaggle", + "BrooklinC/protego-demo-mvp", + "BryMat24/Kubernaut", + "BudEcosystem/BudStudio", + "BuddheshwarRajput/Z_travel_demo", + "BuddheshwarRajput/travel_demo_", + "BugsBunnyWanders/AgenticV01", + "Burgerfoz/marketing-agency", + "Burpla-the-foodie-expert/burpla-cloud-run-hackathon", + "BurriRitvik-EMIDS/Generative-AI", + "C0dexai/innovate-registry", + "CDataSoftware/adk-mcp-client", + "CHARANRAJ45/shoping-assestent-agent", + "CMPN-CODECELL/MCP_ADK_Workshop_Repository", + "CMU-AIRe/floq", + "CSALLAHBAKASH/dag-sentinel_devpost", + "CSEN-SCU/csen-174-s26-team-project-course-planner", + "CSIT-SG/AETHER", + "CWeberProject/deep-research", + "CYBERBULL123/ADK-A2A", + "CZSK-MicroHacks/MicroHack-Agentic-AI-Memory", + "Caiafad/Project_Management_Orchestration_Agents", + "CaioMtho/multi-agent-text2sql", + "Caiobauab360/gmail-calendar-adk-agent", + "Cam10001110101/build-a2a-demo-langgraph", + "CaoYuhaoCarl/learnmate-personalized-english", + "CaptCanuck7/patchscope", + "CaptainPhantasy/MyDeskAI", + "CarSanoja/quanta-gradesync", + "CarlKho-Minerva/soma-care-router", + "Carlos-Mero/nev", + "CarlosPaterninaDev/de-la-ingeniera-de-prompts-a-la-ingenieria-de-agentes", + "Carlosing/mle-star-mcts-skrub", + "Cataclyse/VerdentAI_DecompiledSourceCode", + "CausalRLQA/CausalRLQA", + "CederGroupHub/CASCADE", + "Celia-veey/orchestration-engine", + "CemAlpturk/DeepQNetwork", + "Census-project/AI-census-system-project", + "CfoE-x402/CFOE-blockchainV2", + "ChadBojelador/Alitaptap", + "ChadiHamrouni/AI-Education-Hackathon", + "ChandraSekhara45/SupplySense", + "ChandrahasComet/Agent-Development-Kit-ADK", + "ChaoqianO/factreview", + "CharesrelaSutton/any-agent", + "Charikshith/AI_agents", + "Charlie-Charlie01/ai-agents-lab", + "CharlieAtki/OpenAIAgentsLearning", + "Chatnoir-la3/ai-builder-cup-2026", + "Cheesei712/space-education-agent-submission", + "ChengqiCodeTrip/weave_version_for_mermaidflow", + "Chenmaolin-maker/supportpilot-agent", + "Chiakai-Chang/PPTPlaner", + "Chiamakabrowneyes/Education-Guardian-Project", + "Chieh0501/ECE-148-Team-14", + "Chimera418/drug-conflict-detection", + "Chips98/CoMaPOI", + "ChirazBenBoubaker/rag-chaos-platform", + "Chitransh-Panwar/Multi-Agent-Job-Assistance", + "Chluto/AxioMetric", + "Choice-of-Law-Dataverse/cold-web-app", + "Choisungbum/ai-agent-prototype", + "ChrisHuie/pr-agents", + "Chrisstruong/Cville-Real-Estate-Base-Data-", + "ChristFollower873461/permit-delta", + "Christen1609/pensure-prototype", + "Christian-deg/Versicherungsmanagment", + "ChristianNyamekye/AgentProAI", + "ChristineTham/zettelkasten-rag", + "Christofferos/reinforcement-learning", + "ChungkhoanPhaisinh/AutoTrade", + "ChunyuMiao98/RECODE-H", + "Chxmdi/Loose-thread", + "Cjay-Cyber-2/Flowfex", + "ClaraJoaquim/Corre_Chat", + "ClaudiaYao/sample_research_report_agents", + "Cleversoft-IT/afterglow", + "CloudCuckooLander722/Google-ADK-Calendar-Assistant", + "Coalfire-AI/rampcon-2026-ai-lab", + "CodeAlive-AI/ai-driven-development", + "CodeBBakGoSu/kangnam_Unv_chatbot", + "CodeBy-HP/AlexAI-Financial-Advisor-SaaS", + "CodeCatalyst-07/captain_cool", + "CodeHalwell/ADAPT-Agent", + "CodeHalwell/Agent-Gantry", + "CodeHalwell/PatientMap", + "CodeHalwell/synthetic-data-agent", + "CodeMasonsDev/alagamind_ai", + "CodeRod-Solutions/Google_Agents", + "CodeWithShivanshu/NOVA-AI-AGENT", + "CodenesShuvankar/HSN_validation", + "CoderKai9001/lloyds-hackathon", + "CoderSoham345/portfolio-ai-agent", + "CodewithTanzeel/OpenAi-Agents-SDK", + "Coding-Crashkurse/A2A-LangGraph", + "CodingWithLewis/ReceiptPrinterAgent", + "Cogensec/agentegrity", + "Cognipeer/cognipeer-observability", + "Cognitive-Stack/bull-vision-agent", + "Coldmist-Lu/AgentExit", + "Coldmist-Lu/DiffuAgent", + "ColeMatthewBienek/app-factory", + "Colin-Song/Othello-AI-Bot", + "ColinBerendt/SpendWise", + "ColinQiyangLi/qc", + "Collinsemmanuel/Simba-Agents", + "CommunityHackathons/TerraTwin-Ops-GPT", + "CompleteTech-LLC/way-back-home", + "Contrast-Security-OSS/contrast-ai-smartfix-action", + "Cookiefree90/name", + "CopilotKit/CopilotKit", + "CopurOnur/jobhunt_agents_backend", + "Coraline-github/PM-PIE", + "Coraline-github/SOLAR-PAMPA", + "Crack525/flight-search-adk-agent", + "CreigT/ai-agent-lab", + "Cristovam10000/IA_News", + "CurtisAccelerate/global_agent_framework", + "CylonSpace/janus", + "Cynthia532/academic_show", + "Cyoda/cyoda-ai-studio", + "CypherGuy/Ripple", + "CyprianFusi/agentic-financial-assist", + "CyrusnG0/outbound-agency-hackathon", + "D-Yuva/ai-os", + "D90-DS/crispy-rotary-phone", + "DATN-K22/BackendProject", + "DBORA28/GOOGLE-ADK-multi-agent-system", + "DEADSAW/AIcouncil", + "DES-Lab/Learning-Environment-Models-with-Continuous-Stochastic-Dynamics", + "DHILIP-S-E/Greeting-Agent-ADK", + "DHYEYPATL/Qissa-Studio", + "DIT112-V21/group-14", + "DPremReddy07/auto-ppt-agent", + "DRASHHTIPATEL/adk-agent-playground", + "DUAAPIRZADA22/Q4_Learning", + "DYAI2025/ME_API-GUI", + "DYL521/Agentic-Design-Patterns-CN", + "DZ-Ramzy/Hackaton_chiliz", + "DZim89/hearthbeat", + "Daisy2100/nchu-11402-DeepRL-hw-04", + "DakshVerma11/ET_GenAI_Hackathon", + "DamilolaAdegunwa/adk-ambient-proactive-calendar-sentinel", + "DamilolaAdegunwa/adk-bigquery-lakehouse-analytics-copilot", + "DamilolaAdegunwa/adk-healthcare-clinical-trial-matcher", + "DamilolaAdegunwa/adk-voice-assisted-surgical-room-pilot", + "Dan-Mu-Zi-Project/openai-agents-python", + "DandaAkhilReddy/Amazing_LLM_Apps", + "DandaAkhilReddy/agentchains", + "Dandan-Rao/Resume-Revise-Agent", + "DanielArizaGarcia/IA_GEN_Practica_Agentes_Inteligentes", + "DanielDCM212/TemporalGraphRagh", + "DanielDCM212/diagram-test", + "DanielDCM212/experimental-agents", + "DanielGeek/python_projects", + "DanielHashmi/PyEpicOdyssey", + "DanielJEfres/GTMForge", + "DanielJandric/inventorysbo", + "Danieliaherogen/https-github.com-openai-openai-agents-python", + "Danielmark001/gcp-agent", + "Daniil274/grid", + "Daniishhhhh/NutriGuard-Pro", + "DaniloUnicam/GeminiApiKey-to-OpenAIAPIKey-bridge-with-OpenAIAgent-SDK-integration", + "Danish2op/GreenOps-MCP-Agent", + "Danishhshahid/AIDD-30-Days-Challenge", + "Dannybl8ze/expense-approval-agent", + "Dannyzen/montagegenerator", + "Dantetripodi/EdTech-", + "Dantong88/LLARVA", + "Dantong88/arm4r", + "Dark417/1a-all-you-can-think", + "Darshan0312/A2Ain-tEasy", + "Darshini-04/Project_Atlas", + "DataDog/dd-trace-py", + "DataIntelligenceCrew/LakeAgents", + "DataVizandAI/public_code", + "DatalogiForAlle/AgentsPy", + "Dataship-Tech/odacieuse-admin-translator", + "David-Li0406/meta-skill-evloving", + "Davii-Ng/SoulSync", + "Dawn-Of-Justice/hr_adk_agent", + "DawoodTahir505/AI-Research-Assistant", + "De-Silva-Madhushankha/AI-Agents", + "DebashishRana/Project-Spinzo", + "Debddj/Aegis", + "DeePTB-Lab/dptb-pilot", + "DeepFlow-research/manager_agent_gym", + "DeepLumiere/AgentTriage", + "Deepakdj007/daily-ai-mini-projects", + "Deepanjal-Uppal/Unified-AI-Platform", + "DeepeshkumarApparSenthilkumar/GovBidAI", + "Deepint-Shield/deepintshield", + "Deepitha123/Google-adk", + "Deepu-git3/AI-News-Screenplay-Generator", + "Deeven-Seru/adk-multi-agent-renovation-project", + "Deeven-Seru/adk-renovation-helper-with-single-agent", + "Delta-Corvi/Enhanced-document-AI", + "DenzilGreenwood/ciaf_agents", + "DerZ-apcs/benchmark-trajectory-WR227", + "Derabian/Apraxia", + "DesireeAI/odont2", + "DesireeAI/odonto", + "Dev-Garg-1/policy-navigator-agent", + "Dev-devadath/Telegram-Agent-QualityGrowth", + "Dev-devadath/campaignagent", + "Dev-shrm07/SkyNetMEC", + "DevAbdullah90/Hackathon-2026", + "DevBiradri/AgentBay", + "DevDizzle/gammarips-engine", + "DevHammad0/openai-study-mode-clone", + "DevHeart1/Adele-old", + "DevRudrax/customer-facing-ai-agent-", + "Devansh00-1/AQRP", + "Devdarshananandhan/Interview_Agent", + "DeveloperAkansh26/Automated_Program_Repair", + "Devscale-Indonesia/agentic-workflow", + "Devvekariya711/automated_devops_agent", + "DevyManish/kosix-backend", + "Dg0276/helix-srop-assignment", + "Dharaneesh7777/Netowrk-Agentn", + "Dharm3112/Tic-Tech-Toe", + "DharnidharR/AI-Data-Analytics-Assistant", + "DheerajBishnoi/cognitive_canvas", + "Dhia-Chedly/sentinel-app", + "Dhrumilparikh2806/ADNN-ASSIGNMENT", + "Dhruv-413/StockAnalysis", + "Dictatora0/CampusFleet-AI", + "DiegoCanizio/ns3-fmr", + "Dino-Stark/generic-agent-core", + "Diode11-Alt/GuffAdda-Chat", + "Dione-b/gdg-agent", + "Dishant-dyavarchetti/Dev-Bridge", + "Dishant1804/multi-agent-interviewer", + "Divinci-AI/divinci-table", + "DiwakarBasnet/Agentic_chatbot", + "Dixon12345/ValuSynth-Agent", + "DiyaMokal/Travel-Planner-Multi_Agent-with-ADK", + "Dlairay/insuredeez", + "Dljdd/Agentstest", + "DmV554/aprendiendo-optimizar-maxcut", + "DmitriiK/real_estate_agent", + "DmitryKutsev/marketing_merging_agents", + "DobricLilujun/AgentOpt", + "Dodhon/Agent-Development-Kit-Hackathon", + "DoniaBatool/openai_agent_sdk", + "Donkey-Development-Kit/donkey-development-kit", + "DonnaOftadeh/Nextify-Dashboard", + "Dooders/AgentMemory", + "DorianGallo/awesome-llm-apps-local", + "DotRacel/AlgoForge", + "DrAhmed7887/scenemedic", + "DrDroidLab/sample-debug-agent", + "DriesFaems/crewai_builder_fancy", + "Dronanaik/google-adk", + "DucDTran/dbt-incident-copilot", + "DucTriCE/Multi-Agents-Examples", + "Dumbsham/Research_Agent", + "Dumendes10/RL24_25", + "DurdeuVlad/learn-adk-with-gemini", + "DurgaPrashad/Trafbel", + "DuryodhanDeep/MCP-Server", + "Dylancouzon/AutoRed", + "DynamiteC/cut-point", + "ECLAIR-Robotics/Chess_Teacher", + "EDTAKE/IA", + "EFeng2005/ECE-567-p3", + "ELEF-TQ/Artificiel_inteligence", + "ENG4060-C/final-project", + "ENISSAY39/Home_AI_Concepts_work_Gharbi_Yassine_NRP_5999251114", + "ENISSAY39/Home_work_Gharbi_Yassine_NRP_5999251114", + "ES7/Reinforcement-Learning-Projects", + "EZFRICA/postgres-agent", + "Eason0227/BP_APX_Agent", + "EbubeImoh/Sessions-and-Memory", + "Eddy-y/LLM_Agent_RedTeaming", + "EddyGiusepe/Agno", + "EdenBD/streamlit-agents-sdk-example", + "EdisonNi-hku/CausalMT", + "EdmondAndy/python_project", + "EduQuest-AI-Inc/eduquest-backend", + "EduardoNicacio/Udacity_Google_AgenticAI_Engineer_P2_Project_DeepDive", + "Edwin1719/-ADK-Gemini-Agents", + "EdwinSotto123/vigia-peru", + "EfeDurmaz16/sardis", + "EgoNoBueno/Morphic-GAOS-Manager", + "EgorLedyaev/Multi-Agent-Interview-Coach", + "Egorsky/OpenAI_hackathon", + "EirikWilhelmsen/MSc-Multi-Agent-RAG", + "ElenaRomanovaCO/threat_modeling_tool_3", + "ElishaKay/adk-fullstack", + "Elivius/SuiMind", + "ElizaZadura/claims-ledger", + "ElizaZadura/deep_research_lab", + "Elma-Faraz/Marketing-agent", + "Elyker01/WM3E2", + "Emakia-Project/hackathon_emakia", + "Emiya02/Rock-Paper-Scissors-Plus-AI-Game-Referee", + "Emperor-Z/devdesk", + "EnesAyaz/KTH", + "EngPeterAtef/Machine_Intelligence_Labs", + "Engineer1999/Blog-Resources", + "EngineerAbdulQadir/OpenAI-Agents-SDK", + "EngineerAbdullahIqbal/OpenAI-Agents-SDK", + "EngineerAbdullahIqbal/roboailearner", + "EngineeringIV/Facemask_detector", + "Eran-T/SOC-MAS", + "ErickSolisMahl/MobilidadUrbana", + "Ericzcz/learn_MCP", + "ErricNg/AI-Agents-Intensive-Vibe-Coding-Course-With-Google-", + "Eslamanwar/red-cell", + "EstevesX10/Multi-Agent-Autonomous-Waste-Collection-System", + "EuphosiouX/SEM5", + "Evandita/Agentic-AI-2.0", + "Evanwood5/ai-webscraper", + "Eveyz/financial-advisor-agent", + "EwoutH/India-drought-ABM", + "FAIZANAAZ/AGENTIC_AI", + "FBRosito/trilhAI", + "FEDI-HASSINE/Unified-MCP-Tool-Graph", + "FNY666/northstar-agent-os", + "FNiakan/Chatbot_Vstatic", + "FStevenson91/sales-assistant-asp", + "FabG/agent_google_adk", + "FabioFCosta/alura_AI_project_python", + "FahadAbdulQayyum/uv", + "Faheem078/MED_Agent", + "FahsaiNak/lab-manager-agent", + "FaiazS/MCP-Projects", + "FaisalBasit/Bachelor-of-Science-in-Computer-Science-BSCS", + "FaisalBasit/OpenAI-Agents-SDK-concepts-with-Groq", + "Faishalbhitex/a2a-mcp-demo", + "Faishalbhitex/agent-ai", + "Faizan-cmd-crypto/multi_agent_research", + "Faizullah9181/F433", + "Fakamoto/repl_chat", + "Fang-Lin93/RL_Lab", + "Farah-Maqbool/NafasAI", + "FarazENEU/7375-Final", + "FarazF19/Travel-Assistant-Agent-OpenAI-SDK", + "Farhad0111/AI_News_Intelligence_Agent_NewsSense", + "Farjmand/markteting-campaign-helper-ai", + "Farrellhrs/WikiEnrich", + "FassinaRafael/docuflow", + "FastReload/Course-Schedule-Recommender", + "FatemehFN/molecule-evaluator-interface", + "Fatima367/AI-Driven-Development", + "Fatima367/Python_Assignments", + "FatmahtulZahrah/devil_cal", + "Fawaazharden/Marketing-AI", + "Fawzy-AI-Explorer/ObsidianMate", + "Fazaebadar/Sonic_Guide.ai", + "Fazilat-Jahan/Agentic-AI-with-OpenAI-Agents-SDK", + "FelipePeretti/LifeOS-Agent", + "FelixSchoeck/chroma-rag", + "Filippo-Corti/CarRacingRL", + "FireBird-Technologies/Auto-Analyst-Streamlit", + "FireTasteSpicy/pocket-cfo", + "Firenza/google-agents-course", + "Fizyhsp/SocialAgent", + "Fliw/Agentic-AI", + "FlyingHarmonics/AI4DokuWiki", + "FlynnLachendro/TavilyAgentOpenAI", + "Fotomarky/VeraTest", + "Fouad-Soliman/AI-Powered-Marketing-Campaign-Generator", + "Fountain5405/monerosim", + "FoxlyTenTen/A2ATemplate", + "FoxlyTenTen/Finy", + "FoxlyTenTen/Inventra", + "FradSer/dialectica", + "FraiseHQ/fraise", + "Francisco-Reveriano/Taxy", + "FranciscoAquinoFlores/Clase_IA_aima-python", + "Franck12-ab/AI-Agents-from-Scratch-using-Ollama", + "Franekskipenes/Marketneutralsystemv3", + "Frankkao813/LLMAgent", + "Frankkao813/school-solution", + "FranklinIV94/agentic-fleet", + "Freder-chen/reasoning-by-agent", + "Fredibau/Eval-sparqlmcp", + "FrontAnalyticsInc/steward", + "G-OliverDev/flashcards-generator", + "GAIR-NLP/ASI-Arch", + "GCP-Architecture-Guides/agw-agentic-lens", + "GCPartner/Artifacts", + "GCPartner/adk_workshop", + "GCPartner/partner-reference-agents", + "GCYYfun/interview-sim", + "GDriem/AITeacher", + "GKeppler/CritBench", + "GML-FMGroup/adk-gaia", + "GML-FMGroup/gm-science", + "GNanni2001/LLMMASCAIG", + "GPR228/procurement-agent", + "GPT-Hackathon/primetime", + "GRUPOMED4U/breast_cancer_agents_paper", + "GURPREETKAURJETHRA/Multi-Agent-AI-App", + "GX-Swjtu/Summarix", + "GabrielCarlotti/llm_genai_project", + "GabrielJanizello/AlavancagemIA-Negocios", + "GabrielLudu/Time-de-Agentes-IA", + "GabrieleDiCorato/exhale", + "Gads1208/chat-agno", + "GaganKaur/adk-financial-project", + "GaganKaur/gemini-enterprise-slack-agent", + "Galdaer/portfolio", + "GamingMechanics/gdg-intro-to-adk", + "Gamma-Pan/llm_zoomcamp", + "Ganeshvenkatesanofficial/agent-runtime", + "Gangatharangurusamy/sql-injection-detection-agent", + "Gantaakhilreddy/Multi-Agent-Research", + "Garvity/nueral-firewall", + "GaryYao-Dev/agentic-ai", + "GaryYao-Dev/video2md", + "Gathondu/alex", + "Gaurangclasher6556-prog/Research-Synthesizer", + "GauravOjha2/a-dihh-k-adk-", + "Gautham-2002/Resources", + "Gbrlmoraes/learning_google_adk", + "Gem-code/AccessOps-Intelligence", + "GenX0Gravity/APAC", + "Gendevhun/franzreisnerai", + "Genius-GenAI/genius_ai_brain", + "GentaArimbawa/travel-agent-backend", + "Geo3D-AI-CSU/Geo-MAG", + "Geofffff/OptimalExecution", + "GeorgeLuther25/multi-agent-finance-risk-analysis", + "GeorgePetre11/Design-Implementation-and-Monitoring-of-Heterogenous-Agent-Organizations", + "GerardoDC14/Cartec", + "GermanPaul12/AML-Tetris-Reinforcement-Learning", + "GetBindu/Bindu", + "GethosTheWalrus/openai-agents-python-providers", + "Ghanemamari/a2a-ADK-test", + "GhanshyamJha05/Capstone-project", + "Gian-UC/ai-agent-adk-demo", + "GibrannClivi/dr-clivi", + "Giovanna-Lanzillotta/NutriBot", + "Git12c/AI_Educator", + "Gittersi/mental-wellness-bot", + "Glanshammar/ApexeaAI", + "GlossGo/glossgo-salon-copilot", + "GoSupply-Organisation/go-crm", + "Godson90/event-planner-ai-agent", + "GoldLion123RP/SignBridge", + "GoliathBritton/flyfox-ai-platform", + "GoodFaithExteriors/generative-ai-main", + "Google-Cloud-AI/partner-ai-anthropic", + "GoogleChrome/chromium-dashboard", + "GoogleChromeLabs/wpt-gen", + "GoogleCloudPlatform/LifeSciences", + "GoogleCloudPlatform/agentsmithy", + "GoogleCloudPlatform/aira", + "GoogleCloudPlatform/asl-ml-immersion", + "GoogleCloudPlatform/cloud-networking-solutions", + "GoogleCloudPlatform/cloud-solutions", + "GoogleCloudPlatform/cloud-spanner-samples", + "GoogleCloudPlatform/codelabs", + "GoogleCloudPlatform/data-analytics-golden-demo", + "GoogleCloudPlatform/devrel-demos", + "GoogleCloudPlatform/discord-bot", + "GoogleCloudPlatform/fsi-gecx-bundle", + "GoogleCloudPlatform/generative-ai", + "GoogleCloudPlatform/genmedia-izumi-agent", + "GoogleCloudPlatform/knowledge-catalog", + "GoogleCloudPlatform/kubernetes-engine-samples", + "GoogleCloudPlatform/next-26-keynotes", + "GoogleCloudPlatform/professional-services", + "GoogleCloudPlatform/python-docs-samples", + "GoogleCloudPlatform/race-condition", + "GoogleCloudPlatform/ran-agent", + "GoogleCloudPlatform/telco-autonomous-networks-data-demo", + "GoogleCloudPlatform/training-data-analyst", + "GopinathM99/adk-practice", + "GouthamVicky/MultiAgenticTravelSystem", + "Gowthaman-GTM/Sri-Lanka-Flood-Landslide-and-Disaster-Recovery-Assistant-", + "GrEyBoG/telepatIA", + "GraflowAI/graflow", + "Grasonyang/Agent-Judge", + "Grasonyang/code-review-agent", + "Grasonyang/google-adk-skill", + "GraysonWills/Google-ADK-Hackathon", + "Greyisheep/ag-ui-adk-grounding-app", + "GrossSchmidt2007/openai-cookbook", + "GroverChorizo/reconforge", + "GrowthCoder7/Multi-Agent-AI-App", + "GrrrGe/FilmHub", + "Gugan1234/Final_chat_application", + "Gugan1234/Live_chat_app", + "GuillePadawan/Lab-06.-Los-agentes-IA-principales-arquitecturas", + "GunalGupta/google-adk-job-agent", + "Gunjan10-droid/study-tutor-agent", + "Guoen0/werewolf_agents_arena", + "Guptak12/Agentx402", + "Gurjas2112/AGENT-HACKS-OPEN-ENV-CONTENT-MODERATION", + "Gurjas2112/agent-hacks-devpulse-v2", + "GurkiratSinghKang/alphadesk", + "GustavoBarreto13/makima_personal_agent", + "GymSite-Intelligence/gymsite", + "Gyrus-Dev/frosty", + "H0l3yM0l3h/AgroMind-myai-future-hackathon-2026", + "H3cth0r/ServerUnitySimulation", + "HARSHITA-AGGALA/Multi_Agent_Debate_System", + "HCPLab-SYSU/TAVP", + "HEMASAGAR07/Final_AgenticAi", + "HEMASAGAR07/Refracted_Agenticai", + "HET-AGI/ColliderAgent", + "HGSChandeepa/ADK-test-samples", + "HGSChandeepa/learning-helper-agent", + "HLGZJY/campus_notice_assistant_v2", + "HRS0986/agent-based-trip-planner", + "HReed1/hvr-agentic-os", + "HSU-AviationComputer-DevTeam/Medical-Artificial-Intelligence-Platform", + "HYL-Dave/ArkScope", + "HZeroxium/KAT-RBC", + "Haakam21/blaxel-demo", + "HabebNawatha/crewai-tutorial", + "Hackathon-Hitchhiking/PG-AI-core", + "HadeedTariq-475/OPENAI-SDK", + "HadiqaGohar/Innovista-Backend", + "HadiqaGohar/IntelliNote-AI", + "HadiqaGohar/ciphermate", + "HafizFasih/OpenAi-Agents-SDK", + "HafizFasih/ai-native-book-hackathon", + "HafizFasih/omnichat-platform", + "HafizRehan5833/Medical_assistant_google_hack", + "HamCraft/q4_assignments_and_projects", + "Hamadalishah/openAISdk", + "HammadMustafa07/Open-AI_SDK-Learning-Notes", + "Hammadafzal55/Openai-AgentsSDK-Projects", + "Hamza-asm/Ledger-Sleuth", + "Hamza123545/Todo_giaic_five_phases", + "HamzaSajjad141/MachineMinds_TrailMate", + "Hani2106/Multimodal_RAG", + "HardikCoder45/NeuroDock", + "HardikCoder45/agent-os", + "Hariharan0309/adk-course", + "Hariharan0309/customer-service-agent-adk", + "HarinGuptha/FlowBit-Harin", + "HaripriyaB/swiftcare-ai", + "Harish-ai-dev/LifeLine-Agent", + "HarissMuhammad/learning-agentic-ai", + "Hariswar8018/Ai-Agent", + "HarleyCoops/Math-To-Manim", + "HarleyCoops/Math-To-Manim.backup", + "HarneyHong/DREAM", + "HaroonAzhar/LearnSimple_lms", + "HaroonAzhar/learner-agent-with-mcp", + "Harpita-P/Storytopia", + "Harpita-P/Storytopia-LLMObs", + "Harry98/bootcamp-project", + "HarryLynn-afk/burma-bites", + "Harsh5840/GOOGLE-2ND--ROUND", + "HarshDeep-dev/my-adk-agent2", + "HarshHC/test_agent", + "HarshRana446/Flashcard", + "HarshSingla20/FixFlow", + "HarshTomar1234/Google-Agent-Development-kit-ADK-", + "Harsha19-08/Financial-Tracker", + "HarshaVardhanMannem/PitchDeck-Agents", + "Harshana-adhi/build_Ai_agent", + "Harshdeep4295/autotube", + "HarshdipSaha/AtomNet", + "Harshini-codes9/SAAMI", + "Harshit1234G/LLM", + "Harshit1o/Diligent", + "HarshitP147/adk-ollama-swapi-tool", + "HarshitSoni1903/adversarial_causal", + "HarshithaS2023/agentic_hackathon", + "Harshk133/adk-connector", + "Harshksaw/Agentic-Ai", + "Harshul0025/Trip-Planning-Agent", + "Harsimran-Dalal/Autonomous-Multi-Agent-Trading-Floor", + "Harsimran-singh-7765/TechBlocks_agentic_ai_MP", + "HasRahm/ADK", + "HaseebAlgoMastero/AI-Researcher", + "HasnainCodeHub/web-search-tool-with-gemini", + "HasnainDevMaster/Class-Assignment", + "HasnainRaza026/agentic-ai-projects", + "Hassanfarid6/learning_AI_Agents", + "HatfanSahrul1/simple-smartshopper-assistant", + "Hay0666/sovereign-co-scientist", + "Hayssouss/TEST_CHATBOT", + "HayyanWasi/weather_agent", + "Healer-AI/llm_apps", + "HeavenzFire/EntangledMultimodalSystem-2", + "HebaBoudy/CMPS402-Machine-Intelligence-Problem-sets", + "HectorGitt/Locus", + "HectorHernandezY/Agente_base", + "Heisenberg-Gao/TravelBird", + "Helaglobe-srl/AI-story-branching-generator", + "Hellinferno/Investement-", + "Helloboy267/Google-ADK", + "Hemanta29/agent-development-kit", + "HenrikNorkart/BrainFlux", + "HenrikWarf/adk-agent-studio", + "HenrikWarf/assistant_ui_to_adk", + "HenriqueYukio/buscador-art-stico-ai", + "HenryHamster/AgenticAI", + "HenryNVP/ai-tutor", + "Here2ServeU/agentic-ai-course", + "Hesteban/budget-app", + "Hetav01/Deep-Research-Clone", + "HexamindOrganisation/hexgate", + "HezziCode/Learn-Open-Ai-Agent-SDK", + "HezziCode/spec-driven-devlopment-hackathone", + "HiAgent2024/HiAgent", + "Hieurezdev/VietMindAI", + "Him123Tah789/SoftAgent-", + "HimanM/5-Day-AI-Agents-Intensive-Course-with-Google", + "HimathX/Spaghetti-Scanner-3000", + "HinmQ21/DACN", + "HirotoYoshimura/grant-agent", + "Hirtik786/tasklyst-GEN-AI-APAC-2026-", + "Hisham1404/googleadk-AI-tutor", + "Hisham1404/trade_discovery", + "Hiteshydv001/Linkedin-automate-comment", + "Hlib221/OOP", + "HomenShum/retention", + "HooriaArshad/OPENAI-AGENT-SDK-DEPLOY-CHAINLIT-", + "Horfi/AI_Portfolio_Co-Pilot", + "Hori1234/2AMC15", + "HossamTabana/phidata", + "HrishikeshP-01/vision_sync", + "Hrithi28/SwarmAgents", + "Hrithik-12/CarbonPilot", + "Hritish-Narayanan/Pentest-MCP", + "HuNguyen51/AI-agent-to-agents", + "HuedCode88/ShellHacks-2025", + "Hugo-dgn/automapong", + "HugoCL/mlh-sidekick", + "HumanCompatibleAI/learning_biases", + "HumanRupert/sem-demo", + "Hwzw/leanscribe", + "Hyperkid123/adk-ui-exploration", + "Hyperwise-LLC/freshctx", + "HyunjunJeon/FastCampus_MCP_A2A_Basic", + "IATESPAGHETTI/Nexus", + "IAmTomShaw/content-analysis-agent", + "IAmTomShaw/content-research-agent", + "IAmTomShaw/contract-reader-agent", + "IAmTomShaw/formula-chat", + "IAmTomShaw/interior-designer-agent", + "IAmTomShaw/project-manager-agent", + "IAmTomShaw/quotation-agent", + "IAmTomShaw/stock-tracker-agent", + "IAmTomShaw/tourist-agent", + "IAmTomShaw/video-editing-agent", + "IAmTomShaw/web-scraping-agent-demo", + "IBM/CodeEngine", + "IBM/ibmi-mcp-server", + "ICLR-10021/AgentSquare", + "IDSIA/NewTechnoWar", + "IEEE-ALEXSB-SW-TEAM/Machine-Learning-Bootcamp", + "INSANE0777/Space", + "IRsoctierDT/IANUA", + "ISDO-TUM/hybrid-taxonomy-generation", + "ISMAIL-AHMED-SHAH/Ai-Code-Automation", + "IT22584854/Deep_researcher_agent", + "ITMO-NSS-team/FEDOT.MAS", + "ITSPaul/https---github.com-itsAI20182019", + "Iamtheoldman/aiagent", + "IanElliot/google-adk", + "Idk507/adk_codebook", + "IdkwhatImD0ing/PortfolioV3", + "IdkwhatImD0ing/PortfolioV4", + "Idun-Group/idun-agent-platform", + "IgorADF/reevia-agents-api", + "IgorSoaresss/giaft-imersao-ia-3-alura", + "ImJongHoon/HelloJob", + "ImScientist/ai-agents-102", + "InCoB/openai-agents-python-factory-webui", + "IndisAnarion/adk-template", + "Indra-poudel/Automation-using-remes-agent-and-composio", + "Inference-Engines/careflow", + "Infosys/Infosys-Agentic-Foundry", + "InnoSN-Soft-Tech/red-govern", + "InstituteforDiseaseModeling/SAEDashboard", + "IntelligentDDS/AgenticSRE_ALiData", + "IpeaDISET/PolicySpace", + "Iqbal917/ngo-ops-agent", + "Ireliaww/AI-Agent", + "IronSecCo/ironclaw", + "IronicDeGawd/Senintel-Cognee-WeMakeDevs", + "IshaNayal/Multi-Agent-AI-Research-System-with-LangChain", + "Ishaan0901/Deep_Research_Agent", + "Ishan1819/Google-adk", + "Ishan1819/Google-adk-backend", + "Ishanhirani11/DataMedic-Autonomous_ML_SRE_Agent", + "Ishii06/SecureWealth", + "Ishii06/SecureWealthAI", + "IshitaJ19/multi-agent-stock-screener", + "IshmeetMehta/adk-patterns", + "IsraelBenZeev/Agants", + "IsraelBenZeev/MCP-SERVER-search-agent", + "IstiakPolok/Premium-Support", + "IstiaqueAhmd/multi-agent-orchestrator", + "Itish2003/Cortex_Mentor", + "ItsAbir005/Agent", + "ItsMeAbby/Doc-Sync", + "Itz-Antaripa/tavily-usecases", + "Itzkuldeep/AgentE-com", + "Izayauh/LivePilot", + "J4230066-CHOIHYUNSEOK/EEIC2025_lunar_rl", + "JAGUAR2005/Kaggle_Capstone_Project", + "JCOMAIA/Cognisphere", + "JHY3066/gov_agent", + "JHernandezElena/agentdev-gcp-workshop", + "JIARUIWANG79/deep_research", + "JISUlicious/analysis-docs", + "JJ-Zhang-DS/CrewAI", + "JKSANJAY27/Healthcare-Chatbot", + "JMAfrico/test_langwatch", + "JNK234/Expert-Buddy-AI", + "JOBREADYAIHUB/travaia-ai", + "JRC1995/BeamTreeRecursiveCells", + "JRC1995/Continuous-RvNN", + "JRiishi/Company_Employee_Management_Sytem", + "JSalter2013/a2a-example", + "Ja-efan/HelloJob", + "JaTvoiRabotnik/bushido", + "Jack-Liu0227/ResearchMind", + "Jacky040124/streaming-explore-agentsdk-backend", + "JacobKayembekazadi/adk-weather-agent-", + "JacobKayembekazadi/multi-agent-adk-system-1", + "Jaewoopudding/aligen-offrl", + "Jagga-tech/adk-code-review-assistant", + "JagnoorMarok/shorthillsAI", + "JahanzaibTayyab/llm_project", + "Jai-Keshav-Sharma/Agentic-AI-Frameworks", + "Jamila654/agenticAI-Q4", + "Jamila654/prac-assignments-q4", + "Jamila654/ramadan-coding-nights-q3", + "JanGustau17/GigNav_NYU_Hack", + "Janith-Chamikara/SLAIC090_Simple_Coders", + "Janus-chan/Multi_agent_mcp", + "JaphetHerzVaq/AgentsCapstoneProject", + "Japkeerat/ElasticSearch-with-LLM", + "Jared-T/my-ai-actuary", + "JashwanthReddyE/workplacesim", + "JasmineAIGC/Google-AI-Agents-Intensive-Course-CN", + "Jason-Daily-Dev/blog-producer", + "Jason-Zhu0704/ModifiedSmith", + "JasonDoug/PDFLecture", + "JasonGUTU/FrameWorkers", + "Jaswanth5387/adk", + "Javifex/cv-adapter", + "Javifex/cv-adapter-android", + "Javifex/cv-adapter-android-standalone", + "Javifex/cv-adapter-public", + "JayBhadiyadraInstanceIT/ADK_A2A", + "JaydenCS/Financial_Co_Pilot", + "JayyRaaj/Master-AI-Agents", + "JebaAngellineMary03/Agentic_AI_Workshop", + "JeetP1711/RagBooms-Autonomous-Hacks--26", + "JeffRisberg/ADK03", + "JeffRisberg/ADK04", + "JeffRisberg/ADK05", + "JeffZgh/JARVIS", + "Jelius47/Twitter_automation", + "Jeoml/lieporta", + "JeromyJSmith/Start-Here", + "JeromyJSmith/wellspring_directory", + "JesusGLDGIIM/AgentDevelopmentKit", + "Jgeissler14/adk-graphql", + "Jha-2022/ClinicaLens", + "Jha-2022/ClinicaLens2.0", + "Jialin-psych/ABM-Women-Intragroup-", + "JialinWan000/SmartOrder", + "Jiangwlee/mindora_adk_agents", + "Jiangwlee/smartrade-adk", + "JimmyCII/nova-teachingassistant", + "JinSeoung-Oh/Reference", + "JinooLi/turtleship_ws", + "JinyanSu1/Agentic-AI-Scientist", + "Jiya10011/Luminary", + "JmDeluxe/memory-agent", + "JoCGM09/adk-legal-agent", + "Joao1015115/teste", + "Jocelin123/20220807study", + "Joe1172003/gerenciales2-G11", + "Joel01010/counterscholar", + "JoeyBiebuyck/ABS-project", + "Johk3/stem-cell-agent", + "JohnYKiyo/ArxivSummaryChromeExtension", + "JoiZs/todo_ai", + "Jomak-x/slAIde", + "JonSvitna/Lead_Agents", + "JoniFf777/retailpilot", + "JonusNattapong/Multi-Agent-AI-System-with-Lang", + "Joohhnnyyy/savify", + "Jordjan2002/DIC_A2", + "Jorgelmh/sentoru-agent", + "JoseGermanx/chat-ai-model-gemini", + "Josefusan/PolyClaw", + "Jowltenha/AT_DR2", + "Joy-of-AI/NFRShield", + "JuanmiiVg/BigDataInteligenciaArtificial", + "JuliusPinsker/FAPS_Helferlein", + "JunQHuang/policy_analysis_system", + "Junhyunny/ai-agent-development", + "JuniorCarti/safaricom-mcp-server", + "JunyiChen-ai/youtu-agent", + "Justin-Yuan/learn-to-interact", + "JustinAIDistuptors/A2A-Instabids", + "JustinAIDistuptors/A2A-Instabids-New", + "JustinAIDistuptors/google-adk-website-expander", + "JustinAIDistuptors/instabids-adk-boilerplate", + "JustinAIDistuptors/instabids-live", + "JustinRoderick/openai-builder-bootcamp", + "JustynaSek/ecoharvest-assistant", + "Jwuthri/Tracely-ai", + "K-Dense-AI/agentic-data-scientist", + "K-Dense-AI/karpathy", + "K-Mistele/example-openai-multiagent", + "KB-iGOT/kb-support-agent-service", + "KHARBOUCHEBilal/agno-agents", + "KHGH123/politory", + "KL0820/simsa-appworld-agent", + "KSU-FYS2025/rag-prototype", + "KTRayudu/ai_multi_agent_shopping_assistant", + "KTsama07/weather_agent", + "KVaid29994/simple_agent", + "KaRtHiK-56/Google_Agent_Development_Kit", + "Kaboom2025/TrajAI", + "KahaanGandhi/multi-armed-bandits", + "Kai23-dev/GCP_Multiagent_Sandbox", + "KaituoZhang/AsynCodeBench", + "Kaja1994/PythonScript", + "Kakeru-O/learning_adk", + "Kalamari0227/restaurant-bot", + "KalavagaddaBhargavkumar/pet-pal", + "Kalhan-Bhat/justicegrid", + "KalpanaBhaskar/ADK-workspace", + "Kamalesh3112/Contextual-Multi-Agentic-GraphRAG-Supply-Chain-System-with-Google-ADK-and-Neo4j", + "Kane-LI-0114/agent-project", + "KanishkaVerma054/agent-sdk-openAI", + "Kanpfx/IMBM", + "KaranOps/Google-ADK-Learn", + "KaranamLokesh/TabMate", + "Karandeep1390/Anaya", + "KarasuElderrain/MLE-final-project", + "KareemSaysHi/Gymnasium-and-PettingZoo-for-Towerfall", + "Karimgebril09/Machine_intelligence_labs", + "Karma0151235/Hacklab2.0", + "Karthik-J-Ramoo/Notion-Agent", + "Karuppasamy-777/CampusCopilot", + "Karvika/News-Ticker-Agent", + "KashifJavaid/Agentification-Fact-Finder", + "Kasule-Jamal-Lukenge/GROUP-03-TRIPOPOTAMUS-AI-TRAVEL-ASSISTANT-PROJECT", + "Katy-katy/ai-portfolio-assistant", + "KatyaAlimov/multi-agent-cloud-run", + "Katzukum/RalphBoard", + "KaustubhUp025/gpuyantra", + "Kavender-db/EchoJournal", + "KavinduGama/AI-DEVELOPEMENTS", + "Kayra/buildwithgemini-floracare-ai", + "KayvanShah1/conversational-commercial-vehicle-search", + "KedarJ10-design/coffee-barista-agent", + "Kedarnadhsharma/cyberanalyzer", + "Keerthanareddy17/StudyBrewX", + "Keerthanareddy17/ghBlogger", + "KelvinCelso/thinqdesk-ai-engine", + "Keniding/adk-agents", + "Keniding/factor_bridge", + "KennethanCeyer/build-game-with-ai", + "Kennjenga/Agentic-ADK-", + "Ker102/StoryForge", + "KernyMC/AI-Projects", + "KernyMC/Task-Manager", + "KerwinMai/Multi-Agent-Exp", + "Keshav0375/Sentinel", + "Kethambabu/capstone", + "KevinRichard1/CCIHackathon2025", + "Kewton/adk-mcp-starter", + "Keyashqa/AIforGood", + "Keyashqa/academic_research_agent", + "Keyashqa/agentic-test", + "Keyashqa/jetcloud", + "Keyashqa/p1_supplychain", + "Keyashqa/trisys_supplychain", + "Khaleelhabeeb/topfloor-ai", + "KhalilMrini/Agent-Testing-Agent", + "Khanh-uber/DCINE_Movie_Ticket_Booking_System", + "KhanhNguyen2712/A2A_Demo", + "KhoanDoanVan/adk_system", + "Khoingo0154/Demo_finance_Chat", + "KhooLayHan/adk-debugger-orchestrator", + "Khushi180475/TripGenie", + "Khvrram/agency-MS", + "Kickstart-AI/adk-playground", + "KidSmithy/Data-Analyst-Chatbot", + "KidaGSD/AC215_AIMinO", + "KillerStrike17/A2A-Agent2Agent-Protocol-demo", + "Kinetiq-PLM/kinetiq-erp-solution-customizing-backend", + "Kiranp295/Ai_Bonus_session", + "Kiruthick7/buildwithgemini-stylemate-ai", + "Kiruthika162003/maple-darmod-lecture1", + "KishorKumarParoi/AI-Engineering", + "Kitui/CorrelAct", + "Kjdragan/alien-dev", + "Klein-Edbert/Youtube-Shorts-Script-AI-Agent", + "KleinerBaum/06_05_25_gpt_slim", + "Knullebol/2AMC15-group-2", + "KodySimpson/agents-sdk", + "Koichi73/hands-on-agent-book", + "KomangAndika/Trip-Planner-CrewAI", + "Koppit/Prosjektoppgave-AgentsystemerSSB", + "KorakrodT/LM-Co-work", + "Kripesh-Das/Agent-Development-Kit", + "KrishUnni-Z/Empathetic-Medical-Assistant", + "KrishimitraAgent/KrishimitraBackend", + "Krishna-Yangale/agent-adk", + "Krishnary07/adk", + "KristionB/sql-adk-agent", + "KrzysztofSakowski/open_ai_hackathon", + "Kss004/Corporate-Research-Agent", + "KudoAkinichi/AI_End_To_End", + "KumihoIO/Revka", + "KuroshHusseini/A2UI", + "Kushalkhemka/timetable-agentic-na", + "KuzscoTech/agent-platform", + "Kyzen5128/IDesign_try", + "L3ms123/Automated-Negotiation", + "LARK-AI-Lab/EnvFactory", + "LIFETIME-OMICS/drug-dx-qc-agents", + "LIKITH-3012-MAC/llms-app", + "LIT-Protocol/Vincent-MCP-OpenAI-AgentKit", + "LIyu77/cs599-project", + "LLM-Implementation/Practical-LLM-Implementation", + "LNO360/LOOP", + "LPDigital-Agent/lpd-claude-code-monitor", + "Laith619/MeetingResearch", + "Laksh-star/greenlighting-agent", + "Laksh593/Research-Mind---multi-agent-research-assistant", + "LakshmiPrashanth2025/Python-AI", + "LampOfSocrates/google-adk-sample", + "Langdock/langdock-adk-a2a-agent", + "Larsters/GDG-AI-hack-SamuarAI", + "LaupWing/ai-agents-test", + "LaupWing/ai-content-agent", + "Lauriehr/comp424AI", + "LavetteSinsora/LeducPokerRL", + "LazaUK/AIFoundry-MCPConnector-FabricGraphQL", + "LazaUK/Hackster-AIAgenticProtocols--MCP-A2A-ACP", + "LazyAIHub/sAInapse-Seal-Hackathon", + "Le-Phu-Family/youth-union-agent", + "LeTuBA/HoangTuSport_Chatbot", + "LeadBeetle/hermine_backend", + "Leanware-io/prd-agent", + "LearnPrompt/AnythingWeb", + "LeeSinLiang/FRIDAY", + "Leela0o5/CodeAtlas", + "Lekkala-haricharan14/Travel-Multi-Agent-System-ADK-A2A-Protocol", + "Leluwy/LLMs-for-automated-reward-function-modelling", + "LeoH04/bachelor_thesis", + "LeoPepperoni/WanderAI", + "LeonardoCFilho/Fastcamp-de-Agentes-Inteligentes_LAMIA", + "LeonardoYaranga/ADKCompanion", + "Leowang980/Continual_Learning_Baselines", + "LetAgentPay/letagentpay", + "LetsDrinkSomeTea/ivexes", + "LeydLayd/CAMILA", + "LibanAnsari/kaggle-ai-agents-course", + "LiberiFatali/adk-code-reviewer", + "LibertytechX/aexpress", + "LibnaRaffaely/FastCamp-Agentes-Inteligentes", + "LifeEnthusiast03/IISC_RESEARCH_INTERNSHIP", + "Lin-zhibo/agent_halu", + "Lin-zhibo/feishu_agent_project", + "LinkedInLearning/Chat-with-Your-Data-Using-ChatGPT_4769005", + "LinkedInLearning/creating-agents-using-the-openai-api-with-python-2775154", + "LinkedInLearning/evaluating-ai-agents-with-google-adk-11697044", + "LinkedInLearning/hands-on-ai-governing-ai-agents-in-practice-11646003", + "LinkedInLearning/openai-api-agents-4031229", + "LinkedInLearning/operating-AI-agents-failure-and-recovery-8020004", + "Linusbytes/Agent-using-F1-Mclaren-Racing-data", + "Lion-sudo/HUJI-Hackathon", + "Liquescent-Development/mcprobe", + "LiquidError/adk-image-agent-with-gpt-image-1", + "Lishi905/SocioVerse-ABM", + "LiteyukiStudio/agent", + "Liu-Hy/GenoMAS", + "LiuYuWei/google-adk-server-example", + "LiveRichCopilot/AgentMaster", + "Liz-Nozomi/applicationagent", + "LizMul/CP468-Connect-Four-Game", + "Lling0000/OpenCMO", + "LocalButler/LocalButlerAi", + "LoganGrasby/vibe-agent", + "Logarithm-Labs/fractal-defi", + "Lokesh-102214/Agentic-Engineering", + "Loki0865/Careerpilot-AI", + "Longbatman09/R2P-Enterprise", + "Longbatman09/R2P_OLAP_-Online-Analytical-Processing-", + "Longbatman09/Report2Plot", + "LongbowXXX/ai-tuber", + "LordN909/discuss-", + "LoukaDOZ/AI-algorithms", + "Lowcol/ML_trading", + "LuCaRs-SiR/pantest-containers", + "Lucas-Granucci/ScienceAcrossLanguages", + "Lucas-Mueller/Master-Thesis-Fourth-Iteration", + "Lucasmeteenc/2AMC15-2025-group7", + "Lucky05-7/Projects", + "Luckyluuuc/CollectiveBehavior-Crowd-modeling", + "Luigi-Faldetta/atlas", + "Luis-Felipe011/Trabalho-Final", + "LuisSala/advent-of-agents-spring-26", + "LuisSala/agentworkshop-learning-modules", + "LukaKKS/KKS_Project", + "LuminousMayank/multi-ai-agent-orchestration-", + "LunaeAI/luna", + "Luzy2019/omis", + "M-Korniak/action-chunked-contrastive-rl-offline", + "M-Murdock/analogical_explanations", + "M-Wajeeh/ResearchMind", + "M4RKUS28/EasyForm", + "M4RKUS28/Piatto", + "MAhsaanUllah/Edumentor-Live", + "MAzlanKhan/Q2-Assignment", + "MChrys/mcp-atelier2", + "MChrys/mcp_htttp", + "MDI3103/dealroom-ai", + "MDadopoulos/freightopsfleet", + "MG-0103/Agent_Builder", + "MG-Cafe/rousefleet-bootstrap-0", + "MJ0147/azawalletekioba", + "MKand/ADKConcepts_with_Rick", + "ML-PSE/Building-LLM-and-AI-Agent-Based-Applications-for-the-Process-Industry", + "MNS1007/cloud-orchestrator", + "MQDC-Tech/CustomerCare_AI", + "MSArunkutz/daas_ai-agent", + "MSDLLCpapers/teal-agents", + "MSDNAndi/genai-ws-public", + "MSFT-Innovation-Hub-India/Chatkit-AzOpenAI-Project", + "MSFT-Innovation-Hub-India/Chatkit-Order-Return-Sample", + "MUKARRAM-ONE/Google_ADK", + "MUmerRazzaq/coding_assistant", + "MYethishwar/VoltStream", + "MYotko/AI-Succession-Problem", + "MZeeshanAnjum/A2A-Langgraph-agent", + "MabelHsu/The-Continental-Concierge", + "MachineL102/devAgent", + "MadCoderme/reddit-fetcher", + "MadGAA-Lab/OSCE-Project", + "MadaoShall-1/CTM", + "Madhav2310/lucinlabs", + "Madhuchandana-ux/servicenow-agentic-ai", + "Madhukar04012/AgentForge", + "Madhumitha-senthilkumar/Football-minds-meets-AI", + "Maestro-Dev-Workshop/BizMate", + "Maga222006/CodeIt", + "MagicDash91/ML-Engineering-Project", + "Magician-Bee/AI-Powered-Stock-Market-System-OSS", + "MagnIeeT/google-adk-workflows", + "MagnusFHanssen/kunstig-intelligens", + "Mahekyadav/research-agent-ibm", + "MaheshR04/Agent-arena.dev", + "Maheshbiradar/Google-ADK-Projects", + "Maithili2004/Recruitment_agent", + "MaitreyaM/Fallback", + "MaitreyaM/Team4bytes_Holboxathon", + "MaitreyaM/Team4bytes_Holboxathon_final", + "Makeshkumar103/Agentic-Track", + "Maks-Mroczkowski/Trading-RL-Agent", + "MalgoSt/ADK-Agents", + "Malya-Khuntia/Diatery_Planner_with_Recipe_Using_GCP_Agent_Development_Kit", + "ManashNepal/test-api", + "Mandark-droid/genai_otel_instrument", + "MandyB0716/BreakthroughGame_Project2", + "ManideepBangaru/g-adk", + "Manikandantpngr/Way_Back_Home-Level_0", + "Manillin/adkAgents", + "ManishPatil2003/Multi_Agent_AI_Research_System_Langchain", + "Mannpatel4/Multi-agent-research-system", + "ManojBaasha/MongoResearch", + "ManojBaasha/gcp-gencal-devpost", + "ManojGitHub1/SkillBridge", + "MantisAnalytics/DAR", + "ManuelCadena/About-God", + "ManvithPanyam/ai-personal-assistant", + "MarcinGladkowski/kaggle_5_day_ai_agents_course", + "MarcoClaps/Multi-Agent-Operation-Research-Chat-Tool", + "MarcoGrazi/Videosearcher_AgenticAI", + "MarcosBouzon/jobs-autopilot", + "MarcosCarrizoA/TP3-IAG", + "Marcus990/Cymbal-Bank-Orchestra", + "Marcusng88/DataHack2025", + "MarkCodering/deep-research-agent", + "Markhor3D/3D-Printer-AI-ChatBot", + "MarselProg2/AI_Agent_Abgabe", + "Marshal-AM/fireglobe", + "MartinKist/nachrichtenquadrat-demo", + "MasterGenm/a2a-multiagent-host-demo", + "MateiCosa/backgammon-ai", + "Matheuszy/agente-IA-criador-post", + "Matheuszy/agentes-IA-alex-dori", + "Mathews-Tom/Google-ADK-Bootcamp", + "Matir/hacks", + "MatrixRequirements/openinference", + "MattTeixeiraPD/feedback-synthesis-agent", + "MatthewKerns/ecommerce-brand-business-os", + "Matthewyin/nssa_AiAgentPlatform", + "Matthieu68857/next2026_onemcp_demo", + "Matunag/Fastcamp_de_agentes_inteligentes", + "Maverick474/Teleco_ChatBot", + "Mavia-Ahmed/learn-agentic-ai-main", + "MaxWong03/aima-python", + "MaximilianoPona/l200-agent", + "Mayank-Rana1/krishi-vision-brics", + "MayerT1/LLM_Dev_Crop", + "Mbogneng-Junior/STI_projet_backend", + "Md-SowadKarim/Machine-Learning", + "MdIftiabMahmudNabil/adk-smart-energy-agent", + "MeaCore-Enterprise/Mea-Core-IA", + "Meaw0415/NMRAgent", + "Mehakanis/Q4_todo_app", + "Mehd1slh/Multi-Robot-Delivery-Coordination", + "MehemudAzad/green-agent-GAIA", + "MeherBhaskar/OptiMindTune", + "Mehmetsdk/agentic-internship-coordinator", + "MeirKaD/MCP_ADK", + "MemCommerce/customer-agent", + "MenchiniDev/gdg2025", + "Meog38/APS03-aprendizagem-por-reforco", + "MertDikdas/debug-triage-agent", + "MervinPraison/PraisonAI-Frameworks", + "MetaMind-Aychain/SAO", + "Mew-72/agentic-desktop", + "Mi1chstraBe/deepeval-agent-reliability", + "MiWaDataSolutions/DataAnalysisHackathon", + "MianchuWang/GOPlan", + "MiaoYu0923/trippilot-agent", + "Miaojaaa/POS", + "MichaelChenGithub/ducky", + "Michaelktker/my-agentic-rag", + "Michal416370/AppsFlyer_Agent_Project", + "MiguelCastela/Evolving-Mario-GP", + "MihirKapile/Tutor", + "MihirSahai/nexus-agent", + "MilanBojic1999/MultiAgentSkillSystem", + "MilanSirko/Open-LLM", + "MillionOnMars/signal2", + "MingXXI/8-Puzzle-Solver-with-Heuristics", + "MingXXI/gitSFUBowen", + "Mingkai406/CreatorPal", + "Mingz6/GitHubBot", + "MipoRepo/ai-development-environment", + "Mirror-JSong/multi-agent-travel-copilot", + "Mishalma/ResearchFlow-AI", + "Mishraji69/vigilant-ai-backend", + "Mission-Sita/prototype-CSAW-25", + "MistbornOne/code-tutor-ai", + "MisterTK/keel", + "Mitchell-Odili/floodpulse-nairobi", + "MitulPatil/LLM-Engineering", + "MiyabiDigital/adk-first-agent", + "Mizunandayo/rinne", + "MkFoster/mynewsrobot", + "Mkp-dev-portefolio/cybersecurity-framework", + "Mkruger86/REPODEMO-Agentic-AI-Assistent", + "MnSBlog/Pinokio.RL", + "MoWang-727/ReVEngine", + "Mohamed-Aziz-BELKAHLA/Intelliops-agent", + "MohamedGamal-Ahmed/Basir", + "MohamedHAmin/AI_Course_Work", + "MohammadrezaChv/AI", + "MohammedYaseenRon/Skill-bridge", + "Mohanrajp05/Trading-Agent-", + "Mohib1402/CrimeAwareNavigationApp-CleanRepo", + "Mohit-5899/OpenAI-Agents", + "MohitBhimrajka/project-agora", + "Mohsin-Raza-developer/Physical-AI-Humanoid-Robotics-Textbook", + "Mohsin-ali897/openAI_Agent_SDK", + "Moinuddin9777/BwAI_Agents_with_ADK_Demo", + "MokonaSato/line-multi-agent-sample", + "MonMarck/skinscrappin", + "Money043/JPL-Internship-Projects", + "MonishNivethIlango/Agentic-Development-Kit", + "MontrealAI/AGI-Alpha-Agent-v0", + "MontrealAI/AGI-Alpha-Agent-v0-core", + "Monukumar-21/Research_MAS", + "Mortarion002/Googe_Adk_Test", + "Moshiii/Financial_research_agent", + "Moshiii/ISEK_Agent_Market_Analysis", + "Moshiii/ISEK_Agent_News_Analysis", + "Moshiii/ISEK_Agent_Template", + "Moshiii/ISEK_Agent_future", + "MotiTheWizerd/google-adk-examples-1", + "MotiTheWizerd/retro_team_workflow", + "Motunrayo244/Multi-agent-Malicious-Package-Detector-MA-MPD-", + "Mouleendra0511/Travel-Agent", + "Mourya-006/PicoClaw", + "Mr-Nobody-Anonymous/Cerberus", + "MrBigleg/cymbal-agentic-suite", + "MrNasrulla15/Career-Copilot-AI-Agent", + "MrOwaisAbdullah/ai-humanoid-robotics", + "MrOwaisAbdullah/calculator-agent", + "MrSyee/TIL", + "Mrinmoy-1601/Multi-Agent-Trading-Framework", + "Mrjoel97/PIKAR-AI", + "Mrsaleem110/-Calculator-by-openai-sdk", + "Mta-adham/adk-examples", + "Mubashar-Bashir/OpenAI-SDK", + "Mudasic1/proventu-ai", + "Mueza-Ejaz/Exploring-OpenAI_SDK", + "Muhammad-Aneeq/Agentic-AI", + "Muhammad-Bilal-Hussain/Quater4", + "Muhammad-Saifullah50/agentic-coding-tutor", + "Muhammad-Saifullah50/hackathon-1-book", + "Muhammad-Saifullah50/hackathon-4-course-companion", + "Muhammad-Saifullah50/prepplease", + "Muhammad-Sharjeel-Asif/The_Evolution_of_Todos_Hackathon-II", + "Muhammad-Zeerak-Khan/Hermes_Agent_Demo", + "Muhammad-javed440/class_pro", + "Muhammad-saad-2000/mi-cmp-course", + "MuhammadAbdullah95/Agentic-AI-course", + "MuhammadAhsaanAbbasi/agentic-ai", + "MuhammadDevX/Image-Generation-Stable-Diffusion", + "MuhammadHamidRaza/OpenAI-Agent-SDK-Mastery", + "MuhammadHussain5066/agentic-ai-hello-world", + "MuhammadMuneebSiddique/Hackathon_02", + "MuhammadRaffey/smart-recipe-gen", + "MuhammadTalha183/quarter_03_agentic_ai", + "MuhammadUsmanGM/Chainlit-Chatbot", + "MuhammadUsmanGM/Chainlit-bot", + "MuhammadUsmanGM/ChatUp", + "MuhammadUsmanGM/StudyBuddy", + "MuhammadVT/smart-assignment", + "MuhammadZeeshan92/OPEN_AI_SDK-HANDSON", + "Muhammadbinmurtza/OPEN_AI_SDK", + "Muhammadbinmurtza/panacloud-agentic-ai-system", + "Muhammadumerakmal/class-6", + "Muhammadumerakmal/lead-desk-umer-project", + "Muhammadwaseem5131/OmniAudit01", + "Muhammed-Haider/open-ai-sdk", + "MuhammedSuhaib/Chatbot", + "MuhammeedAlaa/MI-Assignemnets", + "MuhibAnwar/MatchMaking_Tool-ADK-", + "MukunthanPeriyasamy/agentic-website-builder", + "MuonChaser/EcoAgent", + "MuriloSantosT/VerificAi", + "Murugan-rk/ai-coffee-barista-agent", + "MusadiqUrRahman/Openai_Agent_SDK_Work", + "MuskanScripts/travel_planner_agent", + "Mussliadii/CareSync", + "MustafaAgentBuilder/MCP", + "MustafaAgentBuilder/OpenAI_Agent_SDK", + "MustafaAgentBuilder/Sir-Project-Tutor-Agent", + "MustafaRaheel26/ai-agent-calculator", + "Mustafiz48/Agents_Playground", + "MustiCankan/Agentic-ai-reservation-asistant", + "Musxx/Restaurant-Bot", + "Muyang-Jiang/agent_demo", + "MuznaZuberi/gemini-smart-chatbot-", + "MuznaZuberi/polyagents-", + "MyBeaconGlasses/Beacon", + "MyTeslaMate/chatbot-swarm", + "Myanmar-Data-Tech/MMDT_BuildWithAI", + "MyatPyaePaingPie/grantLoop", + "MylesLandais/jupyter", + "Mysense11/easyocr", + "Mystic-a/agent_rag_allobot", + "Mystic-a/mcp-google-adk", + "N0819/Sonder_Engine", + "N0Obitaz/restaurant_concierge-ADK-Agent", + "N1A1voIt/adk-web-app", + "NAGMDRS/google_adk", + "NASA-IMPACT/akd-ext", + "NEC0S/Autonomous-Agentic-AI-Trading-Floor", + "NH1Tkendo/Agentic-AI-Engineering-ZTM", + "NIHAAL084/Health_Insurance_Claim_Processor", + "NIHAAL084/ultimate-ai-assistant", + "NIKITA320495/Brandgenius", + "NIRMALKUMARV717824i336/ACPIA---Main", + "NJUNLP/CogGen", + "NKSTUD/relancify-sdk", + "NLarchive/QAgents-workflows", + "NMalikk/Oracle_Ai_Agents_Foundation", + "NTHung2034/MCP-Autonomous-Trading-Agents", + "NU-Academics/read-mas", + "NVISOsecurity/cyber-security-llm-agents", + "NYCU-MLLab/Disentangled-Mask-Attention-in-Transformers", + "Nabil-Mabrouk/Book-AI-Agents", + "Nabil-Mabrouk/scriptorium-engine", + "NadavBeitHalevi/TheParlament", + "NadavShanun-design/Omi-Wifi-Over-BLE-Glasses", + "NafisUlAmanSaadman/kaggle-hackathon2026", + "Nagavenkatasai7/llm-forge", + "Naguirrel/HdT6AIEngineeringCreativity", + "Naheemah-babs/smart-route-agent", + "NailaYaqoob/translator_agent", + "NaimalArain13/Health_Coach_Agent_with-OpenAI-Agent-SDK", + "NaimalArain13/Q4-Learning", + "Naman7600/Scout-multi-agent-system", + "Nameless0l/agriculture-cameroun", + "NanGePlus/OpenAIAgentsSDKTest", + "Nand0ana00/offline_debugger", + "Nandajustin28/SAP-Hackathon", + "Nandan-D14/Lumina", + "Nandan-D14/nexus-agent", + "Nandini490/Google_adk_trial", + "NandithaBodanapu/AgentDevelopmentKit", + "Nap20192/repo-agent", + "NapSaga/Whisperer", + "NapthaAI/automcp", + "Naraku9929/multi-ai-chat", + "Narendravarma123/research_agent", + "NaseerAhmedWighio/AI_agent", + "Nate-git05/Pine", + "NateMerriman/openai-agents-python", + "NathEd1012/Machine_learning_Ess", + "Nathan-Toigo/8INF829-projet-azure", + "NathanVuSwinburne/predictive-maintenance-digital-twin-demo", + "NavadeepDj/trader-copilot", + "Naveed-0/AI_Agents_Development", + "Naveen-671/Vectorless-RAG-Agent", + "Naveen-671/langchain_python_agent", + "NaveenKumarReddy8/AI-Agents-Intensive-Course-with-Google", + "NaveenManjappa/google-adk-playground", + "Nawfel-9/RL-tunes-LR", + "NayanaChandrika99/mini-town", + "Nayatamaa/PortableMA", + "NaziaImran786/OpenAI-SDK-projects", + "Neel0289/ResearchRAG", + "Neha-0407/QuantasticaAPI", + "Neharika3076/Trackit_Inventory_Project", + "Neiil-A/Custom_AI", + "NeuralBlitz/Mito", + "NeurocogniAI/ncai-training-program", + "Neutrino2711/multi-agent-tutoring-bot", + "Neutrollized/adk-examples", + "NevetsKuro/AgenticAI-Tutorial", + "NewGenesis04/Google-ADK-Agents", + "NeziheSozen/agriagent-Google-Cloud-Rapid-Agent-Hackathon--MongoDB", + "NguyenLuan213/auto_skyvern", + "NhuanTDBK/hn-recap-tool", + "Nian-Fu/Travel-agent", + "Niannnnnn/agents_mcp_worlkflow", + "NickUseGitHub/python-adk-fastapi", + "NidhiPatel7105/awesome-llm-apps", + "NielsRogge/agents-poc", + "Nik-56/amlgo_chatbot", + "Nikhil-Kotte/hackathon-assistant", + "Nikhil0075/MIGRATION-CONTROL-TOWER", + "NikhilHooda/One-Take", + "NikhilRaman12/Gemini-BigCurated", + "Nikhilsundhar/AI-powered-dashboard-generation-and-insight-agent", + "Nikita2150/McProtect", + "Nilesh-gg/fi-money", + "Nilshd12/urban-green-digital-twin", + "NingWang-art/Materials-KnowledgeBase", + "NingWang-art/Mr-Dice", + "NirajBhattarai/agentflow101", + "Nirajaryal1/Agent-reliability-guardian", + "Nirerp/Knowledge_Graph_Rag", + "Nisarg-M-Patel/customer-service-agent", + "NisargShah1/GenAI_Repo", + "NishDJ/supabase-openai-realtime-compendium", + "Nithya2900/Autopolicy_ADK", + "Nizarel/MAI", + "NnamdiOdozi/policy_pulse_app_g_adk", + "NngLee/ESG-Analyst-Agents", + "NoahHaag/Job_Assistant", + "NoctiCode2/ArgPro", + "NoiseDigital/agent-platform", + "NonSon0101/travelife-agent", + "Noursalem25/meetings_simulation", + "Now-Or-Neverr/Multi-Ai-Agent", + "NufarCohen/CRML-ProjectB-AntMaze", + "Nullifierz/adk-crash-course", + "NuzhatFatima2024/Translator_Agent", + "OMIXEC/Azure-AI-Engineer-Hub", + "OMIXEC/Google-ADK-Skills", + "OYanEnrique/betmind", + "Obila34/SentinelAI", + "Observeai-Research/DebugMate", + "Occansey/geminga", + "Ocolus1/db-query-agent", + "OctagonAI/octagon-vc-agents", + "Odinachi/vibejobber", + "Olasogba/meridian-support-chatbot-", + "Oliverpt-1/Synthesize", + "OlixIgnacious/File-Organizer-Agent", + "Om-5640/shopsense", + "OmNagvekar/Construction_Manager_Agent", + "OmarMteir/AwesomeLLMApps", + "OmaryElkady/scout-wc26", + "Ombhandwalkar/LangChain-projects", + "OmkarShr/NagarRakshakAgent", + "Omkarop0808/neofuture", + "OmniPresense-AI/Agents", + "OoSkyy/hd-google-hackathon", + "Open-Agent-Tools/basic-open-agent-tools", + "Open-Earth-Foundation/CityCatalyst", + "Open-Finance-Lab/AgenticTrading", + "OpenBeavs/OpenBeavs", + "OpenBlatam/AI-Models-Clone", + "Ordinary0x/CSAW-25-CTF", + "OrestForemskyi/KN32-OREST-FOREMSKYI", + "OriNachum/autonomous-intelligence", + "Osama-Abo-Bakr/financial-data-analysis-crewai", + "OsamabinAdnan/Mini_AI_Automation_Agent_Projects", + "OsamabinAdnan/Q4_AgenticAI_ClassWorking", + "OsamabinAdnan/Quarter04_plus_Learning", + "OsamabinAdnan/openaisdk_PanaversityYT", + "OswinMin/SLCP", + "OswinMin/StCP", + "OuAzusaKou/BridgeVLA1", + "OyadotAI/A2ARegistry", + "PAIR-Systems-Inc/goodmem-adk", + "PARC-Solutions/DM-Agent1", + "PDC-ESIA/AI4ES", + "PI-ChatBot/chatbot", + "PIGU-PPPgu/oh-my-Dynamic", + "PINNACLEAISOLUTIONS/MIAMILOVESGREENSCRAPER", + "PIYUSHBONDE/HealthCase-AI-Backend", + "PK-SANGAMESWAR/langgraph-ollama-chatbot", + "PM-Labs/Public-Repos", + "PPIO/ppio-agent-sandbox-samples", + "PRAJIT-T/Razor-pay-AI-buildathon_AI-Shopping-Assistant", + "PRATEEKCOOLoo7/multi-agent-orchestration-demo", + "PREMRAJESH/Fairlens", + "PRIYANSHU2026/DataSentience-AIML", + "PYAG1/Weather-Agent", + "PabloBastias/Yesena", + "Pablova1/Hackathon-GCPU-Agentils", + "PacktPublishing/ADK-Mastery---From-Beginner-to-Advanced-Agent-Development", + "PacktPublishing/Applied-AI-in-Cyber-Threat-Intelligence", + "PacktPublishing/Building-AI-Agents-for-Finance", + "PacktPublishing/Building-Agents-with-OpenAI-Agents-SDK", + "PacktPublishing/Intelligent-Projects-Using-Python", + "PacktPublishing/Python-Automation-Cookbook-Third-Edition", + "PalashAwasthi05/EmberAid", + "PallaviTarke/simpleagent", + "Pama10/a2a", + "ParasBhardava/venture-vision", + "ParinAcharyaGit/bidagent-ai", + "Parinita-Jain/orion", + "ParthGala2k/DevLens", + "Pasandul0209/adk_agent_01", + "PatheticUser/NeuralGuide", + "Patientzero0/SkillMorph", + "PatrickCmd/ai-agents-news-aggregator", + "PatrickSchubert-Munich/customer_feedback_rag-system_new", + "PaulDaoudi/FOOD", + "PaulJoshi/Gestify", + "Paulhb7/helix", + "Paulo-cpereira/agentic-era-hack", + "Paurakh977/ADK-Agents", + "Paurakh977/Ozon", + "PawelZarebski7/ai_agents", + "Pearl-com/mcp-client-demo", + "PedroGiudice/Picture-composer", + "Pedroyamamotto/AdKs", + "Pei-Cheng-Yu/Google_ADK_Hackathon", + "Peippo1/blog-writing-agent", + "Penugonda-Manasvi/my_agent", + "PeronGH/bioagent", + "PersieDaCoder/kaggle-capstone", + "Peter-To-Better/Tongue-Ai-Agent", + "PeterPhan2005/Travel-Assistant", + "PetricaR/real_chef_ai", + "PewterZz/Pelgo-career", + "PhamTrinhDuc/ADK", + "PhamVuThuNguyet/clinical-agent", + "Phani3108/Turing-Cortex-Agent-Protocol", + "PharosBioTeam/open-agentic-data-scientist", + "Pheonix2852/ABFRL", + "Philchoi17/site-builder-agent", + "Picomp-lab/SZ-Gen", + "PieroPaialungaAI/LLMInProduction", + "PieroPaialungaAI/RestaurantGPT", + "Pig30nidaE/JobFIT_AI", + "PixelPilot666/course-recommend-agent", + "PiyushJayant/productivity-intelligence-platform", + "Platform-PnP/PnP_agents", + "PlayerMartin/pi-benchmark-plugins", + "PocketFM-Research/MAGNET", + "PoetryLin/MoatMind", + "PoomTalubnark/historical-court-adk", + "PorscheWen/Stock_AI_Agent", + "Potatoad88/agentic_ai_test", + "Pothan0/sentricore-agent-security", + "PowerBootWS/fsa-agent", + "PractiCode-Project/PractiCode-Project", + "PradeepPrasanthS/financial-life-copilot", + "Praful-John2409/ADK-Agent-Suite-Codelabs-Hackathon-App", + "Praful-John2409/adk-e2e-agent-suite", + "Prageeth-Dananjaya/agents", + "PrakharNagpal/StartupSage", + "Prakshil/AI-Agent-with-Google-Development-Kit", + "Pranav-0440/customer-support-agent", + "Pranav-Ved/Aegis-AI", + "PranavAthanimath/agentic-portfolio-advisor", + "Praneel7015/GooglexHackathon", + "Praneel7015/multiagent-crud-system", + "Pranit-c/MixBox", + "PrasathThiagaraj/agent_has", + "Prashant-thakur77/SupplyChain-AI", + "Prashray21/AegisAgent-AI", + "Pratheep-Srikones/ArchiGen", + "PrathmeshAdsod/conatorAI", + "Prathmeshkate09/Enterprise_ChangeOps", + "Pratinja27/ResearchMindAI", + "Praveen163/SalesAgent", + "Praveen2795/kanso-ai", + "Praveen2795/openai-nyc-bootcamp", + "PraveenKS30/getting-started-google-adk", + "PraveenKS30/openai_agents_sdk", + "PraveenSalapu/HealthAgent", + "PravinTiwari023/CrewAI", + "PreethiCodes/Agentic-Medical-Chatbot", + "PremekBasta/Asteroids", + "PriYaaaa652/Agri-Pilot", + "PrintYZH/GoogleAgentCapstone", + "Prismer-AI/pisa", + "PrismorSec/prismor", + "Pritam28877/ADK-github-Chatbot-Development", + "PriyaVeerabomma/Travelbuddy", + "Priyanshu-Madhup/Git-Show", + "PriyanshuKSharma/agenticai_workshop_-GDGoC_WoW-25-", + "ProCityHub/GARVIS", + "ProMBZ/Boilerplate", + "ProductSingh/csv-chatbot", + "ProfAntonioFigueiredo/oracle-agentic-ai-foundations", + "ProjectZeroDays/FreeAI_AI_Inference_Workstation", + "Prostecki/med-voice", + "PrudhviMrcs/TimesFM_Forecasting_Agent", + "PrzemekSekula/ReinforcementLearningClasses", + "Psqasim/personal-ai-employee", + "PsychoX21/WIDS-Citadel", + "PuFanqi23/TGM-VLA", + "Pulkit12dhingra/adk-guide", + "PurnaChandraPanda/foundry-stuff", + "PursuitYP/MAGIC-Dace", + "Pushkar808/genAI_APAC", + "PushpenderIndia/DhristiAI", + "PushpenderIndia/VideoAgent", + "Pushpita15/Emission_Analysis_agent", + "Pushpita15/MongoDB_challenge", + "PythonCry/I-Viewer-Stardist-Integration", + "Pythonation/smart-investor", + "QLABIISc-Classes/UMC301-2025", + "QaswarSarfrazcodes/Omni-Scribe-Studio", + "Qdata4Capstone/uva-26-spring-gen-agent-students-projectA", + "QiZishi/PaperAgent", + "Qile-J/AgenticSciML", + "Qingyu255/TrustPatrol", + "QinnuoGuo/discrete-continuous", + "QishengLu/YouTuAgent", + "QuantifiSogang/2025AdvancedPythonForFinance", + "Quantum-Cipher/MCP-GCP-governance-protocol", + "QuantumEdu/AgentCyber", + "QuantumEdu/security-agent-adk-v2", + "QubridAI-Inc/qubrid-cookbook", + "QueryPlanner/medical-agents", + "QueryType/ai", + "Quratulain-bilal/open_ai_sdk", + "R-Vaishnav-Raj/Autonomous-Predictive-Maintenance-System", + "R2RyAn/4401-a2", + "REASY/k8s-ariadne-rs", + "RICH0423/adk-research-agent", + "RJD02/visualize", + "RL-LDV-TUM/morlbench", + "RMCV-Rajapaksha/A2A-Project", + "RSNA/AI-Deep-Learning-Lab-2025", + "RUC-GSAI/YuLan-Rec", + "RWomack1325/HackSheffield10", + "RaazKetan/Origin", + "Racktic/Agentic-Writer", + "RadEdje/Agentic_Rad_Workflow_MedGemma", + "RafaelJCamara/InsAIdeTrader", + "Ragulcodes/Venturelens", + "Rahelevy/click-project", + "RahilGhanem/BACKLOT", + "Rahul-Roy-Hub/LifeMap", + "Rahul-lab826/Hackathon-Agent", + "Rahul-sinha84/mirror-land-backend", + "Rahul9969/ET-SupplyChain", + "RahulPant1/google_multi_tool_agent", + "Rahulraj31/Self-Route-Rag-Longcontext-ADK", + "RainbowGamer333/tp-adk", + "Raissacheng/macs40500_abm_raissacheng", + "RajaHadi/Translator--Ai-Agent", + "Rajat1793/Gemini-Agent-SDK", + "Rajeev-SG/tag-audit-agent", + "RajeshKumarYadav12/AI-Gen-Assistant", + "Rajkaran-122/automated_deployement", + "Rajnandini-Patil-30/GenAi-Hackathon", + "Rakshit429/Bharatiya-Antariksh-Hackathon-2025", + "Rakshith-Reddy-K/hotel-iq", + "RamadhaRanuh/Agent-COPA-Generator", + "Ramakrishna-raju-alluri/ai_shopping_assistant", + "RameshGilaka/designing-multiagent-systems", + "Rami2212/A2A-Agent-VertexAI-BeeAI-AgentStack", + "RamisaFatima2005/Quarter-4-learning", + "Ramla-I/hal_agent", + "Ramysandy/reslovr", + "Rana-Kamran-Suleman1/agentic-ai-hub", + "Rangelzin/FastCamp_Agents_IA", + "Ranjita16-thami/ML-training", + "Rao-Faizan/My-Assistant", + "RaoHamzaTariq/AI-Agents-Projects", + "RaphaelKarmalker/personal-assistant-v2", + "RashmikaMadaela/multi-agent-pantry", + "Rashmitha-Raviraj-Nayak/CityBrainAI", + "Rasika00/javaedu_agent", + "RationalityEnhancement/MCRL", + "Ratnprasad-Gangthade/Multi_Agent_System", + "Ratnprasad-Gangthade/os3_AI_Evaluation", + "RaviTeja799/ClimateGuard", + "Ravicha2/lit-review-council", + "Raviguntakala/OpenAI-Agent-SDK", + "Ravindra2711/raganalyse", + "RavishankarDuMCA10/AGENT-DEVELOPMENT-KIT-GEMINI", + "RavulapallySaicharan/frr", + "RavulapallySaicharan/google-adk", + "RawanMostafa08/Machine-intelligence-labs", + "RawleySM/adk-builder-manus", + "RawleySM/adk-generator", + "RawleySM/cncda_bill_summarize", + "Ray-0906/final_truth", + "Ray-0906/truth-agent", + "Rayen-Hamza/Klippy", + "Razamirxa/way-back-home-google", + "ReSono-Labs/JackRabbit-OS", + "RedCatAFK/autopep", + "RedaElGadida/portfolio", + "Reddyknk/lab1-vj_adk", + "Rehan-Abrar/Khetaan", + "Rehan-Ul-Haq/openai-agents-sdk-tutorial", + "Rellrz/ABM_RL_hotel_pricing", + "Remi-537/awesome-llm-apps", + "RemotingCoders/fieldpilot", + "Renda02/ai-challenge-agent", + "Repello-AI/Agent-Wiz", + "Reply-Gremlin/reply-gremlin", + "Rettorio/realestate-agent", + "Rettorio/srp-agent", + "Rex123-hash/Ref-1", + "Rex123-hash/Reflow", + "RexLapis1504/jiaoshi", + "Rexarrior/reagentic_search_bot_example", + "RezaKakooee/my_RLs_from_scratch", + "RicardoCalvoP/TC2008B", + "RichTsai1688/teach_openai_agent_basic_tutorial", + "RichardHightower/mcp_article1", + "Rickmwasofficial/Agent", + "Riju007/trainings-and-workshops", + "RijuBidani/legal-assistant-free", + "Rion12/Vacai-fs-gcr", + "Rion12/career-compass", + "Rishabh1991mtu/adk-multiagent-mcp-orchestrator", + "RishabhCodezZz/ARGUS", + "Rishavbhusal/a2a-comp-adv", + "Rishavbhusal/carbon_creditt", + "Rishikoli/Athena", + "Rishirajbal/Google-GenAI-Hackathon", + "Rishwanth738/Cric_master", + "Ritaban26/my-adk-agent", + "Ritik-Gupta8/KrisiSar-AI", + "RiyaDharsandiya/google-adk", + "RiyaKasat/Enux-File-Upload", + "RiyaKasat/Hackathon", + "Rizzz7/support-os", + "RobokopU24/ROBOMCP", + "RobotFlow-Labs/project_def_cai", + "RodgersNdocha/Adk-Agent-Engine", + "Rohan6672/trend", + "Rohanpudasaini/Smart-Pantry", + "Rohitpalsingh7/multi_agent_system_google_adk", + "Rohituddagiri/FinSight", + "RomanEngeler1805/atla-insights-sdk", + "Romu-ua/openai-agents-sdk-playground", + "RonAutumn/openRichOagents14", + "RonglinC/invest-bot", + "RonishNadar/saferoute-nyc-code", + "RonitShetty/OpenAI_agent_SDK", + "RonsDad/ron-ai", + "Roobika-Viswanathan/ABB_Hackathon", + "Rooike111/mutil_agent_ITS", + "RoopsHub/rlbench-multi-agent", + "Root1V/aeon-agent-harness", + "Roshan-Abraham/PR_Owl", + "Roshan-Abraham/leaderBard", + "Roshanshri0912/hsn-validation-bot", + "RoxanneNguyen/AI-Agents", + "Rqwannn/Rqwannn-MCP_Server", + "RubaiyaKamal/end-to-end-project-from-scratch-2026", + "RubensZimbres/Agent-to-Agent-Security-Pipeline", + "Ruchess07/first-agent", + "Rudransh-1508/Pluvial-AI", + "Rumeasiyan/google-adk-a2a-weather-agent", + "RunZER0/cogen", + "Runny143/MyAgentPortfolio", + "RupertoDev/edu-ai-adk", + "Ruqyai/Automated-Marketing-Social-Media-System", + "Rushabh-Runwal/Learning-AI-Agents", + "RwitabrataPan/AgentWall", + "RyanKruk/PokerBot", + "RyanRen-Tamar/stunning-spoon", + "Ryantshh/Openai-Agent-SDK", + "RyjoxTechnologies/Octopoda-OS", + "Ryouichi-Ohtani/ARC-AGI-3", + "S00256070/AI-Code-2026-S00256070", + "S1LV3RJ1NX/adk-db-agent", + "S2somang/ai_agent_nomad", + "SAAD-NADEEM/1st-assignment", + "SABBiR1107/Multi-Agent-AI-Tutor-Leo", + "SAIKIRANPATNANA/GENAI_PROJECTS", + "SAISec/Sentraguard-agent-sdk-python", + "SAMK-online/GOOGLE-ADK-AGENTS", + "SAMK-online/Hotely", + "SARL-PLUS/RL_Bootcamp_2026_tutorial", + "SB-BISS/RLACOSarsaLambda", + "SHAI-vishnu/Investment-Advisor", + "SHEETALDHARSHAN-A/HRMS", + "SHard777/ADK_Agents_Finance", + "SK-Anjum/AgenticAI_Assignments", + "SK-Sathyavada-008/gfcXgoogle-gitub", + "SKANDER-BEN-ABDELKADER/LearnHub", + "SKANDER-BEN-ABDELKADER/Learny", + "SKNETWORKS-FAMILY-AICAMP/SKN28-1st-4team", + "SKYTAN-050107/Future-AI-Hack", + "SMWundefined/RateMyAgent", + "SOMANcode786/Agentic_AI", + "SPL-BGU/PolyPlan", + "SPUERSAIYAN/Stock-Agent-Arena", + "SRINJOY59/BROODS", + "SRINJOY59/Google-Agent-Development-Kit", + "SSSKino/Li_LLM_survey", + "STEMMOM/adk-decade-of-agents", + "SY-007-Research/interview_agent", + "SZNS/szns-adk-a2a", + "SaAkSin/arti-ops", + "SaadIrfan41/Ai-201-PWR", + "SabaZain/agents_firstproject", + "Sabarizi/class1", + "SaboorTunio/Open-Ai-Agent-SDK", + "Saby007/CloudLens", + "Saby007/MeghKoshaAI", + "Sachin2213/Object-Detection", + "SadCoder94/GENAI-editor-agent", + "Sadhana-up/ADK_models", + "SadiqKhan-Dev/ramadan-coding-nights", + "Sag12345-IITKGP/LLM_trading_agent", + "SageSELab/Agentic-Pull-Request-Test-Coverage", + "SagitaKDX/2A202600872-LeThanhMinh-Day26", + "SagitaKDX/lab11-LeThanhMinh-2A202600872", + "SahilWarade/CareerOps", + "Saidharshan-A/TRAFFIC-AGENTIC-AI", + "Saifihassan/AuditIQ", + "SaikrishnanShankar/Game-Development", + "SaimR036/QueryBuilder-2.0", + "SaintPage/HDT5_IA", + "Saiphani724-zz/ObjectDetection-in-RaspberryPi", + "SairajMN/director-cut", + "Sakeeb91/ai-agents-course", + "Sakthivel-P-cse/CODEX", + "Saleh7127/multi-agent-startup-builder", + "SalehHub/Agentic-AI-Workshop", + "Salmanferozkhan/Cloud-and-fast-api", + "SamadritaR/ShadowAgentMap-Google-Developers-Group-Hackathon-SF", + "Samik123Mit/unibot-resume-agent", + "Sammy1836/multi-agent-ai-tutor", + "Samuel-EsMagico/BGM-Agent", + "SamuelMallick/mpcrl-vehicle-gears", + "Sana-Farasat/Quarter-03-AgenticAI", + "SanddhyaJ/Agent_Edge_Benchmarking", + "Sandeep-622/mcp-agent", + "SandraBayabos/multi-agent-orchestrator", + "SandraPAM/tauros-alphav1-AgentUI", + "SanjanaShettyy/multi-agent-ai-research-sysetm", + "SanjayMarathe/barcodebot", + "Sanjeev-Kumar78/InfoShield_AI", + "Sanjeev12588/Smart-ReadMe", + "Sanjeev12588/ai-sre-copilot", + "SanjuMenon/infinite_ape", + "Sanket-Kathrotiya/Academic-Research-Paper-Assistant", + "Sannidh3601/RePurpo-Ai", + "SanskaraAi143/FutureBackend", + "SanskaraAi143/SanskaraAI", + "SanthiprasannaP/googleadk", + "Santisoutoo/AIrport", + "SantoshAdabala/Agentic_AI_Parenting", + "Saoussen-CH/ai-creative-studio-adk-a2a-mcp-vertexai-cloudrun", + "Saoussen-CH/content_creation_mas_workshop", + "SaplingLearn/Sapling", + "Sarathrsk03/GAVEL", + "Saroth85/OtoChronicleAI", + "Sarvagya-meel/Learnings", + "SarveshBTelang/True-Notion-AI", + "SaschaHeyer/gen-ai-livestream", + "SatAi999/DataEng-Smart-Data-Engineering-Platform", + "Satianurag/ledgermind", + "SatiroDev/Agentes-da-Inclusao", + "Satti-Gowtham/openai-a2a-translator_agent", + "Satvikk08/Agent-Development-Kit-Samples", + "Satvikk08/LLM-Agent-Applications", + "SaurabhRai19/StrataMind-Deep-Research-App", + "Sav656/llama-chatbot", + "SawsanAbdulbari/a2asys", + "Saximn/decision-patch", + "SayHiToYoung/multi-agent-travel-planner", + "Schadenfreunde/fin-research-agent", + "Scherifow/investing-analysis-agent", + "Schoren130/NerioAI", + "Scientialibera/GEMINI-ENTERPRISE-AGENT-TEMPLATE", + "Scolaris-CI/Mathematical-Modelling-", + "SeJV/ComparisonRLapproaches", + "SeaPay-ai/hotel-ai", + "Sein-Kim/self_evolverec", + "SelenArikan/agentic", + "SemereWubshet/socratic_mcts", + "SenseTime-FVG/sensenova-claw", + "SeolhwaLee/ParlAI_blender_persona", + "Serafin-dev/spot2_assistant", + "Sergei2912/cz-DB", + "SergioGonzalez24/Movilidad-Urbana-MSMGC-GPO-302", + "SergioMOrozco/fetch_tutorial", + "SergioQuintanillaGracia/university", + "ServiceNow/StarShell", + "Sethumathavan-SP/Multi-Agent-System-Precision-v1", + "Sh9hid/thepropertydomain-frontend-proxy-public", + "Shafqatsarwar/agent-sdk-python-main", + "Shaheeer-create/promptify", + "ShahmeerHashmi/ai.native.book", + "ShaiShillo/RAG-Monitoring-Agent", + "ShanKonduru/openai-agents-python-main", + "Shani-396/Designer-Room-Agent-AI", + "Shantanu-00/showrunner", + "Shanu1110/coffee-barista-rag-agent", + "ShaojieJiang/tldr", + "Sharathchenna/prreviewbot", + "Sharmeen-Fatima/Fatima_Ai_Assistant", + "Sharmeen-Fatima/OpenAi_SDK_Exam_Preparation", + "Shaswat2001/heirarchical_RL", + "Shaurya-Sethi/circuitron", + "ShawhinT/AI-Builders-Bootcamp-6", + "ShawhinT/AI-Builders-Bootcamp-7", + "ShawhinT/AI-Builders-Bootcamp-8", + "ShawhinT/yt-agent-streamlit", + "ShawhinT/yt-mcp-agent", + "ShayManor/horizon-reduction", + "Shazam6565/POView", + "Shazam6565/POView-v1.0.2", + "Shaziasama/agentic_ai", + "ShehrozHanif/file_search", + "ShehrozHanif/guardrials", + "ShikharHi/tarlos", + "Shimon98/final-agentic-payment-system", + "Shirley-Kokane/ToolScan", + "ShiroZOOI/adk-agents", + "ShiroZOOI/adk-marketing-agency", + "Shitanshu-Yadav/AMD-Hackathon-Team-2465-AGENTIC-KYC", + "Shivam-Gyan/gotripo", + "Shivanigupta1970/agent", + "Shivansh-Jain/multi-agent-system", + "Sho0pi/gaia", + "Shoot2Skoot/ResearchAgent-Alt1", + "ShoubraTeam/AI-Models", + "Shree-2004/Agentsentinel", + "Shree-2004/finance-agent", + "ShreecharanAGI/connectwise-ai-copilot", + "ShreehariA/Google-edu-hackathon", + "Shresht-Ahuja/RAG-System-for-Live-data", + "Shresth72/a2a", + "ShreyIND/Lang_chain_", + "ShreyaKunda/Agentic-AI-GCP", + "Shreyas-V-Mohite/AgenticAI_AutoBot", + "Shridhar7-8/agentic_design", + "Shridhar7-8/farm_agent", + "Shrijeeth/Note_Taker_Agents", + "Shrijeeth/QueryGPT-ADK", + "Shrinarayann/GoLearn", + "Shrithu10/agentic-video-editor", + "ShrutikaEkbote/Multi-Agent-AI-System", + "Shrutilap/medical_resource_adk", + "ShubhamOulkar/course-creation-agent", + "ShubhamZoro/DeepResearchApp", + "Shubhamjha1234/Productivity-agent", + "Shubhamnegi/agent-core", + "Shubhamsaboo/awesome-llm-apps", + "Shuyib/adk-google-prac", + "Shyjojose/Google_adk_agent-", + "Shyjojose/agent_evals", + "Shyjojose/way-back-home", + "Sid10501/ai-agents-google", + "SidIos25/AI_FIELD_DIAGNOSTIC", + "Sidd-Patil/KG-VM-MCP", + "Siddhant-Goswami/agents-sdk-c5", + "Siddharth-Khattar/holmes", + "Siddharth2212/openai-agents-sdk", + "SidraEffendi/AutotmataSeal", + "SidraRaza/Learn_Agentic_AI", + "SikandarTahir23/The-CRM-Digital-FTE", + "SiliconEinstein/adk-python", + "Simhadrinakka/bi-Copilot", + "SimonLiu423/llm-rl-coach", + "Simranjatav917/Sales-Automation", + "SirBeaverB/AgentDealExp", + "SiriNandan/PR", + "Siriapps/reelskill", + "SirjanSingh/cassandra", + "Siva-PythonPirates/Chennai-City-GenAIsters", + "Sivanagarjun/deep-research-agent", + "Skobyn/g.c.l.a.w", + "SkyNetix-Systems/GenAI", + "Skybypk/smart-essay-agent", + "SleepySuke/ThAgent", + "Slegendz/AI-Projects", + "Slotov7/inteligencia-artificial-ufs", + "SlumdogMillionaire/Chatbot", + "Slynoscode/beacon-emergency-ai", + "Slythazard/slythlab.ai", + "SmallBlackHole/opentelemetry-instrumentation-genai-examples", + "Smemon19/Test22", + "Smile-Labs-Inc/sentilex-ai-advocate", + "SmitGajbhiye-dev/Coffee-Barista-Agent", + "SnappStats/kg-mcp", + "SnehaDeshmukh28/SmartEmail-Personalizer-Agent", + "SniperglazHP/Proyecto_RAG", + "Snowiie27/Startup-validation-ai-main", + "SofianMargoum/IASportVision", + "SoftwareAI-Company/SoftwareAI-Chat", + "SohaKhare/copycat", + "Sohail342/adk-agent", + "SohamGunturu7/DeepQuote", + "Sohankp/city-graph", + "Sokalledcoder/CryptoAgentV2.01", + "Somay-kousis/Pocket-Change", + "SomeNewKid/BugReportTeam", + "SomeNewKid/DesignerDavid", + "SomeNewKid/GreetingCardWriter", + "SomeNewKid/OllamaSidecar", + "SomeNewKid/TwoAgentSandbox", + "Somi-Project/Somi", + "Somrita2004/Virtual-Pod", + "Somshubhro07/RetailAgentOpt", + "SoonCoding/adk-tutorials", + "SoowhanYi94/CS4731", + "Sou7432/Agent-Orchestration-Framework-with-LangChain", + "SouSingh/Email", + "Soumyajit-7/Email-Reply-Generator-for-Enterprise-using-Llama3-70b-with-Groq-CrewAI-", + "Soumyajit-7/NEWS-AGENCY", + "Sourav692/AI-ENGINEERING-DEMYSTIFIED", + "Sousheelt/Drug-Conflict-Detection", + "SpillwaveSolutions/google-adk-ager", + "SponsioLabs/Sponsio", + "Spydiecy/Astra_Sonic", + "Srajangpt1/ai-security-crew", + "Sravs1117/Parking_reservation_agent", + "SreeHariSmitha/Major_project", + "SreeNaresh1/uniflow-ai-study-planner", + "SreeTarak2/DataSageV3", + "Sreedharreddymukkamalla/boom-agent", + "Sreedharreddymukkamalla/short-film-script-writer-agent", + "SriRamkunamsetty/enterprise-ai-agent", + "SriRamkunamsetty/narad-APAC-Hackhaton", + "Srijan-Ratrey/Marketing-Multi-Agent-System-Analysis", + "SrikanthSrider/Google-ADK-Knowledge-Graph-Agent", + "Sriman-Kunda-056/OverThinkerAI", + "Srinum2004/Real-time-medical-report-Analysis", + "Srushti-Thombre/RepoBuddy", + "StackOneHQ/stackone-adk-plugin", + "StackRunner1/my-ideas", + "Staler2019/NCU-Projects", + "Stanford-ILIAD/multimodal-rewards-from-rankings", + "StanfordVL/cavin", + "Stardust-hyx/Torch-X-Embodiment", + "StefanoVerrilli/Agentic-MedMNIST", + "Stellin-15/Reference-Notes", + "StephanFWard/ai_scrape_app", + "StephenQSstarThomas/AgentXploit", + "SteveZouWonder/ollama-qwen-coder-rag-lib-agent", + "Steven-Weng/StevenSpeak", + "StevenMup2004/lab11-VuHaiDang-2A202600339", + "StingyUranium/Research_agent", + "StoneyTECH/stoneytech-trinity-evidence-agent", + "StonyBrookNLP/appworld", + "Streamline1175/google-adk-fastapi", + "Strider221B/agentic-ai", + "StudentAssistantTeam/CIRNO_QuestionsGeneratorAgent", + "Su3h7aM/imersao-ia-alura-google", + "Subhajit077/model-based-rl-cartpole", + "Subhan-Anwer/hackathon-physical-ai-and-humanoid-robotics-book", + "SubhanKhurshid/multi-agent-project", + "SubjectAlphaChisato/RecommendationAgent", + "Subodh7976/Market-report-research", + "Sudeeparyan/AWS", + "Sudeeparyan/TRACE", + "Sudeeparyan/Vinay", + "SudhakarC-hub/adk_multi_agent", + "SudoPacman-Syuu/Beatrix-suite", + "Suhash-25/Agentic-AI-MIT", + "Sujal-tyagi17/vaultiq-compliance-analyzer", + "SukritiC/ai-mastery-hub", + "Sukruthr/adk-weather-agent", + "SumaVarshitha/MultiAgent-ADK", + "SumanthReddy9/DSAlgo", + "Sumbal-Naz23/OpenAI-Agents-SDK", + "SumitsWorkshopOrg/agentic-soc", + "SunShade123456/adk-youtube-thumbnail-agent", + "SunShade123456/agent-development-kit-crash-course", + "Sunaina-ismail/todo-hackathon", + "SunflowersLwtech/arus", + "SunnyAgrwl05/CrisisLink-AI", + "SunnyYadav16/form-buddy", + "Sunwood-ai-labs/agno-sql-f1-sample", + "SupaOhm/mizagent-poc", + "SupaOhm/rag-internal-agent-poc", + "SuperHotDogCat/AI-Experiments", + "SuperagenticAI/superoptix", + "SuperrMurlocc/dezinformation-hunter", + "Suraj-kumar-git/AI-Powered-Maps-Assistant", + "Surajkumaar/RelayX", + "Suvam-paul145/student-doubt-classifer-agent", + "SvenZi/SS25_GenAi-Sven_Zimmer", + "Svliverse-1/machine-learning-engineering", + "Svpathak2005/youtube_video_summary", + "SwakshGupta/Research_agent", + "Swapnadip-Nandi/AI-Agents", + "Swapnil565/Jarvis", + "SwartzMss/openai_agent_course", + "Swayamjexe/Multi-agent_Medical_Assistant", + "SyedMsidsm/GoogleAgenticAI-Workshop", + "SyedSaudAli-gh/Q3_Python", + "SyedaQurratAI/quarter_4", + "Syedaashnaghazanfar/Quarter-4-learning", + "Syedaashnaghazanfar/todo-app", + "Syedabanog-1/CRYPTO-AGENT-LLM-WITH-FUNCTION-TOOL", + "Synapse-CodeX/Multi-Agent-AI-Research-System", + "SystemSolution21/agent-development-kit", + "Szymon392/Local-Network-Scanner", + "T-Zaid/Agentic-Cases", + "T9ner/audiobyte-study-agent", + "TAHMID37/Travel_Agent", + "TALHAdevelops/AI-Agents-SDK-", + "TDVamit/form-autocomplete-project", + "THL3VPN/piaic71", + "THUIR/MemoryBench", + "TIA-PARTNERS-GROUP/TIA-LLM", + "TIMXSHI/Beebi_Baby_Activity_AI_Assistant", + "TJKkking/states-examples", + "TKHatton/blackbox", + "TRY-ER/the-Reactor", + "TSamarth/LocalGPT_Rebase", + "TWCkaijin/Avatar", + "Tabiiiqwq/CitationNuggets", + "TahaKhanM/AI-Agent-Hackathon", + "TahaNadeemkhan/resume_checker", + "Tahasiraj1/Avion-Agentic-System", + "Tahasiraj1/Email-Agent", + "Taher2313/Machine-Intelligence-Labs", + "Tahir-yamin/Sitara-AAC-APP", + "TakeOff30/kiddo.ai", + "Talal-dev-12/AI-Career-Assistant", + "TalhaAgenticAIDeveloper/crewai_research_project", + "TalhaAgenticAIDeveloper/crop_advisor", + "TaliesinYang/multi-agent-scheduler", + "Tamminhdiep97/agent_no_framework", + "TanSento/Agent_Track", + "Tanaya2012/datascience_agent", + "TanjayaJason/pentest", + "Tanmaykhandelwal76/google-adk-job-agent", + "TanveerGore/Final", + "Tardfyou/guardcontract-fse2027-artifact", + "Tarun-OO7/Multi-Agent-Ecosystem", + "TarunBevara10/Banking-AI-Agent", + "TarunChaubey/Files", + "TeaCup4021/AgentHub", + "Team-Proovy/Proovy-ai", + "TechNavii/A2A_Example", + "Teddy20050118/pjt", + "TeddyJubu/wabot-agent", + "Tehreem-Asghar/agentic_ai", + "Teja-m9/Seven-Seas_The-Second-Mind-Hackathon", + "Tejabalaji29/Multi-Agent-Task-Automation", + "TejasP182527/ArcadeDEV", + "Tejaswini2456/Research-Mind-AI-Research-Agent", + "TeleeMa/Sigma-Agent", + "Temmyogunbo/muninn", + "TenKenZero/GoogleSpaAgent", + "TenKenZero/MediFinderAI", + "Tencent/AI-Infra-Guard", + "TencentCloudADP/youtu-agent", + "TencentCloudADP/youtu-rag", + "Tengbo-Yu/AnyBimanual", + "TeoJingHao/AgentBoard-with-memory", + "TerenceWongsExtravaganza/WorldQuant-BRAIN-Alpha-gen", + "Terminal-Research/aion-python-sdk", + "TerminallyLazy/ADK-AgentEngine-Deploy", + "TerrenceMiao/LLM", + "TesslaRay/tomas-engine-arc-agi-3", + "Teyeray/ui-components-mcp-agent-demo", + "Tgbbb/Youloft_Hub111", + "Thallysbatista/mage-airbnb-pipeline", + "ThamuMnyulwa/building_voice_agents_with_adk_deeplearning_ai", + "ThamuMnyulwa/fraud-detection-toy-problem", + "Tharun007-TK/studybuddy-ai-agent", + "ThatoFrancis/incident-film-crew", + "The-Context-Company/observatory", + "The-Gen-Academy/FDE-Workshop-Sep2026", + "The-mRu/Agent-Development-Kit-ADK-", + "TheApeMachine/caramba_old", + "TheApeMachine/convergent-conceptual-ecologies", + "TheCaptainCraken/exploiting-my-girlfriends-internship-for-fun-and-profit", + "TheDarkLightX/ZenoDEX", + "TheFrancho/AI-FACTORY", + "TheIllusionOfLife/promote_autonomy", + "TheMimikyu/edu-backend", + "TheRealSoutrikDas/Arthasashtri-Let-AI-Speak-to-your-Money", + "TheScottyB/openai-agents-python", + "Theeojeong/ai-agent-compliation", + "Theeojeong/coding-agent", + "ThomasGruszecki/agents-builder", + "ThomasZhang223/b-x--takehome", + "ThreeMoonsLab/agents-shipgate", + "ThyFriendlyFox/orchestration", + "TiieuTiien/bah-marketing-agent", + "TiieuTiien/learn-adk", + "TiieuTiien/simple-chatbot", + "Tiromachelan/ADK-java-coder", + "Titouaaaan/ELL-MMA", + "TmDsrtr92/CarIActerologie_terminal", + "Tmygpt/EthicalCouncil", + "ToFut/Opsai", + "Tobias-V-Knight/roleradar", + "TobinoBombarder/concierge-agent", + "TolongLabs/Layak", + "Tom-dlhy/Pixia-Backend", + "TomHardman/HIVE", + "TongTong313/ppt-generate", + "TongZhangTHU/sgr", + "Tony-Stark2025/adk", + "TranHuuHieu15/google-adk-agent", + "TranVinhHien/HUIT_Agent", + "TranVinhHien/ecom_project", + "Trelent/linear-issue-enhancer", + "TrellixVulnTeam/DriveSafe_AI702_TKA7", + "TrongNV2003/Multi-Agent-ADK", + "TryDotAtwo/AutoHHKek", + "Tsaihemanth150/ai-agents-with-adk", + "TumeloKonaite/FPL_Scout", + "Turkevich91/Aigan", + "Tushar040903/multi-agent-research-system", + "Tushita890/aiagentstudyplanner", + "TutorFx/agente-bancario-inteligente", + "TxcWb/pythonchatbot", + "Tyamo0ndey/Master-Thesis-Agentic-LLM-Finance-Case-Use", + "TychoTheTaco/Car-Racing", + "UGing265/ca_nhan_2", + "UTSAVS26/PyVerse", + "UdayRajVadeghar/RAG-backend", + "Uddyan/Google-ADK", + "UiPath/uipath-integrations-python", + "Ujjwal-Bajpayee/POC-Agent4Target", + "Umair4444/PYTHON-PROJECTS", + "Umairhhanif/AIAGENT", + "Umairkhan2324/Alim", + "Umbra-shadow/Foreman", + "Umm-e-Hani02/Agentic-AI-Assignments", + "UmmeHabiba1312/openai-agents-sdk", + "UniKishore/Cold_emailing_sales_agent", + "Unicorn4rich/PIAIC_AGENTIC_AI_CLasses_Q2", + "UnicornOfTheNight/projetIAData", + "Unisvet/ontosurge-nexus", + "UnplugAI/Unplug", + "Upsonic/Examples", + "Usefused/harnest", + "Usrafatima/Agentic-Ai-Assignments", + "UtkarshVijayvergia/Multi-Agent-Consensus-Driven-Medical-Diagnosis-System", + "Utsav-J/google-adk-practice", + "Utsav-J/graph_agent_adk_neo4j", + "UtsavDungrani/Agents", + "UtsavDungrani/Google-ADK", + "Uttam-Mahata/mira-minimal", + "Uzair-Waseem-390/PathWeaver", + "UzairGhori/Hackathon-5", + "UzairGhori/Uzair-AI-Chatbot", + "VArdulov/ToMNet", + "VIM4L-M/WARE", + "VISHNU330-Y/Ai_agents", + "VIVEK-4798/Multi-agent-research-system", + "VRSEN/OpenSwarm", + "VRSEN/agency-swarm", + "VRSEN/deep-research-agent-tutorial", + "VRSEN/mcp-code-exec-agent", + "VSAnimator/love_letter", + "VSAnimator/splendor", + "Vagishaa11/Multi-Agent-Research-System", + "VaibhavChaturvedi03/multi-agent-research-system", + "VaibhavSaran/Artificial-Intelligence", + "Vaibhavd2602/-Multi-Agent-AI-Research-System", + "Vaibiav/Travel-Planner-with-adk-firstAgenticAIproject", + "Vaibtan/Multi-Agent-Tutoring-Bot", + "Vaishnavi-19/deep_research_agent", + "VaishnaviTanwar/study-bridge-ai", + "Vamshi-toramamidi/GoogleAdk", + "Vanshiksoni/agentic-ai", + "VaranRohila/finsight", + "Varanasi-Akshay/Datascience", + 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+ "WinerDeCoder/Agentic-AI-Engineering-Projects", + "Wingman2025/Agente-digital-7", + "Winz18/recon-ai-agent", + "Winzliu/IoX-WorkshopADK-Testing", + "WisteriaM7/Agile_Team_Standup_Tracker", + "WooYeonJu/Hello-Job", + "WuZhichengmy/seo_adk", + "Wzelong/knowledge-base", + "XA2333/CP468-Project", + "XDMickeyYau/UTMIST-AI2-tournament-final", + "Xentralia/leads_xentralia", + "Xiaodaidai-521/ctf", + "Xixo99/comfo", + "Xuanye-Zeng/Nexus", + "XuefengRen-haha/poisonous-animals-recognize-research-project", + "XwDun/Phy-Agent", + "Xyu-Chern/DOAL", + "Y-WenBin/AgenticCinema-Grafana-Turnaround", + "Y0gnut/Agent", + "YASHYOGESHAHIRE/Rishikhet1.0", + "YLL97/AiSee", + "YOGESWARAN112004/Agent-plane", + "YSJHYX/SmartTutor-Multi-Agent-Homework-Tutoring-System", + "YUMA-S81128/coco-ai-bidi-streaming", + "YUMNANASIR01/Hands_off", + "YW310/BridgeVLA", + "YadhuvendraSingh/SalesAgent", + "YahyaHammad/Venastine-Research-Harness", + "Yampss/CrewAI-Trip-Planner", + "YangYK1024/FlySecAgent", + 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"aagalyoon/estate-document-processor", + "aakaalaa/travel-agent", + "aakash-gupta-io/hire_me_nator", + "aakashsyadav1999/Autonomous-Hacks-2026", + "aakesjh/mas-project", + "aalto-ui/overcooked", + "aamanhey/StaghuntAgent", + "aanchal1903/earnings_call_transcript", + "aaradhyav2007-beep/Veritas-Emergency-Triage-AI", + "aaron-the-warrior/get_started_with_agent_development_kit_adk", + "aaronfenghd/openai-agent-testing", + "aarushgarg1110/cs4100-ADJFin-Financial-Intelligence", + "aaryapatel09/outbound-agents", + "aashirsohail104/parallel-multi-agent-code-review-pipeline", + "aashrafh/CMP402", + "aashrith-madasu/Agents-Project-ADK", + "aastha-yadav2/CineopsAI", + "aasthaj28/agent-service-toolkit", + "aaviix/Multi-Agent-System", + "aayushprsingh/track1-zoo-agent", + "ab490/race-analysis-agents", + "abbasshafi/AgenticAI-Projects", + "abdelazizSalah/Fourth-Year-collage", + "abdelhadi-eddiraa/image-generator-crewai", + "abdul-haseeb-0/agentic-ai", + "abdulahad139/Todoapp-HackathonII", + "abdulbasitkhalsai/agentic-ai-practice-repo", + "abdulfarasprojects/Agent_Building_Playground", + "abdulfarasprojects/Google_X_Kaggle_Capstone", + "abdulhayykhan/ShikayatAI", + "abdulkabeer54/AI-assistant", + "abdullah1904/ResearchMind", + "abdullahabtahi/aegis-agentic-product-os", + "abdullahabtahi/vera-design-ops-agent", + "abdullahimran49/customer-support-agent", + "abdullla00/Frappe_Pilot", + "abdulrafay-css/AI-Agents", + "abdulwasea89/Open-AI-Sdk", + "abdulwasea89/Study-quiz", + "abhash02/sentinel-code-reviewer", + "abhey-gupta/NOVA", + "abhilov23/LEARNING_AGENTIC_AI", + "abhimanyu-rana/Agent01", + "abhinavob/ludobench", + "abhinavtiwary15/ResearchMind", + "abhishekbabushetty/google-agent-practice", + "abhishekbmwx6/AGAI", + "abhishekkumar62000/TechSeva-IT-Recruitment-Agent.AI", + "abhishekpingale27/social2sync_backend", + "abhishekshivdekar/Zerodha_MCP", + "abhisoni24/antigravity-exp", + "abi-jey/simple-rdp", + "abidaidris/trry", + "abinesh-u/sollu", + "abinjith/healup", + "abligail/agentops-desk", + "abokenan444/Signatrust", + "abozaralizadeh/ADK", + "abozaralizadeh/AgentBuilder", + "abozaralizadeh/aismm", + "abubakarkhanlakhwera/haresh-backend", + "abudhahir/tutorial-generator", + "acamilasarmento/ImersaoIA_InMathMate", + "acass/Google-Kaggle-AI-Focus-Group-Capstone", + "acdoliv/prompt-injection-agent", + "acedemand/devops-agent-googleadk", + "adamadam3d/Underwater-scene-smith", + "adamn1225/noetic_ai", + "adamn1225/scattered_files", + "adampinks89-svg/kk", + "addyosmani/adk-product-engineers", + "addytrunks/agent_development_kit", + "adelsontec/recepcao_inteligente", + "adennng/reits-analysis-agent", + "adewumi0550/adk-demo", + "adewumi0550/adk_multi_agent", + "adik993/ppo-pytorch", + "adirn26/submind", + "adithya-gv/WORM", + "adithyaa-s/A.T.L.A.S", + "aditi0556/DeployMind", + "aditya-aim/pearson-datalyze", + "aditya-baniya-ai/Interview_prep", + "aditya699/Common-Challenges-in-LLMS-", + "adityabhas22/-AI-Meeting-Intelligence-Platform", + "adityagadge-dev/Recall", + "adityait019/OrderMesh", + "adityait019/finguard-ai", + "adityait019/orchestrator", + "adityamulik/adk-validated-loop", + "adityapaswan568/kaggle-Hackthon", + "adityaraj9053/Agent-development-kit", + "adityarajvepa/AI_SCHOLERO_PROJECT_ADITYA", + "adityashukla8/financial_advisory_genai", + "adityasoni99/AI_Home_Renovation_Agent", + "adk-labs/adk_dart", + "admrtin/multi_agent_researcher", + "admsit0/adk-newsletter-demo", + "adnanakbr/python-tutor-long-term", + "adnanmasood/agent-fabric", + "adobe-research/dynasaur", + "adr1en360/AlphaSurface", + "adrianhajdukiewicz1/open_api_hackathon_endpoints", + "adriantd3/llm-autofix-agents", + "adrianzevenster/content-generation-MCP-server", + "adriestevezdev/agente-futurista", + "adroitaffine/selfhealgke", + "adurancastillo96/aidevcamp-session04-gdg-london", + "advijaykumar1998/nlp_projects", + "adwibha/exploring-adk", + "adyngom/adk-fastapi-workshop", + "aeroscissorz/Next-Generation-Voice-Agent-", + "aerospike-examples/unified-fraud-detection", + "ag-ui-protocol/ag-ui", + "agamaciag/vigil-document-analyst", + "agentbreeder/agentbreeder", + "agentdafler007/Jarvis35", + "agentdecksdk/agentdeck", + "agentdevhub/OpenAI-Agent-SDK", + "agentgj310prog/translate_v6", + "agentguard-ai/tealtiger", + "agentic-datasets/reference", + "agentic-layer/sdk-python", + "agenticsorg/devops", + "agentika/agentic-slackbot", + "agentika/agentize", + "agentkube/agentkube", + "agentmail-to/agentmail-examples", + "agentrun-ai/buy-me-a-coffee", + "agentspan-ai/agentspan", + "agg111/aima", + "agga-a1/agentic_ai", + "aghimir3/EchoDesk", + "agi-inc/REAL", + "agkavin/Agentic_AI_Workshop_2026", + "agntcy/agentic-apps", + "agoda-com/api-agent", + "agraham02/eda_agent", + "agrawalx/orbital-pool", + "aguirreibarra/ai-github-action", + "ahj1592/Dataground-local", + "ahk1542001-wq/gcp-genai-agent-architectures", + "ahmad2b/openai-agents-streaming-api", + "ahmadluay9/adk-healthcare", + "ahmadnafi30/colekfinance-agent", + "ahmdelbaz28-ux/ETAP-AI-WORK-", + "ahmedmalik07/google_adk_mastery", + "ahmedsheikh27/Agentic_Student_Management", + "ahmedsheikh27/auto-whatsapp", + "ahmetakyurt/log-to-action-agent", + "ahn1305/CrewAI-Crash-Course", + "ahnopologetic/agenticanalytics", + "ahouse2/LCAS", + "ahsan-ikram/agents", + "ahsanzaidi827/helloworld-agent", + "ahsen-adil/Openai_Agent_SDK_Projacts", + "ai-bot-pro/achatbot", + "ai-enhanced-engineer/agentic-design-patterns", + "ai-in-pm/LLM-HoneyPot", + "ai-in-pm/Sirius---Self-Improving-AI-Reasoning", + "ai-integr8tor/langchain-ai-langsmith-sdk", + "ai-on-gke/tutorials-and-examples", + "ai-suyash/genai-youtube", + "ai-wes/deep-patent-agent-search", + "aialt/PillagerBench", + "aida-sarin/applied-genai-multiagent-cs", + "aidankeaveny/Project-COMP424-2023-Fall-Final", + "aimanrehman29/agentic-ai-", + "aimclub/CoScientist", + "aimonchan/ADK", + "ain3sh/vizier", + "aipathfinderllc/ai-pathfinder-llc", + "airblackbox/airblackbox", + "airbus/norma", + "airekml/genai104adk", + "airekml/multitoolagent-vsc", + "airomhq/airom", + "aishux/Alzora", + "aishux/PetFit", + "aitch-cmd/HabitatAgent", + "aitechnav/hands_on_google_adk", + "ajay2696/learning_assistant", + "ajayagrawalgit/Apex", + "ajayagrawalgit/NeurOps", + "ajaysingh-codes/team-synapse", + "ajitha26/Job_matching_agent", + "ajitsingh/omnexis-multiagent-productivity", + "ajmcastro/quantum-reinforcement-learning", + "ajndantas/Conselheiro-de-Saude-Mental", + "ajuu02/adk-agent", + "ak-ten6/agent-hands-on-for-google-cloud", + "akakura-hackathon/aRounD", + "akarshkumar0101/synthetic-mdps", + "akashborigi/alignment_sample_use_cases", + "akashyall34/LitLens_HackUSF2026", + "akazemipour/Distributional-RL", + "akenel/borrowhood", + "akfldk1028/AG", + "akgurbuz13/finance-agent-claude", + "akhandait/curiosity-driven-world-models", + "akhilkurapati12/tmaf", + "akkomar/mozdata-chat", + "akmadan/my-harness", + "aknn/city_gov", + "akoper/AI", + "akpradhn/utsavaSathi", + "akshathasomnath/cement-agent", + "akshayavarshinee/drug_repurposing_agent", + "akshaygore06/agentic-resume-builder", + "akshobdhira/clarity-steps", + "akshxnsh/Supply-Chain-Intelligence-System", + "aksri648/Devops-Agent", + "akucharsk/flu-spread-simulation", + "alan-nanpie/coffee-barista-agent", + "alankudakkad17/Code-Mate", + "alanmaizon/boombox", + "alanmaizon/studioflow", + "alarcon7a/adk-agent-101-workshop", + "alarcon7a/google-adk-course", + "albanioscar/adk-fullstack-deploy-tutorial", + "alberto-martinez-zurita/chaos-playbook-engine", + "albertsundjaja/gke-anthos-hackhathon", + "alegroSandermann/openai-agents-python-vbcable", + "alejandro-ao/crewai-crash-course", + "alejandro-ao/opencowork-tutorial", + "alejandroarana2005/Traductor-Multi-Agente-DeepLLike", + "aleksandr-gorbunov/heart-agent", + "alemart87/cobranzasuda", + "alessandrostefanone-polimi/unity-agent", + "alestanalves/skill-generator", + "alex-Bill0903/CMLab_Gembench_SAM2Act", + "alex-iliarski/CSCI4511", + "alex-place/lantern-os", + "alex-wellbelove/google-chat-summarizer-agent", + "alexander-ra/rlPlanRevised", + "alexgutts/IGotYou", + "alexhermida/adk-workshop", + "alexnimo/cash", + "alexsohr/autodoc-adk", + "alexstrehl/backgammon-ai-engine", + "alextanhongpin/python-google-adk", + "alfazA76/health_care_Curebot", + "alfonparrizas/adk-travel-agent-ae", + "ali-asad-fzea/trial2", + "ali-cirujano-as/agente_notion", + "ali-vilab/ChatDiT", + "aliaftabsheikh/SMIT-batch04-weekdays-agentic-ai", + "alibaba/loongsuite-python", + "alibekn6/adk-examples", + "aliefauzan/ReguLens", + "alifhakimiazwan/jobbless-kitahack", + "alihaidernoorani/Translator-Agent", + "alihaidernoorani/todo-app", + "alihassan-coder/openai_sdk_guide", + "alikasif/agents", + "alikendir0/btk-hackathon-2026", + "alinayasmeen/Quarter_4", + "aliraza0077/agents_sdk", + "alirezadir/Agentic-AI-Systems", + "alishams21/lineagentic-flow", + "aliuta81/Test-microsoft", + "aliz-ai/munchen-hackaton-2025", + "allenjack/RecHarness", + "alliance-genome/agr_ai_curation", + "alok-pandit/adk-tutorial", + "alokaditya1/compliance-analyzer", + "alokdangre/FormPilot", + "aloknag/adkdemo", + "alokpattani/ai-agents", + "alokyadav2020/AI_Agents_Demo", + "alper-sari/bwai-bolu", + "alpertellioglu/openai-responses-api-and-agents-sdk", + "alpfr/dk-vertex-ai-rag-engine", + "alpha-nero1/KnowledgeBase", + "alpha0413/AI_experiment", + "alphaXiv/qgf-12b912fc", + "alphinside/adk-mcp-multimodal", + "alphinside/deploy-and-manage-adk-service", + "alpibrusl/gaugid-sdk", + "alprnemn/pursy", + "alrojas68/adk-rag-agent", + "als141/a2a-openai-multiagent", + "als141/agent-txt-edit", + "als141/mcp-client-tester", + "als141/saas-api", + "alumbreras/my-google-adk", + "alvimpaulo/larc2020-VM-Files", + "alyssonfranklin/b2b-agents", + "amachwe/agent", + "aman20021/agents", + "aman8934/multi-agent-orchestration", + "amankanu1/PrognosticX", + "amanmogal/vertex-ai-agent-system", + "amanshresthaatgoogle/svl-sprinternship-2026", + "amanymoussa/TensorNode", + "amanzargari/CiteGuard", + "amar0489/-Agentic-Rag-Chatbot", + "amaze1111/applied_ai", + "amelia751/patch", + "amerikian/AP2", + "ameya-sap/hazmat-copilot", + "ameyasutar1/MyAI", + "amfooladgar/ai-job-assistant", + "amiiiirsaman/Procure-to-Pay-SaaS-Platform", + "amiitt001/adk-hiring-agent", + "amilali/GenAi", + "amirna2/career-coach-ai", + "amirtarkian/Pylos-Engine", + "amit-timalsina/build-langflow-flows-using-ai", + "amitabhanmolpain/Real-Estate-Multi-Agent", + "amitdevx/Professor_Profiler", + "amitgoesbrr/contract-copilot", + "amitkmaraj/course-creation-ai-agent-architecture", + "amitkmaraj/deep-research-agentic-architecture", + "amitpuri/multiagent-retrieval-gaps", + "ammilam/mcp-server-google-adk-sse-multi-tool-system", + "amol-davkhar/Google-AI-Agents-intensive-course", + "amrashour1/universal-ai-assistants-agent", + "amri369/mcp-temporal-agents", + "amritauji/AI-Context-OS", + "amritpaxt/GeoAI-Agent", + "amsha16/google_agents", + "amsilveira-ce/Lumi", + "amsks/PSMFLows", + "anAtheist987/OpenGateway", + "anage-parkar/Parkar-GovernAI", + "analyticsrepo01/adk_training_002", + "anamikarajawat/AI-Agent", + "anandkumarkparmar/AgentDevelopmentKit-101", + "anandpreeti/CustomerSuccessAgent", + "anandsbanerjee/ai-study-companion", + "anandxdj/adk", + "ananthanarayanan431/CrewAI---Projects", + "ananthanarayanan431/google-adk-projects", + "ananyablonko/workflow_agents", + "ananyapgs/ADK_Investara_Project", + "anas-ero/adk-agent-blogger", + "anas7272/ai_trip_planner", + "anasnadeem67/Multi-Tool-Agent", + "anasseth/Open-AI-Agent-SDK---Exam-Practice-2", + "anasseth/openai-agent-sdk-class-31-august-2025", + "ancur4u/MultiAgent_Voice_RAG", + "andfanilo/demo-llm-to-agent", + "andidev30/clair-ai", + "andmartins7/banking-agent", + "andrade-filipe/senior_ai", + "andrebargas/adk_multiagents_samples", + "andrei649/jarvis-hub", + "andreniyongabo/hallucination_detection_and_mitigation", + "andrewm4894/github-standup-agent", + "andrewolobo/collections-agent", + "andrewtruong/weave", + "andreyka/forma-ai-service", + "andygaspar/Portogallo", + "andysalerno/reversi_ai", + "andysturrock/aibot", + "aneesh-bukya/HRAgent", + "aneeshbukya/EmpowerHR--AI-Powered-HR-Agents", + "anelbazarbayeva95/AuditPilot", + "angelaaaateng/Hack2SkillGoogle", + "angelonej/dynamic-video-agent", + "angga30/HeadSocialManager", + "angrysky56/gemini-mcp-client", + "anhminh4567/CodeJudge-AI", + "anik-et20/ResearchForge", + "aniket-work/build_startup_using_AI_Agents", + "aniketchahare/mutual_fund_advisor_agent", + "anillibra/AgentMCP_V1", + "anilsjr/ai-study-notes", + "anindhya1/MS_Capstone", + "anish8484/helix-srop-assignment", + "anishashruti/glowupbuddy", + "anishashruti/glowupbuddy-v2", + "anishd7/aidebates", + "anjijava16/Agent_Skills", + "anjijava16/Awesome_Agents", + "anjijava16/Databricks-Agents-GenAI", + "anjijava16/Summoner_A2A", + "anjo3902/enterprise-field_service_10xds", + "anjo3902/field-service-dispatcher", + "ankdesh/LearnTry-ML", + "ankitgmishra/MultiAgentSystem_for_NFL", + "ankouyang/custom-A2UI", + "ankurdey01/BargainMind-AI", + "ankurkatre2002-droid/behavioral-intelligence-analyst", + "ankurkumarz/financial-advisor-agentic-assistant", + "ankurwtt/pma", + "ankush850/Cassandra", + "anna9909/Study-Manager", + "annearques/agente-posts-ia", + "annelizshoney/Nightingale", + "anngth/bloggeragent", + "anonymous23099/peract_reliability", + "another-star-llc/secure-ai-agent-matching-platform", + "ansh0965/ai-sales-intelligence-agent", + "ansh200516/coeus_submission", + "anshajk/mcp_boilerplate", + "anshajk/python-frameworks", + "anshkarki/Multi-Stage-Research-Engine", + "anshupandey/B7_GAAP_GCP", + "ansuman-shukla/agent-dev-kit", + "ant31/antgent", + "anta2104/ObjectDetection_TensorFlow2", + "anthonymalumbe/adk_multi_agent_systems", + "antoinegg1/EGM-AReaL", + "antoinelarmanjat/agentextension", + "antoinelarmanjat/dataassistant", + "anton-3/the-nanner-planner", + "anton-matosov/tf-learning", + "anu-007/omani-therapist", + "anubhavatneu/FAI-Project", + "anuj846k/Propstack-ai-layer", + "anujgoenka9/seo-automation", + "anukchat/adk-agents-meetup", + "anupam-talentica/support-agent-x", + "anupsharma555/keystone-business-agents", + "anurag-bg-neu/way-back-home", + "anuragdogra2192/Health_Concierge_AgenticAI", + "anuragverma025/Meta-Hackathon", + "anxiong2025/25-Day-Agents-Course-by-Google", + "anxiong2025/5-Day-AI-Agents-Intensive-Course-with-Google", + "anzhichen1999/UCHI_ABM", + "aoberai/trl", + "aochoae/agentic-design-patterns", + "aortegablasi96/career_conversation_chatbot", + "apisani1/openai-agent-sdk-tutorial", + "aplbrain/campfire", + "aporthq/aport-examples", + "apowerb/apowerb", + "apurvak3/multi_agent", + "apurvv28/ResearchMind-Literature_Survey_Tool", + "aqeel-spec/AI-Agents", + "aqeel-spec/ppsc-paper-bank", + "arakitakashi/homework-coach-robo", + "arananet/a2ui-example", + "aravindkrishna2008/disaster-rescue", + "aravindvenu7/occupancy_reward_shaping", + "aravinthan1007/wealth-agent", + "arbabmalik46/OpenAI-Agent-SDK-training", + "arber-balla/mro-interview", + "archimedes-run/ai-research-engineer", + "architsharma97/medal", + "arcjet/arcjet-docs", + "arcjet/arcjet-py", + "areebayaseen15/Quarter_4_Agentic_Ai-with-sir-Aneeq", + "aresthebellator/HackatonMessina2026-WebApp", + "arghyadey34678/bq-datascience-agent", + "arham2211/crypto-bot-analyzer", + "arhumjavaid/Open_ai_agent", + "arianghoochani/FitDietScheduler", + "ariesanhthu/adk-trading-chatbot", + "arindamkeswani/intro-to-adk", + "aritraio/gen-ai-academy-2026", + "arjshah/aiagent-poc", + "arjun7n9s/Google-GenAI-Cohort2-Codelab01", + "arjunprabhulal/adk-vertex-ai-rag-engine", + "arjunprabhulal/google-adk-masterclass", + "armaan-abraham/ogbench", + "armandokeller/okf-tools", + "arnabgcp/InitAgent", + "arnaldog12/adk-agents", + "arnaucast/AgenteBancario", + "arnaud-alb/crewai-analytics-stack", + "arnavbhatiamait/Google-ADK", + "arnavkaushik23/AI-Social-Media-Agent", + "arorakrishh/skyvern-ai", + "arpanhub/Google-ADk-arc", + "arpitlabs/course-udemy-ed-doner-agents", + "arshiya-salehi/Final-project-inf-119", + "arteemg/sky-agent", + "artemu78/agents-chat-langgraph", + "artongerguri/SQL-Server-Incident-Triage-Agent", + "arturroo/af-aidevs", + "arun-kranthi/buildwithgemini-tech-support-agent", + "arunkumar201/learning-ai", + "arunmenon/CodeIndexer", + "arushsinghal/IntelliQuant-v1", + "arushsinghal/IntelliQuant-v2", + "arvindcr4/codebuff", + "arvinddhasmana/dbai", + "arxiveprojects/docgram", + "arya774p/StudyBuddy-Agent", + "aryadoshii/qubrid-newsletter-agent", + "aryandhawan/Friday", + "aryanirani123/Agent-Development-Kit", + "aryannnsinghhh/blog-writing-agent", + "aryansindhu8/agentic-rag-google-adk", + "asadaligith/AI-Humanoid-Robotics-Book", + "asadaligith/AIDD_30_Days_Coding_Challenge", + "asadshabir/asad-shabir-portfolio", + "asadullah48/ai-tradeflow", + "asadullah48/asadullahshafique_devunity", + "asarv2/LearnLoop", + "asarv2/Scribe", + "asdasdasdasdzxcqwe3123/adk-", + "asenetcky/kaggle-google-agent-course", + "ash2573/Multi-Agent-System", + "ashadevi/invoice-intake-agent", + "ashcastelinocs124/clubclaw", + "ashend99/business-intelligence-agent", + "ashgithub/ocigeniworkshop", + "ashishbhs/adk-lmstudio", + "ashishranjansharma/travel-concierge", + "ashmibanerjee/collab-rec", + "ashmibanerjee/google-adk-workshop", + "ashokwebs/Business_ai", + "ashrunscode/ProtoThrive2", + "ashwanitanwar/nmt-transfer-learning-xlm-r", + "ashwinjo/GoogleADK-NetworkAutomation", + "ashwinpatil05/genaiops", + "asif-ml-developer/openai-agent-SDK", + "asifdotpy/forge-mind", + "asimniazi63/due-diligence-deepagents", + "askfiy/xyz-agents-demo", + "asking28/voice_agent", + "aslamkhan-github/LAB", + "asmita214/CyberPatch", + "asreenath/iac-agent-app", + "asrulasa/VuMAntic_v2.1", + "ast-fri/FieldWorkArena-GreenAgent", + "asthamns/adk-crypto", + "asthamns/n", + "astin75/aline", + "aswathim3844/Skybook_app", + "atakolday/entrapeer", + "atalanrafael-jpg/MARSEL-Ro-app", + "atcelen/IDesign", + "atechsnob/ai-service-desk-cloudshell", + "atef-ataya/ai-event-planner", + "atf-inc/dec25_intern_A_security", + "atrajit-sarkar/AI-Agents", + "atrajit-sarkar/telegram-agent", + "atreyi1405/AI-Othello-Player", + "atsuki-sakai/python-agents-samples_JP", + "attenu-io/attenu-derive", + "attenu-io/attenu-guard", + "atugharajohn/Finance-Assistant", + "atulkahatecdac/agenticai", + "augustolnb/LAMIA", + "aungkaungpyaepaing/Web-Based-Research-Assistant-with-Google-Search-Capabilities", + "auraframefx-jpg/ReGenesis-LDO", + "aursalan/bindu", + "auto-code-etri/autocode_dataset", + "automacoescomerciaisintegradas/claudecode_gemini", + "automata/ai-playground", + "ava-orange-education/Ultimate-Agentic-AI-Systems", + "avidela/local-agent", + "avipaul6/wattsmybill-multiagent", + "avirupghosh1/sndbx_anthrerone", + "avishwakarma/content-research-agent", + "avlind/super-simple-agent", + "avmadhukiran/aegis", + "avnish0709/5-Day-AI-Agents-Intensive-Vibe-Coding-Course-With-Google", + "avnit/antigravity-adk-examples", + "awesomething/fetchsmart", + "aws-samples/region-migration-tools", + "aws-samples/sample-agent-interoperability", + "aws-samples/sample-multi-agent-region-expansion-planner", + "awslabs/agentcore-samples", + "awslabs/loom", + "awun8191/ResearchDoi", + "awwwkshay/ai-agents", + "awwwkshay/log-analyzer", + "awwwkshay/personal-agent", + "axiom-iq-labs-mark-franco/architecture-review-board", + "axisrow/tg_content_factory", + "axn0/vacuum_search", + "ayaan-keshwani/cyber-agentic-ai-toolkit", + "ayanemoona/aiAgent", + "ayaryabi/grizz-engine", + "ayman-dvl/RL-demos", + "ayman-tech/triage-ai", + "ayman3000/google-adk-projects", + "ayoisio/adk-code-review-assistant", + "ayoisio/ep2-agent-bake-off-finserv-agents", + "ayoisio/ep3-agent-bake-off-startup-gtm-agents", + "ayoisio/genai-on-google-cloud", + "ayrtondenner/aws-rag-bot-v2", + "aysha-dheesan-banu/Special-Assistant-Agent", + "ayushkotadiya5499/karma_page", + "ayushmorbar/OptiBuild", + "ayushsingh-ayushsingh/learn-ml", + "ayushsrivastava55/webinar-mlsc", + "ayyagarisujanreddy123/Google-Concourse", + "azebro/CIT_AI", + "azentiq-ai/azentiq_memory_manager", + "azfarsuhail/ChainLitChatbot", + "azhar0100/unilm", + "azharizz/Orpheus", + "b6739348/SCI193611", + "ba-00001/hoothacks", + "ba456jutt-cloud/b_u_g", + "babasahebpinjar/brd_mermaid", + "babilon662/chrome_agent", + "bacalfa/quantagent-rl", + "bachvietdo01/agenticai", + "bae-code/AI_QnA_with_your_sentiment", + "baher228/catanRL", + "bailleul-dev/miam", + "baladeiro5231/projeto-alura", + "balaji-code/multi-agent-research-assistant", + "balamurugan-shanmuganathan/GoogleAdk-Tutorial", + "baloglu321/mlops-journey", + "balquees-786/My-first_agent", + "bamper0051-cell/Black-WhiteAI", + "bandirevanth/aiml-codex", + "bandq-jp/gws-meet2gemini", + "baner29/agent_skills", + "bangoc123/agentic-rag", + "bangoc123/multi-agents-design-patterns", + "bangoc123/protonx-agent-01-class", + "banksythequantLab/challenge-accepted", + "baobui3103/aeiouly-be", + "baotruyenthach/RVT", + "bar181/fastapi-agents", + "bar181/openai-agents", + "barada02/AIMO", + "barada02/All-Things-Agentic-Hackathon", + "baranbingol1/agent-nebula", + "bardulah/Multi-Agent-Job-Matching-System", + "barpariente/Algotrading", + "barryburd/Buildwithgemini-StudentGraduationAdvisor", + "barskern/dotfiles", + "basak-tepe/AI-Trip-Planner", + "baseerx/ecommerce-agent", + "baselinerepo/openai-agents-python", + "bashartech/agentic-ai-practice-detail", + "basobaso03/neetResearchApp", + "bastyn-labs/crypto-advisor-chat-bot", + "bathas2021/adk-agents", + "batul02/travel-planner", + "bcnoliveira/escutai", + "bd-organization-yuueda/u_Polaris_UI_integrate", + "bdachung/agents-course", + "bdelph79/GenMedia-for-Commerce", + "bdelph79/Marketing-Agency", + "bdelph79/Travel-Concierge", + "bdelph79/healthsmart", + "beacon-observability/beacon-python", + "bean980310/ai-companion-agent-connector", + "bearsio/data-knowledge-insight-demo", + "beatrizleite05/social-media-agents", + "bedrebbitxak-ui/01OSAI-STAR", + "bee4come/Particle-Physics-Agent", + "bee4come/Particle-Physics-Agent-test", + "beesasoh/agents_workshop", + "behardja/agent_observability_demo_test", + "behole/Agent_Agent", + "bejugamvarun/analytics-agent", + "ben-mengz/EDMORE", + "ben-wyatt/draw-steel", + "bengisu-sahin/Deep-Reinforcement-Learning-for-Stock-Trading-A-Comparative-Study-of-A2C-and-DDPG", + "benhus8/ai-in-games", + "benkline/3d-adk", + "benogren/Brand-Studio", + "bensalemboualem/Saas-iFactory-Algeria", + "bensalemboualem/rag-dz", + "bentheaya/SlopSlayer", + "bert-bae/hatch-fastapi-todo", + "bert-bae/poetry-fastapi-todo", + "bertovmill/financial-analysis-helper", + "bertramdev/BlogAgents", + "bestenevoy/CareerFlow-AI", + "betaTrident/build-with-ai-adk", + "betmma/ChessBattleAssessment", + "beyondoss/ai", + "bezaspace/clara", + "bgrubbs1/dailies-guardian-agentic-cinema", + "bhagyarana/aicohort", + "bhagyaviv/AI-Agents-Intensive-Vibe-Coding-Capstone-Project", + "bhancockio/adk-fullstack-deploy-tutorial", + "bhancockio/adk-mcp-tutorial", + "bhancockio/adk-voice-agent", + "bhancockio/adk-youtube-thumbnail-agent", + "bhancockio/crew-ai-crash-course", + "bhancockio/crewai-groq-tutorial", + "bhancockio/crewai-updated-tutorial-hierarchical", + "bhancockio/deploy-adk-agent-engine", + "bhancockio/instagram-llama3-crewai", + "bhancockio/nextjs-crewai-basic-tutorial", + "bhanuagrawal/linkedin", + "bhanuprasad21122006-lgtm/ai-agents", + "bharat-omr/competitive_analysis_", + "bhaskar123-hub/A2A", + "bhav09/Getting-Started-with-Agents", + "bhavikachopra76/AI_Business_Workspace", + "bhavithc/python_batch1", + "bhavyaajainn/BrandVoice", + "bhklab/med-imagenet-dashboard", + "bhoga01ai/my-copilotchat-agent", + "bhsinghgrid/Team_8_Ops_Automation_Harness", + "biancacristina1/Chatbot-de-Reciclagem", + "bibanez/A2UI-Arduino", + "bidhanshuu/ai-mentor-project", + "bigauke/ambient-expense-agent", + "bilal-faisal/learn-ai-agents", + "bilalAmir97/TRANSLATOR_AGENT", + "bilalinit/evolution-of-todo", + "bilalmalik7/ai-for-sc", + "bilalmk/agenticai_classcode", + "bilalmk/agenticai_thursday_classcode", + "bilalmk/todo_correct", + "bilalrana8718/PropPal", + "bilel-amri0/EnterVU-main", + "billlange1968/Dice_Roller", + "binhnxwjfjxm/NPP-Platform", + "binodswain/insight-agent", + "bio-ontology-research-group/go-agent", + "biplovbhandari/pipeline-data-agent", + "bird-bench/BIRD-Interact", + "bird-bench/livesqlbench", + "biru-dash/Wendy-hackathon", + "bisal2003/Agents", + "biswajitNanda223/AgentVerse", + "biswal-prem-5677/Marketing-Agent-ADK-Demo", + "biswal-prem-5677/google-adk-learning", + "biswan07/claude-ralph-clara-care-adk", + "bitzspider/software-development-crew", + "blackpandachan/debate_agent", + "blaxel-templates/template-google-adk-py", + "blockvoltcr7/google-adk-learning", + "bloxer-saloni/BloxMate", + "bluestyle97/semantic-human-matting", + "blup712019/IoT_Finalproject", + "bmadhusu/DeepLearning", + "bmbodj/Gosc-Contributions", + "bmi921/idea-refiner-ai-agent", + "bmiit145/uni-wa-chatbot", + "bnada10/Optimisation", + "bo0Zeng/CS5001.-Turn-based-fighting-game", + "bobbyhouse/compose-for-agents", + "bobbyjames839/diabetes-workflow-backend", + "boivinalex/confluence-deep-research", + "bojadlabalaji/resume-builder", + "bojunyang24/CS7632", + "bolat/agent-samples", + "bolleyboll/h2s-google-genai-apac-cohort1-final", + "bonaert/explainable_rl", + "bonjohen/ai_swarm", + "bonjohen/reagent", + "boomerr1/SEAC-for-CityLearn", + "borahanmirzaii/ag-ui-flutter", + "borahanmirzaii/ag-ui-protocol", + "borahanmirzaii/learn-from-google-adk", + "borahanmirzaii/template-fastapi-adk-mcp-a2a", + "borahanmirzaii/template-gcp-generative-ai", + "bosornd/book-restaurant-prototype", + "bosornd/llmabok2", + "botanarede/beddel", + "box-community/a2a-agents-space", + "box-community/box-openai-responses-ai-agent", + "boxabirds/making-ai-agents-showcase", + "bpafoshizle/content-composer-2", + "bpeco/jurisprudence-rag-ai", + "bqpro1/Odysseus", + "branJS/KREO-Render", + "brandthn/reinforcement-learning-gameplay-esgi", + "brayonpi/constellation-gemini", + "breadboard-ai/opal-adk", + "breadoncee/lets-adk", + "brellsanwouo/Aware", + "brendanator/atari-rl", + "brettapps789/sovereign_aussie_multi_agent_workflow", + "brettguenther/minimal-looker-mcp-oauth-adk", + "brianlsy98/FAN", + "briannafan03/comp424-final-project", + "brianpnaughton/liveapp", + "briantwene/RestoScraper", + "brighteen/warehouse", + "brightertiger/google-adk-demo", + "brkyvredu/forgeflow-agent-platform", + "brlee08/biotech_agent", + "brookr/serverless-agents", + "brothergbk/agent-swarm-docker", + "bruceyoungsysu/gsoc_2019_aimacode", + "bruno-blauzius/recommendation_agent", + "brunocentanaro/carpinteria", + "brunoplatcheck/AgenteGames-de-IA---ImAlura", + "bryanjiang15/Teapot", + "bssilva06/lucero_hackathon", + "bssshyamsundhar/Ticket_system", + "buaa-ysw/Satellite-Dispatch", + "bukempas/adk-datareporter", + "burgerman/dynamic_embedding_router", + "burningion/game-onboarding-oai", + "butler342K/hw3_mas_production", + "bwbayu/gemma_project", + "bwnyasse/codelab-build-with-ai-instavibe", + "bwolak94/agents", + "byi8220/vibebolt", + "bytedance/agentkit-samples", + "bytemonk-academy/support-ticket-agent", + "bytesiz3d/MI-PS1-SearchAgents", + "c-goosen/ai-prompt-ctf", + "c-lgrant/tvault", + "c1r5/personal-assistant-agent", + "c2siorg/b0bot", + "cabouman/mbirtorch", + "cacelass/dskit", + "cadence-workflow/cadence-samples", + "cadenlee-ctrl/CACagent", + "cadvani04/ta-agent", + "caio-alcantara/chatbot-dunder-mifflin", + "cal3bdev/omcp", + "callbinuvarghese/mcp_sse", + "camachoyury/multi_tool_agent", + "cameronduff/ai-hedge-fund", + "canasai/text-agent-peft", + "cancelself/HelloWorld", + "canermastan/hotel-booking-ai-agent", + "canntws/adk-example", + "cardosolucas/mkp-fairness-simulation", + "carlosjcastro/faroiq", + "carloskafka/agent-testing", + "carlosmndzg/adk-hackathon", + "carlosmscabral/adk-agents-cabral", + "carlosmscabral/learn-adk-learn", + "carlosvillu/adk-workshop", + "caromimo/recall-expert", + "carrickcheah/agents", + "cartkn/google-analytics-agent", + "caseymrobbins/ac_sugarsims", + "casonclagg/ultrawhisper", + "cataluna84/arc-agi-3", + "catherine-langchain/openai-sdk-tracing-eval", + "catherinetran04/vacuum_ai_agents", + "cbizon/RoboQC", + "cbpalumbi/unity-build-agent", + "ccamacho/xllm", + "cdcai/agents", + "celiaxiao/ibc_torch", + "cepdnaclk/e19-4yp-Legal-Chain-Resolver-With-Mixture-of-Experts-and-Multi-Agent-System-for-Legal-Assistance", + "cesarofuchi/imersao_alura_assistente_consumidor", + "cescoffier/agentic-deep-dive", + "cetic/Wings-RegCompl", + "cfregly/agent-harness-opt", + "cfsage/Aegis-an-autonomous-SRE-agent", + "chaairman/googleADK-rag-project", + "chaandsheikh/Machine_Learning_Course", + "chagmgang/pytorch_ppo_rl", + "chaiitanyasangani88/medread-chat-poc", + "chainSAW-crypto/Adveserial-agentic-security", + "chaitaliAryaa/codesentinel", + "chaitanyakumpatla/anarix", + "chandan5615/NEW_FEATUER_TEST_PROJECT", + "chanduka99/Agent-Development-With-Google-ADK", + "chandusrungarakavi/ai-analyst", + "chang-github-00/Predictive-Decoding", + "chanjhana/Restaurant-Coversational-AI-Voice-Agent", + "charitra-prem/pm", + "charleslyh/openai-agents-rust", + "chats-bug/Explorer", + "chebroluharika/infra-mcp-toolkit", + "cheeunlim/agent-engine-lab", + "cheeunlim/aifb-track1", + "chelsea-lin/bigquery-data-team-agent", + "chen-star/thematic-trading-idea", + "chengengliu/COMP30024-Artificial-Intelligence-ProjectA", + "chenhongqiao/piper", + "chensongpoixs/agent", + "chenyt31/RoboHiMan", + "cherry-1729-9090/BLOOD_TEST_ANALYSIS", + "cheruvathoorshajd/Nexus911", + "chestnutforty/gpt-oss", + "chetannihith/Project-Mentor_Agentic-AI", + "chetannihith/agent-plxty", + "chethankotian2005/Haqdaar", + "chiarapaglioni/GAIA-agents", + "chidaksh/InterIIT", + "chiehpower/Python_demonstration", + "chihebnabil/openai-triage-agent", + "chillingingyasuo-coder/TechStore_Multi_Agent", + "chinmay1p/stock-agents", + "chinmaydk99/Agentic-Deep-Research", + "chinnuteja/TENURE", + "chintan-27/Cache-Up", + "chintanmallick/Talent_Aquisition_System", + "chipsalliance/mjolnir", + "chiru1122006/carrer-co-pilot", + "chisphung/CS311_CVExtractionSystem", + "chku-ucb/chess-practice-web", + "chongdashu/adk-made-simple", + "chongdashu/adk-mcp-a2a-crash-course", + "chongyi-zheng/infom", + "chris-engram/engram-google-adk-vm", + "chrisfbaileycb-arch/Blockys-chapter7", + "chrisjowen/signallayer-monorepo", + "christian180492/ferrere_demo", + "christiancoleman/langentichain", + "christinestraub/genai-agents", + "christophermayfield/grief-rl", + "chriswang1999/RLForex", + "chromium-52/reversi-ai", + "cianfhoghlaim/ciancheiltis", + "cianfhoghlaim/cianchosaint", + "cianfhoghlaim/cianfhoghlaim", + "cianfhoghlaim/tuatha", + "cict-ccs229/emergency-ai-agent", + "cipherdragon/BrainFogCLI", + "cirbuk/safeguards", + "circlefin/circle-ooak", + "cisco-ai-defense/ai-defense-google-adk", + "citadelgrad/agent-mesh", + "cjgalione/openai-agent-sdk-supervisor", + "ckirubhananth/Agent-Sangam", + "cksruf91/a2a-server-client", + "cladius/agentic-ai", + "claim-depot/openai-agents-python", + "clarkngo/stc-transformation", + "clarud/slenth", + "claudiordgz/udacity--agentic-ai", + "cleosneha/Research-Pilot", + "clingen-data-model/cur-ai-ss", + "clm6671/ML-project-2", + "cloud-gtm-core-apps/e2e-agent-patterns", + "cloud-jake/multi-agent-creative-studio", + "cloud-ru/a2a-adk-mcp-example", + "cloud-sean/sentinel2.0", + "cloudalchemy-ai/MAF", + "cloude-google/agent-shutton", + "cloudstation-dev/sre-multiagent-kubernetes", + "cloudstudio/deepmind_london_innovation_2026", + "cloudsufi/gfiber-agent-poc", + "cloudyan/agent-recipes", + "clouery/Les-Meilleurs-Expo", + "cmm24061-bit/support-copilot-adk", + "cmu-universal-agent/universal-agent-benchmark", + "cncgl/kaggle-vibecoding-agents-capstone-project", + "cnemri/devops-agent", + "co-codin/ComputerVision-salesforce", + "coa-dev/try-coagent", + "code-with-deep/researchflow-ai", + "codeandteawithsami/AGENT_DEVELOPMENT_KIT", + "codeclubiittp/truth-ahoy", + "codedbykishore/learn-weave", + "codejunkie99/murmur", + "codenhenhe/tax-enterprise", + "codeninja/py-rokugu", + "coder-chick/agent4good-netlify-f1325", + "coderashhar/AgentCommit", + "codergoel/Multi-Agent-Knowledge-Graph-Audit-Construction-System", + "codewithaarohi/Multi_agent_system_part_3", + "codewithlaiba28/Open_ai_Agent_SDK", + "codezenithdev/huntflow", + "codingwithanish/tripmind", + "codrutaaa/ParkingSystem", + "cofacts/beta-ai", + "cole-h06/omneum-tester", + "colesmcintosh/social-media-agent-system", + "collinear-ai/simlab", + "collynce/sentinel-nexus", + "comfortcurators/Curatom", + "commata/renju-alphazero", + "conductor-oss/python-sdk", + "confident-ai/deepeval", + "conflictednerd/autoqd-code", + "conglt98/thesis-paper-kb", + "conqueror3112/date-planner-agent", + "console-1/orchai", + "constantinius/empower-plant-agent-demo", + "contactkkiran/GenAI-and-Agentic-projects", + "context-labs/HALO", + "context-machine-lab/ContextAgent", + "contextosai/SecondBrain-collab", + "coobeea/agnov2.3.21", + "coodeex/agents", + "coord-geom/floating-bridges", + "cordum-io/cordum-packs", + "coretesuCTKNE/writers_room", + "coreyburk/sequel-city-web", + "cotah/capivarex", + "cpatra11/KuberaAI", + "cprice-ping/A2A-Demo", + "cragkhit/agent-cefr-journal-study", + "crbrotea/MirrorMind", + "creegon/CS6158_project", + "crepers/yonsei-202501-llm", + "criptogus/liquid-ai", + "cswhjiang/ai_tutor_v2", + "ctbfl/peract_bimanual", + "cubaseuser123/TTS-ResumeBuilder-NLP", + "culey24/eaai-com-ui", + "cuongbphv/waxseal", + "cuongday/CosmoChatbot", + "cuongkn/hr-agent-assistant", + "cuppibla/adk-memory-masterclass", + "cuppibla/adk-workflows-compared", + "cuppibla/adk2-tutorial", + "cuppibla/adk_tutorial", + 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"girishlade111/openai-agents-python", + "gitblanc/SI", + "gitrey/cloud-solutions-mmb", + "gitty-333/AppsFlyerAgent", + "giupiombo/recipe-finder-backend", + "gke-labs/app-discovery", + "gksdudrb922/youtube-shorts-maker", + "gladkykhse/DIC-RL-Assignment-2", + "glaubercerq/event-horizon-ai", + "glaurab/coverage-navigator-agent", + "glerisonlima/evo-crm-mirror", + "glpreston/Perry", + "gluk0/agent-sheth", + "gmichnikov/gmich", + "gnawhnehpets/mcp-a2a-template", + "gnulib/demo-adk-app", + "goabego/adventofagents-day31", + "goamegah/adn", + "godfreynolan/talk2CRM", + "goldcrown8/openai-agent-py", + "golsun/deep-RL-trading", + "gonzaloangaut/DiploDatos", + "goodrules/sales-agent-demo", + "google-cloud-japan/next-tokyo-assets", + "google-marketing-solutions/agentic_dsta", + "google-research/t2j-bench", + "google/adk-docs", + "google/adk-python", + "google/adk-recipes", + "google/mantis", + "google/oss-fuzz-gen", + "googleapis/mcp-toolbox", + "googleapis/python-aiplatform", + "googleworkspace/add-ons-samples", + "gopikiran22001/Scraply-Agent", + "gordonmitchell-zirdo/multi-adk", + "gorkbravo/Gamma", + "gostjoke/Udemy-The-Complete-Agentic-AI-Engineering-Course", + "gourav221b/trip-planner-agent-adk", + "gourishetti-ruthvik/ADK", + "govuk-once/gds-eligibility-buddy", + "gp-1108/snake_rl", + "gprothia/adk-samples", + "graciellavl/translation-agent", + "gradion-ai/group-genie", + "granthooks/Carrier", + "graphrag/graphrag-chat", + "graz-dev/jarvis-adk-voice-agent", + "green-gray-gaurav/IGRIS-DBA-agent", + "greenpolo/LangSlice", + "grg-k/16.01.FYP", + "griffithlab/civic-mcp-server", + "grohan1130/adk-playground", + "groshitha123/music_agent", + "groupthinking/generative-ai", + "gsaini/ai-playgrounds", + "gsarada/Agentic-AI", + "gtgspot/adk-python", + "gtgspot/openai-agent", + "gtopcu/aws-templates", + "gtzanet/agentic-service-broker", + "guardian/hackday-goog-graun-2025-gamify", + "guddu-abhi/custom_ai_agents", + "guhan-tofu/Elizabeth-v1", + "gui-benedito/agents_omnp", + "guidodinello/catan", + "guillainbisimwa/vibecode-elyndor-game", + "guizafj/agents-adk", + "gulkoa/weavehack", + "gulshan-100/Agentic-RAG", + "gunaraju/GCP-AgenticAI-C3-Classroom", + "gunyu1019/gcp-vertex-ai", + "gupta-saksham/team-29-energentic-hackathon", + "guptbot/spot-object-manipulation", + "gurappa9797/travel-insurance-ai-assistant", + "guru2228/agno-cookbook", + "gurumeharadivi/Test-Agent-ADK", + "gusmmm/pgsql_train", + "gusmmm/the_learning_monkey", + "gustavoguedess/RescueSimulator", + "gvardal/activity_planner", + "gvijjay/Medical_health_care_Assistant", + "gvrajkumar/ADK_AOP_TEST", + "gyliu513/langX101", + "h2r/spot_coffee", + "h3it-dias/FastCamp_Agent_AI_CEIA", + "h4mmurabi98/GameCompass", + "ha405/FullStackAgent", + "ha684/AgentToAgent", + "haadirakhangi/Codeshastra_CodeOmega", + "haarmeggido/IntObl", + "haasonsaas/jarvis", + "habert75/AI-Agents", + "habib-u-rahman/CrisisResponse", + "hackersclub111/reflexion", + "hadar-hai/GuideRobotOfflineRL", + "hader239/idea-creation-tool", + "haducvinh/agent", + "haeussma/carin-db", + "hafonium/Toursim-Web-App", + "haggman/McLaren-Race-Intelligence", + "haggman/diabetes-demo", + "haggman/formula-e-fan-concierge", + "haidv35-v2/strix", + "hail-mary/arc-agi3-challenge", + "hailhan/ABM_SP25", + "hailhan/ABM_canonical_implementations", + "haiyuan-eng-google/exmaples-BigQuery-agent-analytics-plugin", + "haizelabs/EvoForge", + "hajekim/sample-adk-app", + "hajmamali/myproject", + "halfordAI/ai-agent-demo", + "halokid/MyLeetCodeBox", + "halstonblim/ai-job-search", + "hambster/project-elevate-0824c4", + "hammaadworks/streambuzz", + "hammadahhmed06/CogniSimAI", + "hammadmalik17/flight-booking-agent", + "hammadurrehman2006/the_evolution_of_todo", + "hamzach9410/LLM-PROJECTS-PACK", + "hamzafarooq/a2a-adk-mcp", + "hamzafarooq/multi-agent-course", + "hanah-01/EnterpriseOps-TallyAnalytics-System", + "handwoo24/adk-sample", + "haneyr/knowledge-catalog-search-samples", + "hanifbg/google-adk-training", + "hansadisr/agentic-practice", + "hansel-shah/automated-newsletter-agent", + "hanzoai/agents", + "hanzoai/python-sdk", + "haoyangli16/Aegis-Security-Agent", + "hapax-systems/hapax-council", + "haps02/TutoringBot-be", + "haraldger/DRL-DecisionTransformer", + "hardikrathod777/travel-a2a-agents", + "haren-bh/multiagenthandson", + "hareonna-hina/XHAUS_FINAL", + "hari-silvers/A2UI", + "hari2594/Medical-Agent", + "hariharan545/Agentic_AI_Workshop", + "harish2003-iitm/AI-powered-Job-recruitment", + "harix416/INFR11198_DBBA", + "harmony-intelligence/AutoCryptoBench", + "haroldflint63/RivianVehicleIntelligence", + "harsh4870/google-adk-docker-model-runner", + "harshareddy-bathala/apex", + "harshavarthan6767/pantrymind", + "harshgdev/squash-a2a", + "harshitagrawal7733/navo-backend", + "harshitgaur2/SentryFlow-Grafana-_K8s", + "harshith-np/athlete-programmer", + "harshloomba13/gurukul", + "harshraj-16/Multi-Agent-System-Research-Intelligence-Pipeline", + "harshsondhi/brdrockagentcorecodealong1", + "harshsondhi/codealongadkyoutube", + "harshsondhi/mcpcodealongnov272025", + "hartikainen/rl-graph-signal-recovery", + "haruiz/agents-experiments", + "haruiz/omni-movie-maker", + "haseeb-555/DR.ML", + "hashir-qt/Spec-Driven-Book", + "hashir-qt/agentic-course", + "hashtagcyber/justask-notion", + "hassaansaleem28/learn-ai", + "hassan-ak/AI_201-Batch_67-Q2-Certified_Agentic_Robotic_AI_Engineer", + "hassan-ak/AI_201-Batch_72-Q2-CAARE", + "hassan9khaled/EnterVU", + "hatan4ik/prompts-and-agents", + "hatif03/corporate", + "hazardscarn/energyagentai", + "hbadland/ChatPSE", + "hbana/awesome-llm-apps", + "hbaocr/google-adk-litellm-tut", + "hbbtstar/uo_agents", + "hck717/agentkit-veadk-docs", + "hcoona/three", + "hdd0510/Medical-AI-Agents", + "hechtflorian/skrub-mle-star", + "heefan/deeplearning_ai_courses", + "heffrey78/praxis-portfolio", + "hegner123/claude-orchestrator", + "heizguang/AI-Research-Workbench", + "helloecho12345/asp-lab-agent", + "hemanthdmurthy/ps-03", + "hengamirah/copilot_backend", + "hennasingh/Smart-Job-Tracker-Application", + "hennasingh/email-agent", + "henryantwi/openai-api-agents-docker-support", + "hensonzyw-git/personal-agent-open-source", + "herbertgruppe/mein-assistent", + "het2576/GenAI-practice", + "heyhassaan/Multi-Agent-Customer-Service-System-with-A2A-and-MCP", + "heyhey1028/aizap", + "heyibad/browse-agent-v1", + "heyibad/devpost-project-01", + "heyibad/hack-thon", + "hh42b/ramdantimings", + "hhhh124hhhh/Nexus-caiwu-agent", + "hhlong7/CSC480", + "hibahrehman25-lang/OmniTask_agentic_App", + "hibameo/health-wellness-agent", + "hidariutiwa/googlemap-mcp", + "hienluu/ucsc-ai-agent-course", + "hieunhums/azure-openai-agents", + "himanshu-nakrani/LearningAI", + "himanshu748/atlas", + "himathace/Stockpilot", + "himeshpatel21/cross-session-agent", + "hinapupil/minutes-agent", + "hiro8ma/agent", + "hiteshsakamuri980113/deepsearch", + "hive-agent/a2a-demo", + "hiyanshchandel/memLayer", + "hlaff147/price-scout-agent", + "hlzuo/PyCalcAgent", + "hmnhoomandev/careerpilot-ai", + "hmshimanyula1995/google-hackathon-2026", + "hng011/aadk", + "hnking-star/FlySecAgent", + "hoag-nuye/Document", + "hoanganh-hue/chungtasethanhcong", + "hoangnb24/storage", + "hoddukzoa12/relay", + "hojun-jo/ai-agents-masterclass", + "holgergrosser-hub/TEST", + "hollis-labs/nanite", + "honeyhiveai/cookbook", + "honeyhiveai/python-sdk", + "hongdp/cs234-final-project", + "hongyeqian/Wearable-device-conference-agent", + "hoo01/Daypilot", + "hooligan-devices/manyculator-agent", + "hoon001218/long_horizon_task_breakdown", + "hooramnaeem/agentic-quran", + "hooriyaa/24-7_Digital_Employee", + "hp-hariprak/copilot", + "hpuri/salus-a2ui", + "hq-opensource/si-mapper", + "hrithik-naik/adk-manga-translator", + "hrshtjn/genai-projects", + "hs98012/KT_AIVLE_MINIPROJECT_3", + "hsnprsd/paado", + "hsouzaeduardo/imersao-genai-google", + "hsperker/agent-profile", + "hsvgbkhgbv/CIAO", + "htoothetnaung/adk-voice-support", + "huaixu0909/job-copilot-agent", + "huajianv587/CA6123_Group_5", + "huangjia2019/a2a-in-action", + "huangy22/deep_research_tutorial", + "huangyicong0769/investorch-agent", + "huangyingting/mcp-learn", + "hudatariq20/adk-agent-systems", + "humanauction/adk-adk", + "humbuni/catgpt", + "huoshango/Agent_ChatGPT", + "hushh-labs/consent-protocol", + "hushh-labs/hushh-research", + "huskydj1/netic_csr", + "huyenngn/azbsmcts", + "huzaifacreates/AURA-AI-Chatbot", + "hyczy0809/CareMind", + "hyn0027/RL-Portfolio-Optimization", + "hypernovalabs/hnl-demo-agent-platform", + "i228808/AlpenMesh", + "i8o8i-Developer/AGRI-SENSE_GUARDIAN", + "iAli61/investment_agent", + "iJoshy/alex", + "iLearn-Lab/ICLR26-Cortical_Policy", + "iSE-UET-VNU/iML-", + "iadnanmukhtar/hadithdb", + "iamalishayan/multi-agent-depression-assistant", + "iamjai-3/adk-python-poc", + "iamjean6/alphonso_ai", + "iamomm-hack/CodeArcheologist", + "iamulya/adk-book-code", + "iamvaibhavmehra/DataCamp_GoogleADK", + "ianadvances/adk-ohtani-coach-agents", + "ianb-cerebras/docker-cerebras-demo", + "ianconehed/btsp-rl-main", + "ianforme/llm-debate-assistant", + "iangithub/mcpbooktemp", + "iangithub/pythonwithai", + "ibragimov-oasis/vibe-coder", + "iceylemon157/Taibear", + "iconquestion/my-little-agents", + "icr8/Post-generator", + "icvasu/bessemer", + "idarpansharma/Advanced-AI-ML-Projects", + "idjoo/boilerplate-adk", + "idoadigital/good-360-bids", + "iediot/chess-assistant", + "ielab/skim-search-agent", + "ifapmzadu6/test_vscode_unlimited_gpt-5-mini-server", + "igorgue/anya", + "igortxu/propuesta-didactica-fp", + "ihamzak/tpay", + "ihower/ihower-llm-workshop", + "ihower/openai-agents-fastapi-playbook", + "iiis-lean/lean-constellation", + "ijaureguialzo/openai-agents-project", + "ijoffe/AffectivePrisonersDilemma", + "ikamalagrahari/GenAI_TrulyMadly", + "ikaur3009/agents_for_us", + "ikhyunAn/RoleBased_CodeReviewer_MVP", + "il-dat/agent-poc", + "ilexistools/agents-sdk-templates", + "iliakhosravi/Snake_Game_RL", + "iliarusskikh/fetchai_agents", + "illya-nau/ge-gemini-live", + "ilwoo-park/whatis", + "ilyan146/openai_sdk_resume_assistant", + "ilyasst/playwithfloyd", + "ilyxas/openai-agents-engine", + "im-sanka/ZebraX", + "imabv/buildwithgemini-paper-pilot", + "imbjdd/42-hack", + "imdurgadas/cartpilot-adk2-series", + "immannan/agentic-negotiator", + "impromptuRong/iviewer_copilot", + "imr-framework/adelpha", + "imran31415/codemode_python_benchmark", + "imran752310/openai-sdk-agent-python", + "imssyang/python", + "imwithye/adk-argo-mcp", + "imyegd/agent", + "inardini/vertexai-agent-builder-course", + "indranildchandra/secure-credit-card-rewards-optimiser", + "indrazm/ai-discord-bot", + "infiblox/Activate", + "infobip/mcp", + "inginia/dietquest", + "ingpedrofernandez/Cybersecurity_Analysis_Agent", + "innovation64/AURA", + "insightfinder/ifllmetry", + "instavm/open-skills", + "intelc/personal-db", + "inteligenciamilgrau/agentes_ia", + "intelligentagentsco/shiksha-saathi", + "intelogroup/clixen", + "intersystems-ready-hackathon/ready-2026-team-09", + "intimanjunath/Building-e2e-google-adk-agent-applications---using-codelabs", + "intimanjunath/Multi-Agent-Interop-with-MCP-ADK-A2A-Hands-On-Portfolio", + "invincible-summer/Paper-Agent", + "inyeob-kim/ai-ordering-system", + "iomegak12/ms-agentic-v14-sources", + "ionut172/Fraud-ADK-Agents", + "iqbalrza/BPJS-HEALTHKHATON", + "irarainey/knowledge-graph", + "iridescent-cloud31/ollama-docker-web-application", + "irondis76/LangGraph-Agents-For-Sell-Recommendations-Reports", + "irresi/bl-view-mcp", + "irtaza091996/ai-agent-prod-deployment", + "irtaza302/open-router-agent", + "isaiascabreraa/IA-Storage-Agent", + "isaji-23/argox", + "isamorren/agent-ai", + "ishaanalmeida/data-analysis-visualization-agents", + "ishamuruga/genai", + "ishandutta2007/Awesome-AI-Agents", + "ishank-dev/AI-Agents", + "ishanpote/ADKAgents", + "ishanpote/Resume_Editor_Agent", + "ishasherj1730-spec/synapse-council", + "ishikadubey1105/AI-agents-Course", + "ishita-b-crest/Training-2025", + "ishitahq/duit", + "isiri20250974-design/isusi-fd-vault", + "ismorphism/DeepGame", + "issyzac/multi_tool_agent", + "istego9/workcore", + "itaico82/openai-agents-python", + "ithllc/GoogleMetaAgent", + "itsArnavPrasad/PraanLink", + "itsArnavPrasad/arthasetu-databricks", + "itsArnavPrasad/veritas-ai", + "itsSusmitha/studycompanion", + "itsarifworld/autonomous-data-scientist-agent", + "itsatefe/Question-Answering-RAG-Chat-Agent", + "itsba2/opr-agent", + "itslucky07/WebScraper", + "itssoumyadeep/crm-meeting-assistant", + "ivan-company/sa-assistant", + "ivanmkc/adk-docs-private", + "ivanmolanski/adk-java", + "ivproduced/COMPASS", + "iwamot/welt-io-openai-agents", + "iwasnothing/Gemini3Hackathon2026", + "iyangming/AICourse", + "iyiola-dev/agri-alert", + "izerhaf7/lyla-agent", + "izrl613/agape-sovereign", + "j-bernardi/pessimistic-agents", + "j-jayes/adk-sidecar-setup", + "jackjack-7/ai-agent-examples", + "jacklachan/faultline", + "jacksjp/grant_research_agent", + "jacobnzw/reinforcement-learning", + "jadelmurrabc/npc-structural-review-agent", + "jaegon-kim/python_study", + "jaehyeokdoo2/qflow", + "jagdish-15/omi-lfs-clean", + "jageenshukla/adk-ollama-tool", + "jaggadhaliwal/fenix-os-agenticsquad", + "jagmarques/asqav-openai-agents", + "jai-dai/MULTI-AGENT-SYSTEMS", + "jaimebernalm/Briefly", + "jaimi-6556/research-ai", + "jainds/agentic-ai-mcp-workflows", + "jakedibattista/ADK-MarketingBot", + "jakerosenblum15/inventory-reorder-decision-agent", + "jakkulaayushpreetham/ResearchMind-Autonomous-Multi-Agent-Research-Assistant", + "jalaafarhat/financal_assistant", + "jalelgmiza/Multi-Agent-Infrastructure-Automation-DevOps-Assistant", + "jalliet/UM-GemiFish", + "jalvarezz13/intel_adk_agent", + "jamaica-salem/adk-agent-lab", + "jameel-azad/Multi-Agent-Trading-Framework", + "jamesdeverick/evolv.", + "jamesgray007/hoai-course", + "jameshjs/GenAI_2026", + "jamiethompson85/kyc_onboarding", + "jamjet-labs/jamjet", + "janakee-r/Research-literature-agent", + "janakiramm/google-adk-course", + "jaroslavcech/RAGSkoleni", + "jarrodcoulter/nmap-mcp-server", + "jasmeetsb/agent-cost-estimator", + "jasmeetsb/gcp_agents_workshop", + "jasminepoon/hack092725", + "jason0x400/Snake3v3", + "jasonchengqs/Game-AI", + "jaswanthk993/Azure-SentinelAI-Compliance", + "jaswanthk993/ai-agent", + "jaswanthk993/multi-ai-agent", + "jatphat/adk-fastapi-workshop", + "javalabgit/adk", + "javanster/MSc-XAI-RL", + "javanster/XAI-Automatic-Concept-Detection", + "javi2481/SupplyMate", + "javiator/open-ai-research-chatkit", + "jawaluke/college_project_animal_cv_tf_ssd", + "jawarianoor/Q4_AI_Learning", + "jawwad-ali/Sunday-Afternoon-Q4", + "jawwad-ali/Sunday_Afternoon_Agentic_AI", + "jay-k-crest/training-crest", + "jayVisaria/genai-agent-hub", + "jayanth922/google-adk-agents", + "jayanthagopala/agenthack", + "jayanthbagare/synthetic_oil_gas", + "jayc9135/NutriScan", + "jaydee829/shelfwright", + "jayjonah827/DAreconstructedGLYPH", + "jaynro/adk-course", + "jaysonsantos05/adk-samples", + "jayyanar/agentic-ai-training", + "jb-612/mortgage_concierge", + "jbaris/poc-strands-agent-chatkit", + "jbrache/vertex-ai-things", + "jc2409/SkyGrouper-Agent", + "jchavezar/vertex-ai-samples", + "jcsn13/image-edit-agent", + "jcwleo/curiosity-driven-exploration-pytorch", + "jcwleo/random-network-distillation-pytorch", + "jdanas/adk-gai-hackathon", + "jdanas/adk-multi-agent-educator", + "jdanas/sap-doc-app", + "jdemartino78/a2a_multiagent", + "jdengoh/Geobit", + "jdomingu19/gdg-uninorte-build-ai-agents", + "jdsalas065/agents", + "jeancarloscc/facompbot", + "jebastinp/buildwithgemini-travell-assistant", + "jeeevan11/hospital-resource-allocator", + "jeel1566/Context-Bridge", + "jeetendra/openai-agent", + "jeeth-kataria/Rahil", + "jeev1992/real-estate-negotiation-simulator", + "jeffTheLandShark/2048-agents", + "jeffjjohnston/genomics-rare-disease-ai-workflow", + "jefflyt/AI_DovvyBuddy04", + "jejuolleapps/restaurant-Bot_Guardrails_Complaints", + "jellyedwards/xdm_agent", + "jemsbhai/google-agentic-workshop", + "jenkinsci/domain-llm", + "jerelvelarde/adk-zerotohero", + "jerelvelarde/channels-agent-frameworks-test", + "jeremylongshore/iam-bob-adk-python", + "jeremylongshore/perception-with-intent", + "jerome61892-png/ActivityFriday", + "jerrycannnnn/alchemy", + "jerryjaimon/webpentesting_automation", + "jessesorsa/ai-agent-hackathon", + "jessewise99/An-Agent-Based-Model-to-Explore-the-Adoption-of-Travel-Plans-Among-SMEs", + "jeyong-shin/adk-rag-pinecone", + "jfabend/A2A_example", + "jggomez/adk-agents-gemma-vlllm", + "jh000107/AutoResearch", + "jh104kim/Lagnchain_Graph_Smith_ADK_Integ", + "jh4843/bio-agents", + "jhmarryme/Python-in-action", + "jhumel-code/trustabl", + "jhzhu89/kubernetes-ai-ops-agent", + "ji-podhead/a2a-playground", + "jia-seed/bevin", + "jiaming-zhou/HumanRobotAlign", + "jigyasa-grover/critics-cut", + "jil095/tinyRNN", + 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+ "nameeraazam/AGENTIC-AI-PROJECTS-01-05", + "namichi-725/english-agent", + "namin/dafny-sketcher", + "namit-x/talking_stage", + "namyeop/agents", + "nancygupta0201-dev/InnovaHack-Spookies", + "nandan2093/AIAgentLearning", + "nandyalanarendrar-spec/opsguard-agent", + "naoki1213mj/adk-aoai-multiagent-zenn", + "narender-rk10/marketing-ai-studio", + "narendrasaraf/AgenticAI", + "narmeen-zubair251/Q4-Agentic_AI", + "narumi-komaba/geo-cycle", + "nashtech-garage/adk-csharp", + "natalie-a-1/cpc_project", + "natha-i96/n-sdk", + "nathan-chappell/plodai", + "nathanpua/SAP-HACK", + "nathkim/SlackToLinearBot", + "natural-mess/5-Day-AI-Agents-Intensive-Vibe-Coding-Course-With-Google", + "naufalbella/bnb25-labs-tanggap-ai", + "naveen5504/TradeMInd-AI", + "navjotsingh151/agent-bootcamp", + "nazakun021/local-llm-chatbot", + "nazarcoder123/Google-ADK", + "nazarcoder123/Google-Multi-AI-Agent", + "nbalawat/cloudless-framework", + "nbellocam/travel-agent", + "nbortolotti/LearningCapsules", + "nbortolotti/adk_custom_ui", + "nbortolotti/classes_agents_adk", + "nbortolotti/inflowlearningextension", + "nchekka41/google-genai-skills-workshop", + "nchiru/customer-service-chatbot", + "ncouture/adk-twilio-streaming-voice-2-voice", + "ndurner/aileen3-agent", + "neelamnagarajgithub/RepurpoAi", + "neelshah27/SAM_GorillaSurvey", + "nehaltariq357/OpenAI-Agents-SDK-Tasks", + "nehilsood-cloudsufi/poc-auto-schematization", + "neisii/multi-agent-sdlc", + "nekloyh/Day11_2A202600782_NguyenLyMinhKy", + "nelliuszfracek/adk-search-agent-with-model-armor", + "nemodrive/SteeringNetwork", + "nenuadrian/google-agents", + "neo-fetch/draw-your-agents", + "neo-technology/ps-ekl-sandbox", + "neo4j-contrib/agentic-kg", + "neo4j-labs/agent-memory", + "neo4j-product-examples/graphrag-kyc-agent", + "neoamos/cf-habitat", + "neogi5043/ExaGen-Insights-BI---Tool-V2", + "neoprometheus12/APEX", + "neoprometheus12/apex-energy-resilience", + "nepfaff/scenesmith", + "nerdy1texan/AgenticBot", + "nesacharles/GetWeather", + "nethmiu/Edu_ML", + "netschool-kr/adk-multi-agents", + "neuhelos/vertex-ai-rag-agent", + "neurofusionai01-lgtm/Neo", + "neviaumi/portfolio", + "nevilshah235/claimledger", + "new-tonAA/OfferTree", + "newangleai/artifex-clinic-agent", + "newdelthis/agenticai", + "newdelthis/agenticainew", + "newdelthis/agenticainew_backup", + "newrelic/newrelic-python-agent", + "newsman2/cpf-streamlit-ai-bootcamp", + "nextlinktechnology/cathay-afa3-tap", + "nexusadobo/ai-mcp-agents-samples", + "nexusailabs/sentinel-mesh", + "ngesa254/labsdotgde", + "ngmars/RL_Bomberman_game", + "ngocnamk3er/product-assistant-bot-multi-agent", + "ngocnhu100/ERP-AI-Chat-Assistant", + "ngoctuannguyen/UET-Project-Tracker-App", + "nguyen-tho/google-adk-demo", + "nguyenquocviet2005/sample-adk-a2a-project", + "nh-cpu/VGC-Group-12", + "nhathuy09/predict-heart-disease", + "nhlongnguyen/adk_agents", + "nibzard/dagent", + "nicholas-johnson/ai-with-python-course", + "nicholaserlin52/testRepo", + "nichoteloo/API-Lymphoblast-Counter", + "nickagillis/crewbuilder", + "nicobytes/fastapi-adk", + "nicogstar/Multi-Agent-System-Reply803881", + "nicomencia/gemini_enterprise_hackathon", + "nicostnbch/LLm", + "nidaAfaq-sy/Multi_Agents_Handoff", + "nidhibishtt/Ai_Sales_Agent", + "nidhisarwe/SMMA_Backend", + "night-chen/ToolQA", + "nikhilbhide/enterprise-hr-agents", + "nikhilkhanchandani/projects", + "nikhilrawat2005/energy-management-system", + "niki241618/fontys-master-s1-poc", + "nikisetti01/ADK-edu-suite-for-gdg-Milan-hack-2025", + "nikitaclicks/context-cutter", + "nikmourya/mourya-scholarium", + "nikogamulin/stay-finder", + "niksacdev/multi-agent-system", + "nilmukh405/ARES", + "nilo-yinc/DocuVerse", + "nilscrm/maddpg", + "ninjutsoo/ard_debate", + "nirbhay221/Crawling-Robot", + "nisalrenuja/aaif-adk-demo", + "nishantdhongadi/engram", + "nishantuzir/agentic-alliance", + "nishchay-veer/GrabbrAI", + "niship2/patentsearchagent", + "nitanmarcel/r2agent", + "nithinsai-03/CircuMetal", + "nitinprajwal/observability-agent", + "nivegnachowdary/multi-agent-llm-sdlc-automation", + "njread/BoxA2A_MCP_Demo", + "njread/Google_ADK_Box", + "nlgbao1340/Automation-Pentest-Tool-with-MCP", + "nlp-OPlBU/hub-iCQD", + "nminhkhoi0818/lotara", + "nmuuln/finance-research-agent", + "nnari0/agentic-ai-engine", + "no-magic-ai/apprentice", + "noah-sheldon/agentic-media-compliance", + "nobrowning/airbnb_planner_multiagent", + "nodeexcel/marketingai", + "noelbolando/sir-infection", + "noizzhack15/llm-articles-generator", + "nomadcoders/ai-agents-masterclass", + "nomadicmehul/TheNightOps", + "norahluo/dynamic-routine-travel-behavioral-modeling", + "noricha-vr/flask-htmx-sample", + "nothingtosurprise/Youtu-agent", + "nouraldeen1/RL-MBPO-Breakout", + "nov05/gcp-adk-and-a2a", + "novoforce/cautious-palm-tree", + "nowucca/aitools-autogen", + "npkriami18/mcp-net", + "nq-ing/cpp_chatsystem", + "nsbisht/agentone", + "nsd97/fub-mcp", + "ntg2208/production-ai-customer-support", + "nthg0609/Lab11-NguyenThiHuongGiang-2A202600485", + "ntokozo-nkosi/llm-scraper", + "ntu-agents/nashpg", + "nurgumus/AIRLAB-GoogleADK", + "nuriddinovN/uzbek-conversational-ai-agent", + "nuttea/genai-app-python", + "nwchinn/mtg-agent", + "nxz7/SOG2-2S26_G13", + "nyanlinnmya/bantad-agents", + "o-ouma/weather-agent", + "obinopaul/agents-backend", + "octocatsback/super-duper-winner", + "odisysai/agentic-agri-advisor", + "oekoo22/scout-app", + "ogulcanakca/bidur", + "oh-lab/LAVL", + "ohboyftw/herdFlow", + "ohcnetwork/care_ai_be", + "ohnotnow/summariser", + "ohtaman/remip-example", + "oihugu/selo-de-prometeu", + "ojas-wani/reper", + "ojplc/oficina-adk", + "okadai23/various_llm_benchmark", + "okareo-ai/okareo-cookbook", + "okforge/okforge", + "okpoEkpenyong/reservoir_agent_gcp_alpha", + "olachinkei/wandb-handson", + "olamideba/cognito", + "olavs69/likumumekletajs", + "oldmangrizzz/hughmkiii", + "olga-mir/experiments", + "oliviasmim/pda-especializacao-ia", + "oliviasmim/workshop-google-adk", + "olivierizad-lab/gcp-billing-ai", + "olivierjeunen/dual-bandit-kdd-2020", + "olivierjeunen/pessimism-recsys-2021", + "olivomarco/vbd-copilot", + "olonok69/RL_udacity_Nano", + "omanandswami2005/The-Code-Genie", + "omar-desouki/machine-intelligence", + "omarajamia/multi-agent-course-creator", + "omarcevi/augury", + "omerbsezer/Fast-LLM-Agent-MCP", + "omersahinf/Advanced-Application-Project", + "omerspac/gmail-mcp-agent", + "omgarkar10/InfraMinds---Spin-AI", + "omi1811/clinicalOps-Agent", + "omkar-79/AI-Ticket-Agent", + "omnirexflora-labs/OmniDaemon", + "omovigho/chromaguide", + "omovigho/financial-agent-lock", + "omprakash0224/ai_finance_controller", + "oneil512/INSIGHT", + "onlyphantom/llm-python", + "onurani412/habit-tracker", + "ooneko/multi_agent_ops_system", + "open-agent-ai-security/observra", + "open-telemetry/semantic-conventions-genai", + "open-v2ai/deeplot", + "openai/build-hours", + "openai/openai-agents-python", + "openai/openai-cookbook", + "openclawyhwang-hub/tGD-Agent", + "opendatahub-io/agents", + "opendedup/data-orchestration-agent", + "openlit/openlit", + "openprose/prose-cli", + "opensage-agent/opensage-adk", + "openvinotoolkit/model_server", + "opjakhar/image-analysis-agent", + "oracle-devrel/technology-engineering", + "orcus108/polaris", + "orgTestCodacy11KRepos110MB/repo-1016-unilm", + "oridimonaco/Empreend.IA", + "orignlkartik1/Personal-Assistance-AI-Agent", + "oron-mozes/creo", + "oscartrackz7u7-dev/back-cv-multiagent-a2a", + "oslinin/nanny", + "osmanfurkanerkan/geziguru", + "osqazi/todo-app-hackathon", + "ossoolli/Nexum-Core", + "ota-v/ota-v", + "otajisan/claude-skills-playground", + "otsukanaaaa/openai-agents-sdk-sandbox", + "ougotti/AgentSDKTest", + "outerbounds/metaflow-music-agent", + "outsidermm/Advent_Of_Agent", + "ouvreboite/tool-design-benchmark", + "overfitagents/sahayak-agent", + "ovladisluvv/LLM-opinion-dynamics", + "owaisyosuf/AGENT_SDK", + "owen-tsao/Antibody", + "oyb98/FlexMind", + "oza75/market-analysis-agent", + "ozkary/ai-engineering", + "p04pranav/Agent-NEE-FinAI", + "p445ccm4/Local_Agent", + "pab1it0/awesome-a2a", + "pablito518/bau_de_receitas", + "pablito518/bau_de_receitas_flask", + "padmarajkore/Ai-crypto-trading-system", + "pagreda888/2nd-Codelab", + "paid-ai/paid-python", + "pakagronglb/openai-agents-sdk-crash-course", + "palladius/ai-friendly-agents", + "pallavisharma6802/PepperHack", + "palm7710/adk_handson", + "pamelafox/aca-sandboxes-multi-agent", + "panaversity/learn-agentic-ai", + "pancodo/gemini-live-agent-challenge", + "panglaohupanglaohu/ragKB", + "panjiaryasoma/Shipcheck", + "pankajmisr/github-pr-review-agent", + "panzarino/cs4731", + "paolinamazza/Multi-Agent-System791391", + "paolovella/vellaveto", + "papplevaa/lil-tarantino", + "paragduttaiisc/atari_foundation", + "paragnairdev/google-adk-project-capstone", + "paras55/documentation_writer_agent_team", + "parasquid/receipt-sorter", + "parichay2406/AI-Agents-for-Disaster-Readiness", + "paridhijain19/amble_aws", + "paritoshk/call-center-exploration-agents", + "parkjoohyung0826/finance-agent", + "parktaejun-dev/ai-test-with-gostop", + "parrot-mate/agent-demo", + "parsafarajia/UCBHackathon2025", + "partha392/ai-agent-capstone", + "parthmax2/Saarthi-AI", + "parthshr370/AIPOLABS-INTERN", + "parul5sahoo/conveyor-ochestrator", + "parul6695/paruls-ai-agents", + "parupati/AI_Agents-prd_to_jira", + "pasierb/larable-ai-agent", + "patelvandan11/Agentic-rag-application", + "patfov/fundamentals_adk", + "pathway/alphaxos", + "patlegu/cyber-agent-engine", + "pattyneta/codebreaker-agent", + "paufortiana/obsidian-assistant-adk", + "paul-byford/hyper-brain", + "pauldatta/ai-coding-sandbox", + "paultheron-X/6.8200-Unit-Commitment", + "paupaf3/aequitasxai", + "pavelklos/llm-udemy-3-agents", + "pbannuru/TFOD", + "pcrii/sophee-agent", + "pdichone/adk-course", + "pdichone/ai-commander-center-test", + "pe-gif/NextEra_Malware_Analysis_Challenge", + "pedrotgon/Aido", + "pedrotgon/Aido-v1", + "pedrotgon/Aido-v2", + "pengfeiyu112/agentic-ai-job-hunter", + "pentium10/adk-datastore-session-service", + "pepabo/gete", + "peract/peract", + "pereraai/sample-project-adk", + "peresramirez/SpecTalk-GCP", + "perfectdev10/Crypto-trader-bot-with-AI", + "perfecxus/AAAIDE", + "perilousTF/prepAI", + "perrymanuk/radbot", + "personalpipeline/RAGapp", + "pertain99/Agentic-AI-Systems-cn", + "pes-innovation-lab/SLM-Wiki", + "petarkabashki/trading-agents", + "peterj/echoagent", + "peterlodri-sec/longrun-eval-kompress", + "peternemser-ui/AI-Medical-Diagnosis-Assistant", + "peveleigh/eveagents", + "pflammertsma/lineage-nexus", + "pfsYOUXIN/myApp", + "pgdev108/ai-financial-advisor", + "pgdev108/job-search-agents", + "pgw-engineering/agh_conference", + "phAjaxlin/strix", + "philipebalan/Firmfinder", + "phillippbertram/agent-openai-example", + "philmui/research2025", + "philr029/Automation-Agents", + "phombal/Heart-Conv", + "photodoc1960/ASI-Forge", + "phrugsa-limbunlom/GenAI-lab", + "phucthaiv02/kaggriculture", + 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"poeticmage/Dynamic-Workflow", + "poglodjan/Python_experience", + "pohi99999/mcp-brunella-core", + "pokemon918/restaurant_brand_app", + "pokonti/ai-agent-adk", + "polos-dev/polos", + "polsala/ApocalypsAI", + "pome223/boiled-claw-public", + "pond-db/pond-db", + "poojithM/Agentic-RAG", + "poonsup-meo/trip-advisor-agent", + "poorajar-cisco/google", + "portapulito/img_agent", + "portapulito/scraper_agent", + "postleo/artifact", + "pouriamrt/adk-a2a-browser-agent", + "pouyafath/BenchmarkLLMAgent", + "poy/adk-rnd", + "ppranav250/adk-bug-fixer-task", + "pprp/ACBench", + "pr1ncesspink/ShellHacks_2026", + "prabhmeharbedi/pl", + "prad69/CrewAgents", + "pradeep-dev-ai/AI_Mentor_Chatbot", + "pradeep-kumar-gs/proassit", + "pradeep-ramola/ai-native-delivery-control-tower", + "prady-prodapt/adk-qmetryrag-v1", + "praj2408/Smart-Marketing-Assistant-Crew-AI", + "prajeshkollath/ADK-MCP", + "prakharverma12/AI-Research-Assistant", + "pramdevgan01/my-project", + "pramodklal/GenAI_Project", + "pramodmisra/claimsight", + "pramukha/AI-Agent-01", + "pranav-gaonkar/Multi-Agent-Deep-Research-System", + "pranavbalakri/giggle", + "pranavdhopey/ADK-Agent-Basics", + "pranavi79/open-ai-hackathon", + "pranavmendon/chrysalis", + "pranaysamineni00/BT5153", + "praneshnikhar/MultiAgent-AI-adk", + "pranjal2004838/-75HER-Challenge-Hackathon-2026", + "prantik111/AgentForge", + "prasad-yashdeep/JobSearchAgent", + "prasadt1/ai-photography-coach-agents", + "prashantkul/anthropic-mythos-on-gcp", + "prashantkul/camel-dual-llm-defense", + "prasoonsoni/AgentHive", + "prassu999p/AI-travel-agent", + "prat1999/2d_Representation_Hierarchical_Policy_Learning", + "prataps9/Ai-Operations-Assistant", + "prateekarora090/eb5_investor_v2", + "prateeksharma1809/agentic-ai-demo", + "pratik008/adk-tutorial", + "pratikforge/adk-customer-service", + "pratikjadhav2726/Unified-MCP-Tool-Graph", + "pravar-more/I-D_C-IIT-preTrained-Jupyter", + "praveen647/AgriGuru", + "praveen8055/email-agent", + "praveenkoushikmuvva/multi-agent-research-system", + "praveenrachamreddy/google_adk_cookbook", + "preesha-gehlot/sql-agent", + "preetamjumech/google-adk", + "preethz2567/projectdna", + "preetikumari5/AI-web-scraper", + "preset-io/testmcpy", + "princekainth/Catalyst-Vector-Alpha", + "princepinku143c-cyber/quickkitai-mvp", + "princetonvisualai/VLNActionPriors", + "prink-git/slatesync", + "prithikasuwal/fakenews-agent", + "pritighoshh/agentic-research-assistant", + "priyadharshini18-hub/agenticAI", + "priyambodo-at-google/priyambodo.com-iamagentic-adk", + "priyanghavasudevan-pixel/Agent-EduTutor", + "priyanshuchawda/flight-booking-ai-agent", + "priyanshuchawda/multi-agent-productivity-assistant", + "proerror77/xhs_mcp_agent", + "proflead/how-to-build-ai-agents-from-scratch", + "profversaggi/Udacity_Nano_Artificial_Intelligence", + "programs-outskill/Accelerator", + "project-jarvis-google/jarvis-agent", + "project-oak/oak", + "project-robin/Social-media-agent-2025", + "project-robin/a2a-secretary", + "project-robin/althea", + "proyecto26/jarvis", + "prudvi-digiotai/video-audio-to-blog", + "pruthvik-sheth/CMPE-297", + "pruthvirajjadhav1/Claim-Validator-Agent", + "prwani/market-surveillance", + "prynk0427/AI---Research-Scientist-OpenAI-SDK-", + "przemyslawzagorski/adk-fundamentals", + "ps-alex1001/BOA2026", + "ps2181/AETHER", + "pshao0808-pooqes/Itory-AI-Fairy-tale-Generator", + "psi-ai-academy/ai-llm-engineering-2", + "psivareddy/travel-concierge", + "psymichaelzhu/seed_soil_mindset", + "pt-hieu/trade-bot", + "pt22159-wq/AI_Agent", + "ptone/adk-pubsub-demo", + "pulumi/workshops", + "puremars2015/TextBook", + "pushpitkamboj/memory-Aware-Agentic-AI", + "pyama86/owncall", + "pythRazer/Ducky-LLM-Code-Helper", + "qaillc/agenticA2A", + "qasimrazamalik-coder/saif-ai-command-center", + "qaws2577849/PDP", + "qayyumu/multiagent_seminar", + "qheider/OpenAITutorial", + "qingfengtommy/HappyFigure", + "qinshi599/blogagent", + "qja1998/github_mcp", + "qq456cvb/doudizhu-C", + "qst193/Alpha_research", + "qtalen/multi-agent-customer-service", + "quaghien/A2A-samples", + "qualixar/skillfortify", + "qudratullah0708/Trail-Mate-AI-Agent", + "qudratullah0708/Trailmate-backend-", + "quest-lab-iisc/da-225o-deep-learning", + "quratulainasim/30-Days-Challenge-Tasks", + "qurnt1/projet-iut-portfolio", + "qxuanson/finance_agentic_rag", + "qxuanson/multi-agents-agentic-rag", + "qzm233/JHU-601.665-NLP-2025-Fall-Homework", + "r-ahamedasri/originai", + "r123singh/openai-agents-workshop", + "r33n3/Noctua", + "r4stin/kg-research-agent", + "raam-kumar-nilotra/cv-agent", + "raamlaa/llama3-instagram", + "rabigupta-123/VulnForge", + "rabimba/GDE-ML-Artifacts", + "rachadlakis/augur", + "rachadlakis/octopus-ai", + "rachan2005/adk-crash-course", + "rachedblili/AgentExamples", + "radfares/betty", + "radfares/nurseRN", + "radinarissa/ai-agents-data-science", + "rafaayyyy/HAIC-MAS-Framework", + "rafaelbassan/ai-processor", + "rafaele-miranda/agente_roteador_analise_de_pdf", + "rafaelmendoncavaz/imersao-alura-ai-gemini", + "rafaelpierre/vibe-to-live-agentic-rag-cohort-course", + "rafaelsf80/ai-agents-labs", + "rafal01010/CartCart", + "raghava503/orchestr8", + "rahul-1415/ADK-Agent-Engine", + "rahul-raj2004/openai-agents-sdk-practice", + "rahulgupta2018/agent-skills", + "rahulgupta2018/agentic-codereview", + "rahulgupta2018/ai-software-factory", + "rahulkvr/MediSprache", + "rahulm820/GRAHFifa", + "rahulophile/APL-FINALE", + "rahulpedapudi/travel-agent", + "rahulratan12/Build-a-Multi-Agent-App-with-ADK-Agent-Engine-AlloyDB-", + "rahulsain7867/CodeSentinel-AI", + "rahulsamant37/GOOGLE-Agent_Development_Kit", + "rahulsamant37/Smart-Appliance-Management", + "rahulsankrut/earnings-analyst", + "rahulyad011/multi_agent_orchestrator", + "raichu03/multi-agent-rag", + "raipankaj/Devfest-Workshop", + "raj-singhh/Deep-Research-Agent---LLM", + "rajaganaa/spec-driven-multi-ai-agents-", + "rajatbalda/stock-tracker-agent", + "rajbhansali92/talentgram-frontend", + "rajendrabraj/AgenticAI2025", + "rajeshkanaka/adk_practice", + "rajib76/agent_dev_kit", + "rajitaroy/Sign-Language-Interpreter", + "rajkhemani/AGASSOCIATES", + "rajrounak21/HSN-Code-Validation-Agent", + "rajusingha-dar/agent_development_kit", + "rakeshgeddam/Miraclesoft", + "rakeshpraneel/mark11-agent", + "rakesht2499/agentic-ai-experiment", + "raksha2025c/EVAI_TakeHome", + "ralphjohn29/bantaypuso", + "ram-ganapathy/ghost-protocol", + "ramakane/Oncocia", + "ramanakurva164/agentic_chatbot", + "ramiro-c/ai-agents-hub", + "ramneekkh/scbx-creditmemov2", + "ramyabarri/trace", + "ranadip/finos_fraud_demo", + "ranand12/adk-denver-2025", + "ranjanpandeysbp/adk-marketing-agent", + "raonarasimha/GenAI-Developer-Beginner", + "raphaelchristi/guia-peu", + "raphaelmansuy/adk_training", + "raphaelmansuy/tutorials", + "rasika-0102/course-creation-agent", + "rasika1205/Apex", + "ratnamcodes/HiveMind", + "raufh10/explore_and_extract", + "raul-sfl/travel-agent-adk-google", + "ravee0002/ravi-cal-app", + "ravik04/finance-assistant", + "raymondchencodes/Humana-Hackathon", + "razamehar/Agent-Development-Kit", + "razashan/ai-agents-workshop", + "rchauhan1001/Capstone", + "rcleveng/adk-extras", + "rdszhao/cadkg", + "rdx644/ZeroPatch-CI", + "reaandrew/a2a-demo", + "readysethack/macrozero", + "readytensor/rt-agentic-ai-cert-alternative-frameworks", + "realmfikri/ain-hire", + "reason-ri/Hello-Job", + "reazon-dev-common/adk_tutorial_2025", + "reboottime/Python-Practice-Sets", + "rechauhan/agentic-ai-training", + "recurly/recurly-blog-code", + "redis-developer/adk-redis", + "redis-developer/redis-openai-agents", + "redjackfred/tech-team-adk", + "reem-atalah/Machine-Intelligence-Labs", + "regalmoix/Exam-Preparation-AI-Agent", + "rejohn1988/soc-ai-agents", + "rekafekili/ai-agent-master-class", + "relai-ai/airline-customer-support-agent-python", + "relai-ai/finance-agent", + "relai-ai/relai-sdk", + "reloadggg/ds160-visa-simulator", + "reme1982/pgraph-platform", + "remyxai/outrider", + "rendybjunior/adk-workshop", + "rendybjunior/adk-workshop-bali", + "rendybjunior/dracin-generator", + "reneespinosa/Weather-AI-Agent", + "renicechin/omis", + "rennn0223/JenAI", + "renukapachghare26/Cloud_gcp_projects", + "renxinxing123/POAP", + "repson/agentic-learning-equities-explainer", + "respanai/respan-example-projects", + "restatedev/ai-examples", + "restful3/langchain-docs", + "revanshsharma/StudioMind", + "revanthrsai/post-podcast-lifecycle-agent", + "revanthxmudavath/AI_Travel_Planner", + "review-wyvern/wyvern-review", + "rexarski/biji-ben", + "rexxAman/A2A-Protocol", + "rey-allan/chimp-ai-nzee", + "reynardnathanael/CoHR", + "rezwanahmedsami/object_detection_system_web_api", + "rfpga/mcp-web-agent", + "rg727876-hub/Agentes_Automatizaci-n", + "rgferrari/ssl-training", + "rgodha24/agentic-brainrot", + "rhanthm-rhythm/google-adk-agent", + "rhanthm-rhythm/google-adk-knowledgegraph", + "rhein1/agoragentic-integrations", + "rhesis-ai/rhesis", + "rhiminiaimane/AskYourData", + "riavinod/sima-mlab", + "ricardoribas/openai-api-playground", + "rich-hart/ml-project", + "richardblythman/automcp-example-openai", + "richardcann/apex-analysts-curving", + "richardhe-fundamenta/practical-gcp-examples", + "richardhoff88/dangerous_liaisons_analysis", + "riddhi-marathe/WealthFlow-AI", + "rifqi2320/career-agent", + "rikeda-cloud/adk-poc", + "riken-grp/text-agent", + "rimj2402/llm-query-retrieval", + "rindguitar/ptcgabc-ai-model", + "rinit111/oprina", + "riolaf05/real_estate_tools", + "riptide-06/stealth-startup-filesystem-agent", + "rishabh1dhakar/employee_development_agent_gcp", + "rishabh625/mcpagent", + "riship1999/CMPE_297_Special-Topics", + "rishireddy123/WeBet", + "rishiv989/multi-agent-system", + "rishops/almp", + "risingwavelabs/awesome-stream-processing", + "ritamgh/research-platform", + "riteshmlcode/adk-calendar-voice-agent", + "riteshmlcode/adk-vertexai-rag", + "ritikamotwani/Trip-Planner---Agentic-AI", + "ritikchamola/P2Life", + "ritiz1/OOTD", + "ritusharma-webapp-developer/FarmCare-AI", + "riush03/testagent", + "rivka14/bigquery-metrics-appsflyer-ai-agent", + "riyashetty15/FinOrbit", + "rizwaniscoder/grant-proposal-system", + "rk-int/Loan-Shield-Agent", + "rkendel1/Openai", + "rksaxena/coders", + "rlarjsl03/Trip_Planer", + "rlconceicao/crewai-learning", + "rlevin03/generals-ai", + "rllab-snu/UHM", + "rn17369/VakLab", + "rnerurkar/engen", + "rngtng/holiday-gift-savior", + "rno321/trigger-examples", + "roadit/PavanTravelAgent", + "robdicoco/solid-robot", + "robeertosv/Multi-Agent", + "robeves95/fraud-agent-demo", + "robin-varghese/finoptiagents", + "robiscoding/mle-star-recipes", + "rodrigofaune/business-researcher", + "rodsalva/konv-agent-v2", + "roee-hersh/hallpass", + "rohan1252030019-netizen/ETI", + "rohit-db/bi-hub-app", + "rohit07cf/Agents-SDK", + "rohitcharak123/Antigravity-AI-Factory", + "rohitg00/ai-engineering-from-scratch", + "rohith4444/Oprina_AVAFG", + "rohithreddy/gigbazar-adk", + "rohitk285/intelligent_coders", + "rohitk523/adk-project", + "rohitkumarnaidu/ProofOps", + "rohitsandadi/inferval", + "rohitvermaAI/GOOGLE-ADK", + "rojasand/kaggle_google_ai_agents_data_engineering_capstone_project", + "rolshoven/AIA25", + "rom812/CareerAssist", + "rom812/study-pal", + "romainbellande/a2a-cortex", + "romaisakhurram/Open_Ai_Agents", + "romanenko/buildwithgemini-friend-connect", + "romchy222/Railway", + "romeelk/Agentic-AI", + "romn77/diverge", + "ronanparkinson/aima-python", + "ronghuixiao/Enterprise-AI-Service-Hub", + "ronimur/Budapest-guide-app", + "roseDwayane/paper_research", + "roshankullampad/Wendy-hackathon", + "rossoctl/rossoctl", + "rowantrollope/agt", + "roya90/adk_tutorial", + "rpraveen760/financial-research-assistant", + "rprisram/NotebookLM-Clone", + "rrahimi-uci/agentic-context-engineering", + "rranish887-debug/self_evolving_agent", + "rrazvd/ag-ui-adk-react-chat", + "rrbanda/vandelay-ai", + "rrishitha836/webet", + "rseroter/roofing-agent-app", + "rsgTom/PRISMAgent", + "rsparks3/reopt-ai-agent", + "rstropek/Samples", + "rswisteria/jin-lang", + "rthirumalalagu/thirumalalagu-prodapt", + "rtodea/mi-adk-samples", + "ruDra2916/AgenticTrade", + "ruankie/langfuse-monitoring-eval", + "rubenixter/ItemRadar", + "rubyrayjuntos/hermes-adk-templates", + "ruchibarne/Multi_agent_Research_Assistant", + "rudieeee/LoanMaster", + "rudra1in/ITER-Cohort-Project", + "rumtang/Kenton", + "rupeshpandith/study_helper_agent", + "rushiiltecho/scheduling_agent", + "rutgertuit/Luminary", + "rutvik1510/cp_final", + "ruyisbaros/AI_agents", + "rxng8/public-ocr-handler", + "ryachavan/harsh_critic-agent", + "ryan6073/Cogito", + "ryanteo2023/clearhealth-agent", + "rybkr/codectx", + "ryuchihoon/ch-ai-stock", + "ryzhiy-kot/eos", + "s-casci/tinyzero", + "s1k4fz/refbook-2025-backup", + "s2ksh77/ai_agent", + "saaaya-11/nomikai_agent", + "saad-codin/todo-app-giaic", + "saadayomide/RL-Assignment-2", + "saadvahora99-glitch/B2B_saed_python_intership", + "saahil-mehta/knowsee-public", + "saakshijagtappatil-creator/Lighthouse-Agentic-Hub-The-AI-Readiness-Web-Auditor-Auto-Optimizer", + "sacahan/CasualTrader", + "sacahan/ResumeMate", + "sachi097/multi-agent-orchestator", + "sachin0034/a2a-mcp-demo", + "sachinarora707/deep-research-agent", + "sadi2003q/Agentic-AI-Basic", + "sadi2003q/Langchain-AI-Agents", + "sadiuysal/crawl4ai-mcp-server", + "saffiali/hcls-agents", + "safwanahmadsaffi/Agentic-AI", + "sagar-crypto/Hackathon_TUM", + "sagarmj-cloud/it_triage_agent_demo", + "sage-khan/ai-agent-travel-advisor", + "sage-khan/crewai-tutorial", + "sageuser22/HSLUAgentsCourse", + "saglave/nvidia-adk-demos", + "sagnikhui/Talent_Acquisition", + "sahanimanish/mcp_gateway", + "sahays/veo-generators", + "sahil-agy/CStoneQuiz", + "sahil2832005/Adk-with-litellm", + "sahilmate/multi-agent-form-processing-system", + "sahithottikunta/marl-healthcare-resource-allocation", + "sahupra1357/CustomerSupportAgent", + "sai-ctruong/awesome-llm-apps", + "saiashirbad05/Service-One", + "saibhaskerraju/prompt-shield", + "saichaitanyad1/swe_agent", + "saidheeraj002/google_adk_learnings", + "saiffOP/AI-Projects", + "saifurrehmanawan/research_qa", + "sailorworks/stock-portfolio-analysis-agent", + "saimaanav/rabies-transmission-model", + "sainath1420/PollutionAgent", + "sainathmcs/analytics-agent-platform", + "sairamcharan9/AI_AGENT_COORDINATOR", + "saisrunithsilvery/Travel_Buddy", + "saj306/divar-ai-agent", + "sajeel0944/openai_agent_SDK", + "sajithamma/prokerala-mcp-server", + "sajjadanwar0/soundgate-paper", + "saketh42/Agentic-Fraud-Detection", + "sakhi-smritika/f5", + "sakshamsingh22/quorum-multi-agent-research", + "sakshigangwani/FlowSync-AI-Health-Assistant", + "sakshijamadar23/airline-dynamic-pricing-rl", + "salik702/ResearchMind", + "salisai/travel-mas", + "salman854raza/Agentic-AI-Guardrails", + "salmonco/agentverse-dungeon", + "salog0d/Temis-RiskControl", + "sam-dude/HuntAgent-Server", + "sam3690/st-notes-maker", + "sam4410/AI-Powered-Deep-Research-System", + "sam4410/ComplAI-AI-Powered-Sales-Outreach-System", + "samade747/OpenAI-Agents-SDK", + "samalumni/travel-concierge", + "samaujs/Gen-AI", + "sambhandavale/arbiter", + "sambuko82/jvto_instagram_automation", + "sameer266/customercare_agent", + "samehra/Projects", + "sameramri-alt/Smart-agricultural-decision_support-platform", + "samhyun/resume-adk-agent", + "samikwangneo/bitcamp2025", + "samitkumarpatel/google-adk", + "samiyamarium/quarter4", + "samize/football-mapper", + "samprith02/VidyaERP", + "samridha04/Financial_AI_Coach", + "samuelts96/brandAI", + "samwit/adk-tutorial-bwai", + "samwit/basic-adk-voice-agent", + "sandbox-quantum/flintai-sdk-py", + "sandeepkaza/AI", + "sandeepvijayarao09/AI-Agentic-Mar28", + "sandipgiri576/cspilot", + "sandrarairan/Agents-Google-ADK", + "sands-lab/maestro", + "sanfranciscocarrot/gtcsummary", + "sangwon-j/nomad_aiengineer_1st", + "sania28/coffee-barista-agent", + "sanimesa/genai", + "sanjaisaravananj/Chatbot_project1", + "sanjay-d3v/schwarzpaving", + "sanjaybk7/agentic-guard", + "sanjaymk908/trukyc-adk", + "sanjeevkumar761/a2a-examples", + "sanket0708/insightai", + "sanketsudake/agentic-engineering", + "sanketughadmathe/AI-Hiring-Assistant", + "sanketvalunj/supply-chain-twinflow", + "sankirthk/docureel", + "sanskar-IT/con-agent-planner", + "santhoshkumarjangam/custom_travel_concierge", + "santipenas/Portfolio-Santi-Penas", + "sanvisawant/MeetIQ", + "sanvisawant/google-course", + "saosith/Trade", + "saptak/adk-masterclass", + "saqibmurtaza/Q6_Openai_Agents_SDK_Projects", + "sar07thak/newServer", + "sara-jahromi/ai-job-scout-agent", + "sarah-kamall/MI-assignments", + "sarahsl-prog/Augur", + "sarashs/Wallstreet-Bets", + "saravgj/PythonProject1", + "sardul3/agent-learn-adk", + "sarfarajansari/sarcasm_detection_using_adk", + "sargupta/ai-video-script-generator", + "sargupta/sahayakai", + "sargupta/sargvision-traffic-intelligence", + "sarthakpriyadarshi/ADK", + "sarthakpriyadarshi/AegisForensics", + "sashrepo/story-crafter-google-adk", + "sasidharreddy25/resume_evaluator", + "sathvikb007/CSE252_Presentation", + "sathvikt16/Cyber-Threat-Intelligence-Dashboard", + "sathvikvalivety/AI_ASSIGNMENT", + "sathwick-rvc/NLP_VERTEXAI", + "sathyaincampus/software-engineering-agents", + "satinsiders/math-twin", + "satish1650/AgenticAI", + "satishkamavaram/agentic-ai-a2a-mcp", + "satishsnv/multi-agentapp-using-adk", + "satscanada/clearpath-overdraft-prevention", + "satvika-eda/EcoGuardian", + "satwik6941/Google-Agents-ADK-Development-", + "satwik6941/Prompt2ML", + "satyam4513/SmartFinAI", + "saulcone/Proyecto_Modelo_Beply", + "saurabh-0s/genai", + "saurabh2mishra/scribetwin", + "saurav-sabu/Agentic-RAG-CrewAI", + "savourylie/the_turing_twist_v0", + "savvypearl/ai-agents-adk", + "sawanchouksey/AI-Cloud-DevOps", + "sayan-does/claim-agent", + "sayan4312/AgentForge", + "sayed-imran/google-adk-kubernetes-bot", + "sayem-saif/AI-Money-Mentor", + "saykaw/actually-agent", + "sayon999-d/Limbi", + "sayoon01/ai-books", + "says1117/Remote-Agent-Orchestration", + "sayyed-musab/autopsy", + "scahin-knight/agentic-ai-it-helpdesk", + "scaleapi/scale-agentex-python", + "scalekit-developers/agent-auth-examples", + "schaazzz/buildwithgemini-animatch-agent", + "schaul/py-vgdl", + "schneipp/openai-ollama-web", + "schogini/techietalksai", + "schoopet/bug-reports", + "schoopet/schoopet-ai", + "sciencenerd-des/Resume_Projects", + "scnorth11/LocalJarvis", + "scthornton/prisma-airs-adk-litellm", + "scthornton/prisma-airs-adk-runtime", + "scutee418/Chalearn2021code", + "sdeery14/fitness-bot", + "se02035/demo-pack", + "seabass011/agent-os", + "sean-mas/churn-aware-repricing", + "sebastianmontero/langchain-test", + "secret963-ai/aurafin", + "seedsat1/saad-studio", + "seegop/adk-python", + "selegic/copilotkit-rule-backend", + "semaes111/background-jobs-typescript-queues", + "semeniuk4/sql-visualization-agent", + "semyonc/toymath", + "senjoyee/trade-analyst", + "senthamizh0912/capstone", + "sentry-cybersecurity/crinject", + "sentry-demos/empower", + "seoeaa/OpenKB", + "seohee0925/ICB-CG", + "serafimqwe/getbots-code-challenge", + "seratul03/Artificial-Economic-Simulation", + "serefrecepkeskin/Multi-Domain-Chatbot-Agent", + "sergio2526/ucp-protocol-shopify", + "sergioUjo/taxo", + "sergioq2/A2A", + "serguei9090/LogLensAi", + "serialx/vibecore", + "serkanh/google-adk-kubernetes", + "serkanyasr/mcp-agent-tool-adapter", + "serpapi/serpapi-search-tools-python", + "setia141/temporal-adk-poc", + "setwerks/agent-backend", + "seung-gu/career_agent", + "sfeir-open-source/sfeir-school-adk", + "sfncook/IdeationAssistant", + "sh4shv4t/Fettle_Connect", + "shadowcz007/AIO", + "shahed-dev01/my-adk-agent", + "shahidali54/GIAIC-Q3-Agentic-AI", + "shahidali54/OpenAI-Agents-SDK", + "shahidali54/Ramadan-Coding-Night", + "shahsohil123/GoogleADK", + "shailensobhee/agentic-ai-tutorial", + "shaitausif/IdeaCompass", + "shakeelansari63/Training", + "shakthi01912/AI-Agent-GoogleADK", + "shaktiman101/a2a-content-generation", + "shalominattii-us/AEGENTIX-SECURITY-INTELLIGENCE", + "shanewiseman/AIPlayground", + "shankasf/agentic_cold_mail_pipeline", + "shankasf/agentic_ecommerce_demo_site", + "shankasf/it_tickets_management", + "shankasf/urackit_v2", + "shankywho/ClearCase", + "shanmukh15/ccibt-hack715", + "shantanold/LLMRouter", + "shantanuma/GenAI", + "sharafath07/Kaggle", + "sharckhai/neo-command", + "sharifahshaista/GenAI-tool-for-TI", + "shariqhussain1/Ai-practical-work", + "sharjeel-ahmed17/agentic_ai_task", + "sharonbasovich/Clearview", + "shashank2327/Route_IQ", + "shashanksharma129/ai-goal-coach", + "shashanksp04/MIRAGE-CARMA", + "shashidharnaiduboya-nusterAi/rahul-poc1", + "shashipk/bloggeragent", + "shashvik/LLM_Agentic_security_ADK", + "shawnsoclever/aurora-nexus-ai-concierge", + "shaynemeyer/alex", + "shazilk-dev/openai-sdk", + "shefali02qq/Ai_Web_Scrapper", + "shehzansk/Rail-Madad", + "shekerkamma/SAP-O2C-Automation", + "sherhanfsl/copilot", + "sherrykeos/CortexFlow-Multi-Agent-Research-System", + "shery7310/AI-Campus-Admin-Agent", + "shery7310/AI-and-Data-Science-Python-Saylani-Mass-IT-SMIT", + "shery7310/smit-hackathon", + "shiina613/AI20K-Phase1-Lab", + "shimondoodkin/openai-reference-docs-markdown", + "shin5ok/my-adk-sample", + "shins777/adk_workshop", + "shivabhargavbhuvanam/TravelBuddy", + "shivamjha296/LoanAI", + "shivanshwahiii/Nutri_AI", + "shivaswaroop40/my-macbot", + "shivaylamba/mcp-toolbox-ecommerce-best-practices", + "shlad9/CS-4731-Game-AI", + "shlok695/instavibe_agent", + "shlomokoren/investment-agent", + "shonuma/adk-search-agent", + "shrabdut123/cart-multi-agent", + "shrav-jally/ADK-Trials", + "shravan-18/Gesture-Based-Automation", + "shreeshbhat04-ctrl/NEXUS-AI-", + "shresthkapoor7/rulesweeper", + "shreyasai0284/company-intelligence-platform", + "shreyasmahimkar/openlogic-finance", + "shri-ram07/AgentGate", + "shri-ram07/LeastWise", + 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+ "soulteary/ccf-charity-day-2025", + "soumysuwas/MLEng-Star", + "soumysuwas/mle-star", + "soundTricker/personalized-podcast-platform", + "souravmighty/banking-agent", + "soutrik71/langgraph_fastapi", + "sowthewind-reapthewhirlwind/beit2_for_breast_cancer_images", + "sowthewind-reapthewhirlwind/beit_for_cancer_images_windows", + "spandey1702/CodeAgent", + "sparklabutah/MiniWeb", + "specialturtle/buildwithgemini-findyourjam", + "sperezg6/nutritional-chatbot", + "spidermanMJ17/OpenAI_Agent_SDK_Examples", + "spidermanMJ17/PlacmentBOT", + "spideyctf/theron", + "spignelon/clinware_assignment", + "spiritagedns/opencode-docs", + "spirrello/trip_planner", + "spkc83/agentguard", + "splx-ai-demo/airline-agent-demo", + "splx-ai/agentic-radar", + "spoorthikolloju-web/Founder-copilot", + "spped2000/tavily-mcp-agent", + "sravimohan/my_agent", + "sre-agents/sre-agents-ecs", + "sree-stru/FraudIntel", + "sreeharsha-rav/agentic-ai", + "sreeharsha-rav/ai-apps", + "sreeja-moganty/Agentic-legal-rag", + 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+ "techyvenki/auditaiflow", + "ted-jung/lang-python", + "teddyjfpender/digital-dealings", + "tedmoskovitz/LambdaRepresentation", + "tegnike/openai-agents-sdk-mcp", + "teiseong/ADK-Study", + "tejalpalwankar/Autonomous-Traders", + "tejalpalwankar/deep_research_agent", + "tejas-2232/awesome-ai-agents", + "tejaslakade99/buildwithgemini-travel-concierge", + "tekk/omi-mirror", + "tempi-tech/lab-agent-system", + "temporal-community/ai-agents-workshop-v4", + "temporal-community/ice-cream-fleet-demo", + "temporal-community/temporal-agent-harness", + "temporal-cortex/mcp", + "temporal-sa/temporal-training-agents-python", + "temporalio/ai-cookbook", + "temporalio/ai-integrations", + "temporalio/edu-deep-research-tutorial-template", + "temporalio/samples-python", + "tenlisboa/adk-agents", + "tensorlakeai/cookbooks", + "tenstorrent/tt-example-apps", + "tenuo-ai/tenuo", + "teozeng1205/ds-chat-2", + "terr1blec/env-gen", + "tew9/agents", + "texprompting/texprompter", + 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"thehalosolution-droid/halo_aios", + "thejasrao262003/adk-agent-learning", + "thenishantraj/lifeops-ai", + "thenishantraj/lifeops-ai-v2", + "theodoremui/bioreasoning", + "theodoremui/openagents", + "thepembeweb/ai-product-assistant", + "thepembeweb/build-production-ready-ai-agents", + "theperljams/inbound-assist", + "theplatformlab/gcp-ai-solutions", + "therajarshichakraborty/GenerativeAI-with-Python", + "theshubh007/AI_Agents_Special_Topics", + "thetechank/ai-chronicles", + "theyashwanthsai/Devyan", + "thiago-abarros/local-rag-ollama", + "thiagojosetj/devagent", + "thisishiu/Reinforcement-learning-Boomberman", + "thoang3/adk-quality-lab", + "thomasfortoul/eduflow3", + "thomaspernet/sinan-agentic", + "thu-vu92/social-media-agent", + "thucy-ai/thucy", + "thutch17/Transitive_Reinforcement_Learning_COS435", + "tianxiao1430-jpg/kuma-claw", + "tick2trade-prod/kizen-agents-python", + "tienhanprab/grid-trading-bot", + "tienvu95/laycare_llm", + "tiisetsok28/RadAI", + "tijoseymathew/periop-companion", + "timkitch/crewai-code-repo-analyzer", + "timothylewis91/Deep_Research_AI", + "timurci/kanby", + "tinfoilsh/oak", + "tinhct/lux-agent", + "tinhochu/adk-google-cloud-hackathon", + "tinova-dev/artnest-multi-agents", + "tjfontaine/http-llm-server", + "tjorourke/agw-multi-account-agents", + "tjsagaukaz/Boss", + "tlofreso/agent-docs", + "tlofreso/agentic-notes", + "tmc/cove", + "tmdt-buw/karolos", + "tmoody1973/district-lens", + "tmoody1973/first-bite", + "tobiascanavesi/study_planner", + "tobintom/llm_multiagent_adk", + "tohachan/venture-builder-agent", + "tohweizhong/agentic-demos", + "tokencanopy/e2a", + "tokencanopy/e2a-runbooks", + "tokenspice/tokenspice", + "tomastblc/Popout-AI", + "tomdu3/depre-buddy", + "tomeknazz/RAG_pipeline", + "tomkaboris/AI-Incident-Investigator", + "tommy-pro24/real-world-llm-apps", + "ton-s1/flightllm", + "tonif95/TechnicalSEOAgent", + "tony-soochow/RE-Skill", + "tony/learning-ai-google-adk", + "tonygomes-wq/evo", + "tonykoop/makerbench-hwe", + "tonylampada/zapa", + "topnak/MicrosoftAgentFramework_vs_ADK", + "tosanjay/BinCodeQL", + "tottenjordan/gepa-prompt-wrangler", + "tottenjordan/omnimeme", + "toweringcloud/reflex-langgraph-challenge", + "toxtonc/finance-advisor", + "tpavankalyan/insta-match-agent", + "tpayne/agentic-ai-adk", + "tph-kds/AVPoetica", + "tpsdev-ai/flair", + "traceloop/openllmetry", + "trackSabha/trackSabha", + "trackable-ai/trackable-agent", + "trailofbits/pajaMAS", + "trancethehuman/ai-workshop-code", + "tranhlok/ViZDoom-DQNs", + "transpostw1/quill_backend", + "tranvancuong2597/learn_agent", + "travelbuddy2619-official/Travel-buddy-", + "traveller318/airavat", + "treading0light/SocketBots", + "trevor-nichols/agents-saas-starter", + "trevor-nichols/deployable-agents", + "triggerdotdev/examples", + "troyteodoro/Prior-Authorization-Agent", + "trpc-group/trpc-agent-go", + "truebillyblue/lC.pythonCore", + "trukhinyuri/metabot", + "trustabl/agent-reliability-analyzer", + "trvny/.ai", + "tryambak2019/sql-execution-gate", + "tryskian/polinko", + "tshekerli/awesome-llm-apps", + "tsinghua-fib-lab/AgentSquare", + "tsividis/Theory-based-RL", + "tsividis/vgdl", + "tsividis/vgdl-fMRI", + "tsnguyenducphuong/media-agency", + "tsnguyenducphuong/product_description_a2a_server", + "tsume82/Pavlov", + "tsuresh/workshop_a2a", + "tsuresh/workshop_adk", + "tteon/seocho", + "tuanha1508/aegis-backend", + "tubakadriye/search4cure-diabetes-multi-agent-system", + "tud-hri/sidewalk-simulation", + "tudor-berariu/lifelong-learning", + "tulasiramkai-collab/Google-AI-COBOL-2-Python", + "tuliosousapro/adk-workspace", + "tungle2709/TripReel", + "tunjiNg01/agentic-lesson", + "turnono/82ndrop", + "turnono/sim", + "turnono/sim-memory", + "turtle1131/testNew", + "tushar-elite-in/viral-tb-studio", + "tusharrr5/brewMate-ai", + "tvtuan632004/2A202600498_Day11", + "txnguyen292/adk-code-agent", + "txnguyen292/google_adk_demo", + "tygentai/tygent-py", + "tylerprogramming/crewai-beginner-course", + "tyorikan/tyorikan-python-examples", + "typerobot/strix", + "tyukei/A4A", + "tyukei/a2a-beach", + "tyukei/agent-animal-voice", + "tzteyang/FdFlow", + "u-masao/elasticsearch-quest", + "u-masao/openai-agents-sdk-samples", + "u-masao/pocket-researcher", + "u7k4rs6/Yojaka", + "ucaiado/agentic-order-system", + "ucpdh23/buildgentic", + "udacity/cd14768-GCP-AgenticAI-C3-Classroom", + "udacity/cd14769-GCP-AgenticAI-C4-Classroom", + "uday-3107/LoanShield", + "udaylunawat/Data-Science-Projects", + "udaysaisrikar/AI-Software-Company", + "ufJmacca/manual-A2A-request-metadata-propagation-to-InvocationContext", + "uhsealevelcenter/IDEA", + "uicoder1/sprintpilot-ai", + "uikeytulsidas/Cold-Mail-Generator", + "uiuc-kang-lab/drama", + "uiuc-kang-lab/sodium", + "umair-jami/agentic-ai", + "umair379/Agentic_AI_sdk", + "umairalipathan1980/Agentic-workflow-of-knowledge-extraction-analysis-and-report-generation", + "umakantiiit/ADK_medication_agent", + "umanggkhhatri/Droidrun_Obsidians", + "umangvijay/AgenticOS-Google-DEVPOST", + "umarahad2005/unmapped_mit_hackathon", + "umarprogrammer19/Learning-AI", + "umermehraj/trajai", + "umpolungfish/synthomnicon", + "uneezaismail/quarter-3", + "uni-3/st-apps", + "unionai/solutions-engineering", + "universe-city/COMP424-FinalProject", + "universo-rey/projec-cdx", + "unlock-pi/unlockpi.ai-agent", + "unrealandychan/create-adk-agent", + "unrealandychan/gcp-hermes-agnet", + "uoe-agents/BRDiv", + "uozuAho/rl_playground", + "upasana1105/UP_Demos", + "upendrarnaidu/antigravity-platform", + "upputhotasairam369-hub/GOOGLE-ADK---AI-AGENT-", + "urabe-chihiro/resume-ai", + "uroojfatima18/openai-agents-sdk", + "urvagandhi/TBD", + "usaamatahir/hello-agent-assignment", + "uselemma/lemma", + "usemanusai/jaegis-RAVERSE", + "user194/buildmultiagentsystemswithadk", + "usestrix/strix", + "usharma123/ShellHacks2025", + "usman-shamim/AgriAgent", + "usman-shamim/shop-desk", + "usman-shamim/student-desk", + "usmeet/football-prediction-agent", + "usnehal/retinanet", + "utkarsh-umang/ai-cmo", + "utkarshshelke-dev/astrobot-mesh", + "utkxrsh13/Inquizii", + "utpalmv/awesome-llm-apps", + "utsavoza/doom", + "utsavv08/coffee-barista-agent", + "uvishere/event-planner-adk", + "uxama-jamil/open-ai-sdk", + "uzaxirr/ag-infra-rails", + "vaibhav3000/helix-srop-assignment", + "vaibhavblayer/vbagent", + "vaibhavkumar-in/invoxar-intelligent-invoice-processor", + "vaidehi470/Dynamic-Pricing-using-RL", + "vaiozaffana/simple-coding-agents", + "vaishnavi-ctrl-jpg/PRODUCTIVITY-AI", + "vajeedashaik/CrisisCore", + "vallabhsumanth/Agentic_Arichecture", + "valscholz/trumpian-parody-poet-test-v3", + "vamshi666/curiositydrivenexploration-MineRL", + "vamsiramakrishnan/ge-agent-factory", + "vancityrahul/AI-Powered-Feedback-Processing-System", + "vanderleik/dev-agents-ia", + "vandhanaa18/quest1-projects", + "vanessaariascasillas/zomato-location-agent", + "vanman2024/ai-dev-marketplace", + "vannu07/Agro", + "vansh-09/multiagent-research-tool", + 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"zaferkilic2024/GADKSample", + "zaheer-ahmed-git/DDS-NLM-Backend", + "zaka-urrehman/OpenAI-Agents-SDK", + "zakcroft/context-harness-pip", + "zakcroft/requirements-intelligence-API", + "zamborg/lowercaseLabs", + "zanezynthbrain/zynth-brain", + "zanwenfu/errata-bench", + "zartbot/a2a_example", + "zartbot/adk_base", + "zayan-sheikh/leetclose", + "zaziedlm/openai-agents-demos", + "zaziedlm/openai-agents-python", + "zbbsdsb/R-U-Socrates", + "zdchen0304-arch/Learn_LLM", + "ze-aviche/stock-ai-agent", + "zeljkolucic/PyStolovina", + "zen-apps/openai_agents_demo", + "zenml-io/panagent", + "zenml-io/zenml", + "zenstory-ai/zenstory", + "zeroasterisk/adk-demos", + "zeroasterisk/ai4-gcp-agent-labs", + "zeroentropy-ai/zcookbook", + "zessam/secure-ops", + "zey-2/ADK_MCP", + "zezutom/spend-governor", + "zhang677/AccelOpt", + "zhangchuheng123/Reinforcement-Implementation", + "zhangcv123/TrainAgent", + "zhangdaniel62/humana-hackathon-2026", + "zhenyang0405/Kno-AI-Educate", + "zhihankshi/emotion_dqn", + "zhihongx2000/agent-design-patterns", + "zhiihan/poker-rl", + "zhouchunyuan-cn/PyAgentKit", + "zhouqb/auto-researcher", + "zhourunlong/RL-for-Combinatorial-Optimization", + "zhouzypaul/qgf", + "zhuqn1021/Agent-template", + "ziadalyH/awesome-product", + "zionrubin/ni-otel", + "ziruelen/learningaiagents", + "zixuan-liu-17/agent-based-social-learning-simulation", + "zixuan57/code-review-agent", + "zjerath/SignSense", + "zjtdzyx/my_google_agent", + "zmrfzn/microsoft-agent-framework-triage", + "zohaib-javd/Health-and-Wellness-Planner-Agent", + "zohaibk22/job-tracker", + "zoltanctoth/ceu-ai-engineering-class", + "zop-hacks/quazar", + "zu-greta/Colosseum-Survival", + "zw2700/scots", + "zwright8/archive", + "zyj787435/TEMPO", + "zzq-bot/mt_offpymarl", + "zzq-bot/offline-marl-framework-offpymarl", + "zzq-bot/pymarlx", + "zzqfsy/openai-agents-chat-demo", + "zzszmyf/codeact" + ] +} diff --git a/benchmark/application-q2/pool.py b/benchmark/application-q2/pool.py new file mode 100644 index 00000000..0436f862 --- /dev/null +++ b/benchmark/application-q2/pool.py @@ -0,0 +1,96 @@ +"""Record the holdout's repository pool from GitHub code search (#908). + +Usage: + python benchmark/application-q2/pool.py --out benchmark/application-q2/pool.json + +Code search returns at most 1,000 results per query, ranked, so the pool is a +recorded sample, not the population: each query is split into file-size +shards, each shard is read up to that cap, and every request, its total count +and the repositories it returned are written down. The pool was taken once, +before any of the reader changes the holdout judges merged; re-running this +script later does not reproduce it and is not how the holdout is extended. +Uses the ``gh`` CLI's authentication; code search allows 10 requests a minute. +""" + +from __future__ import annotations + +import argparse +import json +import subprocess +import time +from datetime import UTC, datetime +from pathlib import Path + +QUERIES = ( + '"from agents import" "Agent(" language:Python', + '"from google.adk" "Agent(" language:Python', +) +SIZE_SHARDS = ( + "size:<1000", + "size:1000..2000", + "size:2000..3000", + "size:3000..4500", + "size:4500..6500", + "size:6500..9000", + "size:9000..13000", + "size:>13000", +) +PAGES = 10 # 10 x 100 = the 1,000-result cap +REQUEST_INTERVAL_SECONDS = 6.5 # under the 10 requests/minute code-search limit + + +def _search(query: str, page: int) -> dict: + for attempt in range(5): + done = subprocess.run( + ["gh", "api", "-X", "GET", "search/code", "-f", f"q={query}", + "-f", "per_page=100", "-f", f"page={page}"], + capture_output=True, text=True, timeout=120, + ) + if done.returncode == 0: + return json.loads(done.stdout) + if "Cannot access beyond the first 1000 results" in done.stderr: + return {"items": [], "beyond_cap": True} + time.sleep(30 * (attempt + 1)) + raise SystemExit(f"code search kept failing for {query!r} page {page}: {done.stderr[-300:]}") + + +def main(argv: list[str] | None = None) -> int: + parser = argparse.ArgumentParser(description=__doc__.split("\n\n")[0]) + parser.add_argument("--out", type=Path, required=True) + args = parser.parse_args(argv) + requests: list[dict] = [] + repositories: set[str] = set() + for query in QUERIES: + for shard in SIZE_SHARDS: + full = f"{query} {shard}" + total = None + for page in range(1, PAGES + 1): + answer = _search(full, page) + time.sleep(REQUEST_INTERVAL_SECONDS) + items = answer.get("items", []) + if total is None: + total = answer.get("total_count") + found = sorted({ + item["repository"]["full_name"] + for item in items + if not item["repository"].get("fork") + }) + repositories.update(found) + requests.append({"query": full, "page": page, "total_count": total, + "items": len(items), "repositories": found}) + if len(items) < 100: + break + document = { + "generated_at": datetime.now(UTC).strftime("%Y-%m-%dT%H:%M:%SZ"), + "queries": list(QUERIES), + "size_shards": list(SIZE_SHARDS), + "requests": requests, + "repositories": sorted(repositories), + } + args.out.write_text(json.dumps(document, indent=1) + "\n", encoding="utf-8") + print(f"{len(repositories)} repositories from {len(requests)} requests") + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/benchmark/application-q2/results/2026-09-30-6ced6f70.md b/benchmark/application-q2/results/2026-09-30-6ced6f70.md new file mode 100644 index 00000000..6a3bc769 --- /dev/null +++ b/benchmark/application-q2/results/2026-09-30-6ced6f70.md @@ -0,0 +1,113 @@ +# Application review ledger — `6ced6f70`, 2026-09-30 + +**Build:** `main` at `6ced6f70` (#864, #865, #875, #876 and #872 merged; #874 +open), run through its own `./shipgate` launcher. **Corpus:** +[`development.json`](../development.json), 49 pull requests. **Run:** +[`run.py`](../run.py): `diff --application --base --head +--json` with no `--scope`, full-object clones, nothing fetched during a diff. +**Scored by hand** against source at the pinned refs, by the +[README's protocol](../README.md#scoring-protocol). + +This ledger was first written on 2026-09-30 from a run in a session +scratchpad. On 2026-10-02 the committed runner, starting from the committed +pins with fresh full-object clones (`--fetch`), reproduced every member's +status, rows and `comparison_id` on the same build. The scores were re-read +then too; the corrections are below. + +## Counts + +- Status: 1 `compared`, 42 `partial`, 6 `not_established`, 0 refused. +- Pull requests with any row: 9 of 49. +- Rows: 60 `changed`, 8 `added`, 0 `removed`, 230 `not_established` (176 of them on one pull request, O.R.I.O.N#126). +- Row sides naming an outbound call: 2 (in one pull request). Row sides naming a hop the reach reader could not follow: 318. +- **Q0: 37/49. Q1: 2/49. Q2: 1/49** (jpka/attest#3). +- False complete answers (`compared` while a changed binding was unobservable): 0. + +## What the scoring found + +**Twelve members are not Q0.** The 2026-09-30 summary described all 49 as +changes to an OpenAI Agents SDK or Google ADK agent. Read again for this +ledger, eight change agents of other frameworks: LiveKit Agents (2), +ZeroRuntime (2), rustic-ai (1), a course's own `Agent` class (2) and a +hand-written ReAct loop (1). The engine read no SDK/ADK source in any of them: +six are `not_established` and two `partial` with no row. Four more change no +application agent's wiring: a model-string update (cuppibla/adk_tutorial#7), +library docstrings (SponsioLabs/Sponsio#173) and agent-framework internals +(VRSEN/agency-swarm#796, #804). All twelve stay in the corpus, so the counts +remain the ones published on 2026-09-30, and score `no` at every level. The +holdout reads the framework off the agent's construction, and requires a +binding change in application code, so it cannot admit them. + +**One member is Q1 that was scored otherwise.** In Tiendat2703/MIS_TALENT#6 +the binding changes are the two tools of the new `Finance_Agent_Preflight`, +both shown `added`. `Finance_Agent`'s construction and its tools' own +definitions are unchanged: only a function one of them calls changed, which +is not a binding change. The case is Q1. It is not Q2, because the changed +agent does not exist at the base. The original note had counted a missing +`Finance_Agent` row; the README now writes down what a binding change is. + +**The `not_established` rule is now written down.** cuppibla/adk_tutorial#9's +one row is `not_established` (candidate `added`), because the base's +`google_search` is unresolved. It was scored not Q1 then, and the README now +says why: a candidate row is not an established change. + +**Blockers across the 40 members with no row**, as the 2026-09-30 notes +recorded them (one member can carry several): a dynamic tools expression 25 +(#909, #874); an unresolved imported tool 13, for example one assigned a +value rather than defined (#910); an agent copy not read 10 (#911); an agent +without a literal name 8 (#912); a tool list passed into a builder 5 (#874); +no limit listed 6, the six `not_established` members above. + +## Per member + +| Pull request | Status | +added | −removed | ~changed | ?not established | calls | hops | Q0 | Q1 | Q2 | Rationale | +| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | --- | --- | --- | --- | +| [ITMO-NSS-team/FEDOT.MAS#30](https://github.com/ITMO-NSS-team/FEDOT.MAS/pull/30) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Agent 'adk_agent' occurs at different unpaired source paths; select --base-scope/--scope or review relocation. | +| [ITMO-NSS-team/FEDOT.MAS#36](https://github.com/ITMO-NSS-team/FEDOT.MAS/pull/36) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: An object's tools, handoffs, MCP servers or sub-agents are changed at packages/fedotmas/src/fedotmas/mas/builder.py:37 | +| [ITMO-NSS-team/FEDOT.MAS#38](https://github.com/ITMO-NSS-team/FEDOT.MAS/pull/38) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: An object's tools, handoffs, MCP servers or sub-agents are changed at maw/builder.py:272 | +| [ITMO-NSS-team/FEDOT.MAS#42](https://github.com/ITMO-NSS-team/FEDOT.MAS/pull/42) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1 (Q0 borderline): it changes which MCP servers the meta-agent's registry keeps and describes, so the tools generated agents receive; no row. First named limit: An object's tools, handoffs, MCP servers or sub-agents are changed at maw/builder.py:272 | +| [InseeFrLab/GRAAL#33](https://github.com/InseeFrLab/GRAAL/pull/33) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Application comparison does not yet support langchain: agents/Code2ReText/regenerator.py | +| [JSebastianIEU/voice-freight-negotiator#10](https://github.com/JSebastianIEU/voice-freight-negotiator/pull/10) | `not_established` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: the agents are LiveKit Agents (`livekit.agents.Agent`), not the OpenAI Agents SDK or ADK. | +| [JinyanSu1/Agentic-AI-Scientist#2](https://github.com/JinyanSu1/Agentic-AI-Scientist/pull/2) | `partial` | 0 | 0 | 0 | 13 | 2 | 13 | yes | no | no | Not Q1: only `not_established` rows. | +| [Lling0000/OpenCMO#41](https://github.com/Lling0000/OpenCMO/pull/41) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: A possibly reachable tool has an incomplete binding edge; provide a complete static graph or reviewed declaration. | +| [SponsioLabs/Sponsio#173](https://github.com/SponsioLabs/Sponsio/pull/173) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: library code; the only `tools=` edits are usage examples in docstrings, and no application agent's wiring changes. | +| [Tiendat2703/MIS_TALENT#5](https://github.com/Tiendat2703/MIS_TALENT/pull/5) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; `Finance_Agent`'s `tools=[*FINANCE_TOOLS, *(... if want_handoff_tool else [])]` is unread (#909). | +| [Tiendat2703/MIS_TALENT#6](https://github.com/Tiendat2703/MIS_TALENT/pull/6) | `partial` | 2 | 0 | 0 | 0 | 0 | 2 | yes | yes | no | Q1, not Q2: the PR's binding changes are the two tools of the new `Finance_Agent_Preflight`, both shown `added`; `Finance_Agent`'s construction and its tools' own definitions are unchanged (only a callee, `validate_finance_data`, changed). The changed agent does not exist at the base. | +| [Tiendat2703/MIS_TALENT#7](https://github.com/Tiendat2703/MIS_TALENT/pull/7) | `partial` | 1 | 0 | 1 | 0 | 0 | 3 | yes | no | no | Not Q1: `load_and_validate` changed and `load_service_catalog` added on `Finance_Agent_Preflight` are right; `Finance_Agent`'s row is missing behind `[*FINANCE_TOOLS, ...]` (#909). | +| [Tiendat2703/MIS_TALENT#8](https://github.com/Tiendat2703/MIS_TALENT/pull/8) | `partial` | 3 | 0 | 0 | 0 | 0 | 3 | yes | no | no | Not Q1: same construction as #7; `Finance_Agent`'s rows are missing (#909). | +| [VRSEN/agency-swarm#796](https://github.com/VRSEN/agency-swarm/pull/796) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: agent-framework internals (an MCP client refactor), not an application agent's wiring. | +| [VRSEN/agency-swarm#804](https://github.com/VRSEN/agency-swarm/pull/804) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: agent-framework internals (MCP tool discovery), not an application agent's wiring. | +| [VidulaWickramasinghe/O.R.I.O.N#126](https://github.com/VidulaWickramasinghe/O.R.I.O.N/pull/126) | `partial` | 0 | 0 | 58 | 176 | 0 | 292 | yes | no | no | Not Q1: 58 changed and 176 `not_established` rows on `orion`; most share one cause (tools not decorated with `@function_tool`), and the uncertain rows are not a complete answer (#914). | +| [YaroslavMarkivskyi/internstore-migrate#4](https://github.com/YaroslavMarkivskyi/internstore-migrate/pull/4) | `not_established` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: a hand-written ReAct loop (`ai_assistant.react_loop`); no OpenAI Agents SDK or ADK import in the changed code. | +| [ZeroRuntimeAI/zeroruntime-python-examples#1](https://github.com/ZeroRuntimeAI/zeroruntime-python-examples/pull/1) | `not_established` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: ZeroRuntime agents (`from zrt import Agent`), not the OpenAI Agents SDK or ADK. | +| [ZeroRuntimeAI/zeroruntime-python-examples#5](https://github.com/ZeroRuntimeAI/zeroruntime-python-examples/pull/5) | `not_established` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: ZeroRuntime agents (`from zeroruntime import Agent`), not the OpenAI Agents SDK or ADK. | +| [alliance-genome/agr_ai_curation#842](https://github.com/alliance-genome/agr_ai_curation/pull/842) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: An agent copy at backend/src/lib/agent_studio/custom_agent_service.py:638 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Age… | +| [alliance-genome/agr_ai_curation#858](https://github.com/alliance-genome/agr_ai_curation/pull/858) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: An agent copy at backend/src/lib/agent_studio/custom_agent_service.py:646 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Age… | +| [alliance-genome/agr_ai_curation#860](https://github.com/alliance-genome/agr_ai_curation/pull/860) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: An agent copy at backend/src/lib/agent_studio/custom_agent_service.py:724 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Age… | +| [buriro-ezekia/cinescout-ai#9](https://github.com/buriro-ezekia/cinescout-ai/pull/9) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Excluded candidate: {'type': 'mcp', 'path': '.vscode/mcp.json', 'reason': 'mcpServers-style MCP server config (host configuration), not an MCP tools-array export'} | +| [carlosdaniel092015-crypto/pastoriza#66](https://github.com/carlosdaniel092015-crypto/pastoriza/pull/66) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: OpenAI Agents SDK agent constructed at agents/base.py:154 has no literal name, so it cannot be identified; its tools are not read. | +| [carlosdaniel092015-crypto/pastoriza#69](https://github.com/carlosdaniel092015-crypto/pastoriza/pull/69) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: OpenAI Agents SDK agent constructed at agents/base.py:154 has no literal name, so it cannot be identified; its tools are not read. | +| [carlospolop/chack-agent#25](https://github.com/carlospolop/chack-agent/pull/25) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: OpenAI Agents SDK agent 'agent' at chack_agent/backends/openai_compaction_backend.py:932 uses a dynamic tools expression | +| [cianfhoghlaim/tuatha#1](https://github.com/cianfhoghlaim/tuatha/pull/1) | `partial` | 0 | 0 | 0 | 40 | 0 | 0 | yes | no | no | Not Q1: only `not_established` rows. | +| [starfall-orb/starchatter-telegram#4](https://github.com/starfall-orb/starchatter-telegram/pull/4) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Excluded candidate: {'type': 'mcp', 'path': '.bolt/mcp.json', 'reason': 'mcpServers-style MCP server config (host configuration), not an MCP tools-array export'} | +| [cuppibla/adk_tutorial#7](https://github.com/cuppibla/adk_tutorial/pull/7) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: every changed line updates a model string (`gemini-2.5-flash` -> `gemini-flash-latest`); no agent's tools, handoffs or sub-agents change. | +| [cuppibla/adk_tutorial#9](https://github.com/cuppibla/adk_tutorial/pull/9) | `partial` | 0 | 0 | 0 | 1 | 0 | 1 | yes | no | no | Not Q1: its one row (`refiner_agent` -> `update_plan`) is `not_established`, candidate `added`, because the base's `google_search` is unresolved (#910); a candidate row is not an established change. | +| [evvyraine/skye-next#17](https://github.com/evvyraine/skye-next/pull/17) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Application comparison does not yet support langchain: custom_agents.py | +| [geroembser/livekit-agents#1](https://github.com/geroembser/livekit-agents/pull/1) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: LiveKit Agents (`livekit.agents`), not the OpenAI Agents SDK or ADK. | +| [hamzafarooq/multi-agent-course#63](https://github.com/hamzafarooq/multi-agent-course/pull/63) | `not_established` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: the course's own `agent.Agent` class; no OpenAI Agents SDK or ADK import in the changed code. | +| [hamzafarooq/multi-agent-course#64](https://github.com/hamzafarooq/multi-agent-course/pull/64) | `not_established` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: the course's own `agent.Agent` class; no OpenAI Agents SDK or ADK import in the changed code. | +| [jpka/attest#3](https://github.com/jpka/attest/pull/3) | `compared` | 2 | 0 | 0 | 0 | 0 | 2 | yes | yes | yes | Q2: `compared`; exactly the two tools added to the base agent `attest_orchestrator`, each row naming the hop it could not follow (`MemoryBank.from_env`, `bank.retrieve` / `bank.generate_memories`). | +| [kkmiecik-coder/CRM#5](https://github.com/kkmiecik-coder/CRM/pull/5) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: OpenAI Agents SDK agent 'Router' has dynamic handoffs at bots_pro/agenci.py:122. | +| [krevetka-is-afk/llm-agent-for-ai-studio#19](https://github.com/krevetka-is-afk/llm-agent-for-ai-studio/pull/19) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: An agent copy at conversation_state.py:129 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Agents SDK; it is not read. | +| [krevetka-is-afk/llm-agent-for-ai-studio#20](https://github.com/krevetka-is-afk/llm-agent-for-ai-studio/pull/20) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: An agent copy at conversation_state.py:173 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Agents SDK; it is not read. | +| [krevetka-is-afk/llm-agent-for-ai-studio#23](https://github.com/krevetka-is-afk/llm-agent-for-ai-studio/pull/23) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Agent 'agent' occurs at different unpaired source paths; select --base-scope/--scope or review relocation. | +| [liauto-siada/siada-cli#6](https://github.com/liauto-siada/siada-cli/pull/6) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: An object's tools, handoffs, MCP servers or sub-agents are changed at agent_hub/context_filter/api_message_transfer_filter.py:46 | +| [lifenyan/agent-desk#8](https://github.com/lifenyan/agent-desk/pull/8) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Application comparison does not yet support mcp_server_source: mcp_server | +| [mezgoodle/Vesta#53](https://github.com/mezgoodle/Vesta/pull/53) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Google ADK agent 'CalendarAgent' uses a dynamic tools expression. | +| [mezgoodle/Vesta#58](https://github.com/mezgoodle/Vesta/pull/58) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Google ADK agent 'KnowledgeAgent' uses a dynamic tools expression. | +| [mezgoodle/Vesta#70](https://github.com/mezgoodle/Vesta/pull/70) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: Google ADK agent 'KnowledgeAgent' uses a dynamic tools expression. | +| [mosnin/realestatecrm#612](https://github.com/mosnin/realestatecrm/pull/612) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: OpenAI Agents SDK agent 'Chippi (broker)' at chippi_broker.py:149 uses a dynamic tools expression | +| [rustic-ai/rustic-ai#419](https://github.com/rustic-ai/rustic-ai/pull/419) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | no | no | no | Not Q0: rustic-ai guild agents (`rustic_ai.core.guild.agent.Agent`), not the OpenAI Agents SDK or ADK. | +| [surrealdb/agent-memory-openai-agents-sdk#1](https://github.com/surrealdb/agent-memory-openai-agents-sdk/pull/1) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: OpenAI Agents SDK agent 'agent' at examples/01_quickstart.py:21 uses a dynamic tools expression | +| [xju2/hepagent#72](https://github.com/xju2/hepagent/pull/72) | `partial` | 0 | 0 | 1 | 0 | 0 | 2 | yes | no | no | Not Q1: `request_slurm_interactive` changed is right (names `subprocess.run`), but the deleted Textual wrapper agent and a bash `function_tool` are not shown. | +| [xju2/hepagent#74](https://github.com/xju2/hepagent/pull/74) | `partial` | 0 | 0 | 0 | 0 | 0 | 0 | yes | no | no | Not Q1: no row; first named limit: OpenAI Agents SDK agent 'Explorer Agent' at agents/explorer.py:231 uses a dynamic tools expression | diff --git a/benchmark/application-q2/results/2026-09-30-6ced6f70.scores.json b/benchmark/application-q2/results/2026-09-30-6ced6f70.scores.json new file mode 100644 index 00000000..6c2c5117 --- /dev/null +++ b/benchmark/application-q2/results/2026-09-30-6ced6f70.scores.json @@ -0,0 +1,350 @@ +{ + "corpus": "application-q2-development", + "build": "6ced6f70", + "scored": "2026-09-30; re-read 2026-10-02 (#926 review)", + "scores": { + "ITMO-NSS-team_FEDOT.MAS-30": { + "answer_id": "sha256:b4bd145e38347286318452ac786bf5457212745b52524413399d44e979ea0a35", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Agent 'adk_agent' occurs at different unpaired source paths; select --base-scope/--scope or review relocation." + }, + "ITMO-NSS-team_FEDOT.MAS-36": { + "answer_id": "sha256:066119709d57c8028fb90efc08ec0c4b2427d4dbd7f5380e51ee729cc3c84838", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: An object's tools, handoffs, MCP servers or sub-agents are changed at packages/fedotmas/src/fedotmas/mas/builder.py:37" + }, + "ITMO-NSS-team_FEDOT.MAS-38": { + "answer_id": "sha256:416e63c92220e31ed0661b249be11506176a3bfd881842855c0f01df6065626d", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: An object's tools, handoffs, MCP servers or sub-agents are changed at maw/builder.py:272" + }, + "ITMO-NSS-team_FEDOT.MAS-42": { + "answer_id": "sha256:347446edebbf9523d25fa3c8e16be6ffa46f85a3a2e655c73369b1c3bc2952a0", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1 (Q0 borderline): it changes which MCP servers the meta-agent's registry keeps and describes, so the tools generated agents receive; no row. First named limit: An object's tools, handoffs, MCP servers or sub-agents are changed at maw/builder.py:272" + }, + "InseeFrLab_GRAAL-33": { + "answer_id": "sha256:2158c197537293ee5ecd72a382cf60c1d9ef1228ad15ea7624f79015062ff6f1", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Application comparison does not yet support langchain: agents/Code2ReText/regenerator.py" + }, + "JSebastianIEU_voice-freight-negotiator-10": { + "answer_id": "sha256:1dc6e0fc434f2b4485fda04adc7aad998e37ae6c80ea7c83bb9063c613c4eb29", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: the agents are LiveKit Agents (`livekit.agents.Agent`), not the OpenAI Agents SDK or ADK." + }, + "JinyanSu1_Agentic-AI-Scientist-2": { + "answer_id": "sha256:1e1f634e359f13f4a0776990fd8101cdd40497369721ad9716499ba3e3828893", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: only `not_established` rows." + }, + "Lling0000_OpenCMO-41": { + "answer_id": "sha256:56e8314370ec10e6afc7a4be2d2d38231bc5376b2d189e4ce6304beff7a10de4", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: A possibly reachable tool has an incomplete binding edge; provide a complete static graph or reviewed declaration." + }, + "SponsioLabs_Sponsio-173": { + "answer_id": "sha256:94605d3919ab2ba1840957453a90762b3f6af7de5cd5bc4c0163374a2c258481", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: library code; the only `tools=` edits are usage examples in docstrings, and no application agent's wiring changes." + }, + "Tiendat2703_MIS_TALENT-5": { + "answer_id": "sha256:218ab968076a66470b2a26000e4a442dc072eeae838533be932183e518bb1a28", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; `Finance_Agent`'s `tools=[*FINANCE_TOOLS, *(... if want_handoff_tool else [])]` is unread (#909)." + }, + "Tiendat2703_MIS_TALENT-6": { + "answer_id": "sha256:afcc13b6b8c909de5d5047d6f43abf27d543bf4e92ad06cc99cb3ca355602125", + "q0": true, + "q1": true, + "q2": false, + "rationale": "Q1, not Q2: the PR's binding changes are the two tools of the new `Finance_Agent_Preflight`, both shown `added`; `Finance_Agent`'s construction and its tools' own definitions are unchanged (only a callee, `validate_finance_data`, changed). The changed agent does not exist at the base." + }, + "Tiendat2703_MIS_TALENT-7": { + "answer_id": "sha256:bcb2093d8455e4de1cb4cbca29deea72d4d7375d1506997fe0940937e20902a3", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: `load_and_validate` changed and `load_service_catalog` added on `Finance_Agent_Preflight` are right; `Finance_Agent`'s row is missing behind `[*FINANCE_TOOLS, ...]` (#909)." + }, + "Tiendat2703_MIS_TALENT-8": { + "answer_id": "sha256:aabdb72737a665dd1474582f8c871b0a2ea71a3c1ec3e461820689d22f982f4d", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: same construction as #7; `Finance_Agent`'s rows are missing (#909)." + }, + "VRSEN_agency-swarm-796": { + "answer_id": "sha256:ef4e448cacf7431f1db372e8c3b651dc83e9ebbe71673a892c2f5c84007edf11", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: agent-framework internals (an MCP client refactor), not an application agent's wiring." + }, + "VRSEN_agency-swarm-804": { + "answer_id": "sha256:7ff7e430c5a6717e1776ae755f2df878069f37a302e7877c94089f7b8c4d1818", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: agent-framework internals (MCP tool discovery), not an application agent's wiring." + }, + "VidulaWickramasinghe_O.R.I.O.N-126": { + "answer_id": "sha256:3647dacc9dcdf0fa661cd27ab8f4b19872f7a41c15f3be6484bca5aa6776d34b", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: 58 changed and 176 `not_established` rows on `orion`; most share one cause (tools not decorated with `@function_tool`), and the uncertain rows are not a complete answer (#914)." + }, + "YaroslavMarkivskyi_internstore-migrate-4": { + "answer_id": "sha256:e23fcc2d3d9675151cda8f9bb224336c68ef85027b5f493fbdaf65bfd6b3128d", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: a hand-written ReAct loop (`ai_assistant.react_loop`); no OpenAI Agents SDK or ADK import in the changed code." + }, + "ZeroRuntimeAI_zeroruntime-python-examples-1": { + "answer_id": "sha256:cb33abb630ea0c9e760907961d8e7f5428b0186c643a367ec183e37dd55afed0", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: ZeroRuntime agents (`from zrt import Agent`), not the OpenAI Agents SDK or ADK." + }, + "ZeroRuntimeAI_zeroruntime-python-examples-5": { + "answer_id": "sha256:29eb7e9e2dba72d79a50284e3748078ae537072b72583a1bf422b73b663da674", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: ZeroRuntime agents (`from zeroruntime import Agent`), not the OpenAI Agents SDK or ADK." + }, + "alliance-genome_agr_ai_curation-842": { + "answer_id": "sha256:535e9c5130644571ddba39bf55d992d0f8d8cc7488f74daba2f800764e85fff3", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: An agent copy at backend/src/lib/agent_studio/custom_agent_service.py:638 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Age…" + }, + "alliance-genome_agr_ai_curation-858": { + "answer_id": "sha256:8169e41fcee338fe51de77cdb25f438a3d3df62c786ee2eb7e9616569bde06e9", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: An agent copy at backend/src/lib/agent_studio/custom_agent_service.py:646 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Age…" + }, + "alliance-genome_agr_ai_curation-860": { + "answer_id": "sha256:80fbfa7855b0da28346c1a64c20d377f2ce26a7e321af6b0773d650f3a98f258", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: An agent copy at backend/src/lib/agent_studio/custom_agent_service.py:724 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Age…" + }, + "buriro-ezekia_cinescout-ai-9": { + "answer_id": "sha256:6c4fbf54b553b5b52716cb8acb17aee6b4316898560a485def8ef7e70b8f856c", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Excluded candidate: {'type': 'mcp', 'path': '.vscode/mcp.json', 'reason': 'mcpServers-style MCP server config (host configuration), not an MCP tools-array export'}" + }, + "carlosdaniel092015-crypto_pastoriza-66": { + "answer_id": "sha256:785f076ab455a93462baa8f5b96e8ffdcfeecf4a716ee959c84bf7eeb1bf7247", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: OpenAI Agents SDK agent constructed at agents/base.py:154 has no literal name, so it cannot be identified; its tools are not read." + }, + "carlosdaniel092015-crypto_pastoriza-69": { + "answer_id": "sha256:31b93cbc64ad4d9cbaa6d0896b46c3b68b697f975da3a530fb61d53aa18af19d", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: OpenAI Agents SDK agent constructed at agents/base.py:154 has no literal name, so it cannot be identified; its tools are not read." + }, + "carlospolop_chack-agent-25": { + "answer_id": "sha256:50452867b6dec75765467698924e1f9f05bb55d845d65bf713f7a74b1f4e7bc6", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: OpenAI Agents SDK agent 'agent' at chack_agent/backends/openai_compaction_backend.py:932 uses a dynamic tools expression" + }, + "cianfhoghlaim_tuatha-1": { + "answer_id": "sha256:e291840038b3ab89bd3f48ef93b21c4d0f540e630ea2582afaae7c0b13238591", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: only `not_established` rows." + }, + "contributory_starchatter-telegram-4": { + "answer_id": "sha256:4f99965528c4ee49ee3f7ea1c7a6d6f0e7726f71e622f1a230560f144572d818", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Excluded candidate: {'type': 'mcp', 'path': '.bolt/mcp.json', 'reason': 'mcpServers-style MCP server config (host configuration), not an MCP tools-array export'}" + }, + "cuppibla_adk_tutorial-7": { + "answer_id": "sha256:869b18bdd805ec36437fe71cfebb3e766164f1caef89e215d0ae090fbf19d4d2", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: every changed line updates a model string (`gemini-2.5-flash` -> `gemini-flash-latest`); no agent's tools, handoffs or sub-agents change." + }, + "cuppibla_adk_tutorial-9": { + "answer_id": "sha256:1ac9596ff3fa1627e144d278b00dba98e204157ec6a352141e59adaf46b69e85", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: its one row (`refiner_agent` -> `update_plan`) is `not_established`, candidate `added`, because the base's `google_search` is unresolved (#910); a candidate row is not an established change." + }, + "evvyraine_skye-next-17": { + "answer_id": "sha256:a167997f3a6d1b5c5ff1b773312024d756803ff18543d7daa29c073179e1e4ec", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Application comparison does not yet support langchain: custom_agents.py" + }, + "geroembser_livekit-agents-1": { + "answer_id": "sha256:d649851a84a51ab4d1a0e8163d134b791943b2bca86937c4fe818b655162b053", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: LiveKit Agents (`livekit.agents`), not the OpenAI Agents SDK or ADK." + }, + "hamzafarooq_multi-agent-course-63": { + "answer_id": "sha256:9a03d5dfbbaa66f4228a74eeaab38a5f858d5e591e64f812f500193c25aadc26", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: the course's own `agent.Agent` class; no OpenAI Agents SDK or ADK import in the changed code." + }, + "hamzafarooq_multi-agent-course-64": { + "answer_id": "sha256:22c6b06a0a73a9193ea61ecfdb2c79cd34210d1662b553534aab7f60479c9c74", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: the course's own `agent.Agent` class; no OpenAI Agents SDK or ADK import in the changed code." + }, + "jpka_attest-3": { + "answer_id": "sha256:96ae1ef48ab27f7f3027686571b1962cba9daa424cf3aef9d13ce01dfed4985d", + "q0": true, + "q1": true, + "q2": true, + "rationale": "Q2: `compared`; exactly the two tools added to the base agent `attest_orchestrator`, each row naming the hop it could not follow (`MemoryBank.from_env`, `bank.retrieve` / `bank.generate_memories`)." + }, + "kkmiecik-coder_CRM-5": { + "answer_id": "sha256:648e1312f5f092dca6693fdd0ea4e464c374019dd34b83f6c8df476cc21ac0b9", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: OpenAI Agents SDK agent 'Router' has dynamic handoffs at bots_pro/agenci.py:122." + }, + "krevetka-is-afk_llm-agent-for-ai-studio-19": { + "answer_id": "sha256:64a98f282c8b7ba5a8b923bdd2fd5f991fd948ef21ca3d61db0e0aa2df595089", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: An agent copy at conversation_state.py:129 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Agents SDK; it is not read." + }, + "krevetka-is-afk_llm-agent-for-ai-studio-20": { + "answer_id": "sha256:1b71a21fa03cb6718bc5fe1f1ece292b5e1fe8273d3e16783c809bb7fe24541a", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: An agent copy at conversation_state.py:173 passes its own tools, handoffs or MCP servers in a module that does not import the OpenAI Agents SDK; it is not read." + }, + "krevetka-is-afk_llm-agent-for-ai-studio-23": { + "answer_id": "sha256:5888fc2fde0b5d9954027b70a5300ce29dab8a191fd7736387c93dd20e944b31", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Agent 'agent' occurs at different unpaired source paths; select --base-scope/--scope or review relocation." + }, + "liauto-siada_siada-cli-6": { + "answer_id": "sha256:83516648610c8b5b910136cfaf90d532c17986cdab8311b8bb51ab45e491f040", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: An object's tools, handoffs, MCP servers or sub-agents are changed at agent_hub/context_filter/api_message_transfer_filter.py:46" + }, + "lifenyan_agent-desk-8": { + "answer_id": "sha256:5e44c0722103db148725deb69d53fd03c38e354a3481522813a4664869478b80", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Application comparison does not yet support mcp_server_source: mcp_server" + }, + "mezgoodle_Vesta-53": { + "answer_id": "sha256:ee6c164510a654f9a1bdac2149a7c474771fd909fdb51cb06c551edad6111d68", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Google ADK agent 'CalendarAgent' uses a dynamic tools expression." + }, + "mezgoodle_Vesta-58": { + "answer_id": "sha256:48d8d6d7059aa8b3d4e52d47fdd77665e8503c02ce21607cec4e8a27c604dcb8", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Google ADK agent 'KnowledgeAgent' uses a dynamic tools expression." + }, + "mezgoodle_Vesta-70": { + "answer_id": "sha256:31b0eb1821051d2a6789a6090020c8352f256abb64f39357f701a8738c993aa9", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: Google ADK agent 'KnowledgeAgent' uses a dynamic tools expression." + }, + "mosnin_realestatecrm-612": { + "answer_id": "sha256:2a558f5bcb8bc3df7ae6f73f532b2414167754b47130be5addf42c8152d7f34e", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: OpenAI Agents SDK agent 'Chippi (broker)' at chippi_broker.py:149 uses a dynamic tools expression" + }, + "rustic-ai_rustic-ai-419": { + "answer_id": "sha256:48241036cf641e3f138fc33131043a6eb408d5a695b2654670d0a49ce74622a7", + "q0": false, + "q1": false, + "q2": false, + "rationale": "Not Q0: rustic-ai guild agents (`rustic_ai.core.guild.agent.Agent`), not the OpenAI Agents SDK or ADK." + }, + "surrealdb_agent-memory-openai-agents-sdk-1": { + "answer_id": "sha256:e3e63926b4e4226a3d61d780ed466d00893ddf96ff08b2f7b6f633a452dd23cd", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: OpenAI Agents SDK agent 'agent' at examples/01_quickstart.py:21 uses a dynamic tools expression" + }, + "xju2_hepagent-72": { + "answer_id": "sha256:8f7503f1b083bec903ce00e617c158b754a067d03773883c66d3ec80ee34ba49", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: `request_slurm_interactive` changed is right (names `subprocess.run`), but the deleted Textual wrapper agent and a bash `function_tool` are not shown." + }, + "xju2_hepagent-74": { + "answer_id": "sha256:295205a705739a733ac9f8a11b4079107751cac297874ffd400205da06fe5628", + "q0": true, + "q1": false, + "q2": false, + "rationale": "Not Q1: no row; first named limit: OpenAI Agents SDK agent 'Explorer Agent' at agents/explorer.py:231 uses a dynamic tools expression" + } + } +} diff --git a/benchmark/application-q2/run.py b/benchmark/application-q2/run.py new file mode 100644 index 00000000..4cedb38d --- /dev/null +++ b/benchmark/application-q2/run.py @@ -0,0 +1,237 @@ +"""Run one engine's ``diff --application`` over an application review corpus. + +Usage: + python benchmark/application-q2/run.py --engine ./shipgate \ + --corpus benchmark/application-q2/development.json \ + --clones ~/.cache/shipgate-q2/repos --out ~/.cache/shipgate-q2/out- \ + [--fetch] [--jobs 4] + +Clones are full-object, one per repository (``__``), and each +member's pins are kept under ``refs/q2//base`` and ``refs/q2//head`` +so garbage collection cannot drop a head no branch reaches. ``--fetch`` is the +only step that touches the network: it clones a missing repository and fetches +a member's pins when they are not already complete. Every other git call runs +with lazy fetching disabled, and the diff itself never fetches: each run is +``diff --application --base --head --json`` in the clone's +root with no ``--scope``, so the scope is derived from the change, as it is for +a new user. + +Per member it writes ``.json`` (the engine's stdout, only when it exits +0), ``.err`` (its stderr tail) and a row in ``runs.json``: ``status`` is +``ok``, ``refused`` (the engine exited non-zero, e.g. ``objects_missing``), +``timeout`` or ``unavailable`` (a pin could not be obtained), with the exit +code, seconds and reason. Outputs a member already had in ``--out``, and the +previous ``runs.json``, are removed first, so a stale answer can never stand in +for this run's, and a run that stops early leaves no ``runs.json`` for +``summarize.py`` to read. The exit code is 0 only when every member answered +with ``ok``. +""" + +from __future__ import annotations + +import argparse +import json +import os +import shutil +import subprocess +import sys +import time +from collections import defaultdict +from concurrent.futures import ThreadPoolExecutor +from pathlib import Path + +DIFF_TIMEOUT_SECONDS = 900 +NETWORK_TIMEOUT_SECONDS = 600 +#: Never prompt for credentials (a deleted or private repository would block on +#: a terminal prompt) and never fetch lazily while probing. +_GIT_ENV = {"GIT_TERMINAL_PROMPT": "0", "GIT_NO_LAZY_FETCH": "1"} + + +def _git(clone: Path, *args: str, timeout: int = 60) -> subprocess.CompletedProcess[str]: + return subprocess.run( + ["git", "-C", str(clone), *args], + capture_output=True, + text=True, + timeout=timeout, + env={**os.environ, **_GIT_ENV}, + ) + + +def clone_dir(clones: Path, repository: str) -> Path: + return clones / repository.replace("/", "__") + + +def complete(clone: Path, sha: str | None) -> bool: + """The commit and every object of its tree are present, fetched lazily or not.""" + + if not sha: + return False + return _git(clone, "rev-list", "--objects", "--no-walk", "--quiet", sha).returncode == 0 + + +def _pin(clone: Path, slug: str, side: str, sha: str) -> None: + _git(clone, "update-ref", f"refs/q2/{slug}/{side}", sha) + + +def prepare_repository(repository: str, members: list[dict], clones: Path, fetch: bool) -> dict[str, str]: + """Make every member's pins complete in its repository's clone. + + Returns ``{slug: reason}`` for each member whose pins could not be made + complete; every other member is runnable. + """ + + clone = clone_dir(clones, repository) + reasons: dict[str, str] = {} + if not (clone / ".git").is_dir(): + if not fetch: + return {member["slug"]: f"no clone of {repository}; rerun with --fetch" for member in members} + clone.parent.mkdir(parents=True, exist_ok=True) + try: + cloned = subprocess.run( + ["git", "clone", "-q", "--no-checkout", "--no-tags", + f"https://github.com/{repository}.git", str(clone)], + capture_output=True, text=True, timeout=NETWORK_TIMEOUT_SECONDS, + env={**os.environ, **_GIT_ENV}, + ) + except subprocess.TimeoutExpired: + return {member["slug"]: f"clone of {repository} timed out" for member in members} + if cloned.returncode != 0: + detail = cloned.stderr.strip()[-300:] or f"exit {cloned.returncode}" + return {member["slug"]: f"clone of {repository} failed: {detail}" for member in members} + for member in members: + slug, base, head = member["slug"], member.get("merge_base"), member.get("head") + if not base or not head: + reasons[slug] = member.get("unavailable_reason") or "the member has no pinned commits" + continue + try: + reason = _prepare_member(clone, member, fetch) + except subprocess.TimeoutExpired: + reason = "a git call timed out while checking or pinning the commits" + if reason is not None: + reasons[slug] = reason + return reasons + + +def _prepare_member(clone: Path, member: dict, fetch: bool) -> str | None: + """Why ``member``'s pins are not complete in ``clone``, or None once pinned.""" + + slug, base, head = member["slug"], member["merge_base"], member["head"] + if not (complete(clone, base) and complete(clone, head)) and fetch: + # Explicit refspecs, so a head no branch reaches is fetched, and + # ``--refetch --no-filter`` so a blobless (promisor) clone receives + # every object of both pins rather than inheriting its filter. + try: + fetched = _git( + clone, "fetch", "-q", "--no-tags", "--refetch", "--no-filter", "origin", + f"+refs/pull/{member['number']}/head:refs/q2/{slug}/fetched-head", base, head, + timeout=NETWORK_TIMEOUT_SECONDS, + ) + except subprocess.TimeoutExpired: + return "fetching the pinned commits timed out" + if fetched.returncode != 0 and not (complete(clone, base) and complete(clone, head)): + return "fetching the pinned commits failed: " + ( + fetched.stderr.strip()[-300:] or f"exit {fetched.returncode}" + ) + missing = [label for label, sha in (("merge base", base), ("head", head)) if not complete(clone, sha)] + if missing: + return " and ".join(missing) + " not complete in the clone" + ( + "" if fetch else "; rerun with --fetch" + ) + _pin(clone, slug, "base", base) + _pin(clone, slug, "head", head) + return None + + +def run_member(member: dict, *, engine: list[str], clones: Path, out: Path) -> dict: + slug = member["slug"] + clone = clone_dir(clones, member["repository"]) + started = time.monotonic() + command = [ + *engine, "diff", "--application", + "--base", member["merge_base"], "--head", member["head"], "--json", + ] + try: + result = subprocess.run( + command, cwd=clone, capture_output=True, text=True, + timeout=DIFF_TIMEOUT_SECONDS, env={**os.environ, **_GIT_ENV}, + ) + except subprocess.TimeoutExpired: + return {"slug": slug, "status": "timeout", "exit_code": None, + "seconds": round(time.monotonic() - started, 1), + "reason": f"diff exceeded {DIFF_TIMEOUT_SECONDS} s"} + (out / f"{slug}.err").write_text(result.stderr[-4000:], encoding="utf-8") + if result.returncode == 0: + (out / f"{slug}.json").write_text(result.stdout, encoding="utf-8") + return { + "slug": slug, + "status": "ok" if result.returncode == 0 else "refused", + "exit_code": result.returncode, + "seconds": round(time.monotonic() - started, 1), + "reason": None if result.returncode == 0 else (result.stderr.strip()[-300:] or None), + } + + +def resolve_engine(spelling: str) -> list[str]: + """The engine as an argv prefix: a path, or a console script on PATH.""" + + path = Path(spelling).expanduser() + if os.sep in spelling or path.exists(): + resolved = path.resolve() + if not resolved.exists(): + raise SystemExit(f"engine not found: {spelling}") + return [str(resolved)] + found = shutil.which(spelling) + if found is None: + raise SystemExit(f"engine not found on PATH: {spelling}") + return [found] + + +def main(argv: list[str] | None = None) -> int: + parser = argparse.ArgumentParser(description=__doc__.split("\n\n")[0]) + parser.add_argument("--engine", required=True, help="Launcher path or console script to measure.") + parser.add_argument("--corpus", type=Path, required=True) + parser.add_argument("--clones", type=Path, required=True) + parser.add_argument("--out", type=Path, required=True) + parser.add_argument("--fetch", action="store_true", help="Clone and fetch missing pins first.") + parser.add_argument("--jobs", type=int, default=4) + args = parser.parse_args(argv) + + engine = resolve_engine(args.engine) + corpus = json.loads(args.corpus.read_text(encoding="utf-8")) + members = corpus["members"] + args.out.mkdir(parents=True, exist_ok=True) + (args.out / "runs.json").unlink(missing_ok=True) + for member in members: + for suffix in (".json", ".err"): + (args.out / f"{member['slug']}{suffix}").unlink(missing_ok=True) + + by_repository: dict[str, list[dict]] = defaultdict(list) + for member in members: + by_repository[member["repository"]].append(member) + records: dict[str, dict] = {} + with ThreadPoolExecutor(max(1, args.jobs)) as pool: + prepared = pool.map( + lambda item: prepare_repository(item[0], item[1], args.clones, args.fetch), + sorted(by_repository.items()), + ) + for reasons in prepared: + for slug, reason in reasons.items(): + records[slug] = {"slug": slug, "status": "unavailable", "exit_code": None, + "seconds": 0.0, "reason": reason} + runnable = [member for member in members if member["slug"] not in records] + for record in pool.map( + lambda member: run_member(member, engine=engine, clones=args.clones, out=args.out), + runnable, + ): + records[record["slug"]] = record + print(f"{record['slug']}\t{record['status']}\t{record['seconds']}", flush=True) + ordered = [records[member["slug"]] for member in members] + (args.out / "runs.json").write_text(json.dumps(ordered, indent=2) + "\n", encoding="utf-8") + failed = [record["slug"] for record in ordered if record["status"] != "ok"] + if failed: + print(f"{len(failed)} of {len(ordered)} members did not answer: {', '.join(failed)}", file=sys.stderr) + return 0 if not failed else 1 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/benchmark/application-q2/summarize.py b/benchmark/application-q2/summarize.py new file mode 100644 index 00000000..b40f36f9 --- /dev/null +++ b/benchmark/application-q2/summarize.py @@ -0,0 +1,175 @@ +"""Count what a corpus run produced, and join it with the hand-scored levels. + +Usage: + python benchmark/application-q2/summarize.py \ + --corpus benchmark/application-q2/development.json --out \ + [--scores benchmark/application-q2/results/.scores.json] [--markdown] + +The counts are mechanical: each member's run status (``runs.json``), the +comparison status, rows by change kind, and the row sides that name an +outbound call or a hop the reach reader could not follow. The Q levels are +not; they come from ``--scores``, written by hand against the source (see the +README's scoring protocol), and are only joined, never derived. A score names +the ``answer_id`` of the output it judged: the digest of the answer without +the engine's own identity. When this run produced a different answer, the +score is stale, listed as such and not counted, so a level cannot carry over +onto an output nobody read. +""" + +from __future__ import annotations + +import argparse +import collections +import hashlib +import json +import sys +from pathlib import Path + +CHANGE_KINDS = ("added", "removed", "changed", "not_established") +#: What identifies the engine rather than its answer. ``comparison_id`` digests +#: these too (version, Python, platform, build), so the same answer from +#: another machine or release has another ``comparison_id``. +ENGINE_FIELDS = ("engine", "comparison_id") + + +def answer_id(payload: dict) -> str: + """The digest of an answer: the engine's output without its own identity.""" + + answer = {key: value for key, value in payload.items() if key not in ENGINE_FIELDS} + encoded = json.dumps(answer, sort_keys=True, separators=(",", ":"), ensure_ascii=False) + return "sha256:" + hashlib.sha256(encoded.encode("utf-8")).hexdigest() + + +def summarize_member(record: dict, payload: dict | None) -> dict: + rows = collections.Counter() + sides_with_calls = sides_with_hop = 0 + for row in (payload or {}).get("rows", []): + rows[row.get("change")] += 1 + for side in (row.get("before"), row.get("after")): + reach = (side or {}).get("reach") or {} + sides_with_calls += bool(reach.get("calls")) + sides_with_hop += bool(reach.get("limits")) + if record.get("status") == "ok" and payload is not None: + status = payload.get("comparison_status") or "no_status" + else: + status = record.get("status") or "no_record" + return { + "status": status, + "answer_id": answer_id(payload) if payload is not None else None, + "rows": {kind: rows.get(kind, 0) for kind in CHANGE_KINDS}, + "sides_with_calls": sides_with_calls, + "sides_with_unresolved_hop": sides_with_hop, + } + + +def load_run(corpus: dict, out: Path) -> dict[str, dict]: + runs = out / "runs.json" + if not runs.is_file(): + raise SystemExit(f"{out} holds no runs.json; it is not a run.py output directory") + records = {record["slug"]: record for record in json.loads(runs.read_text(encoding="utf-8"))} + members = {} + for member in corpus["members"]: + record = records.get(member["slug"], {}) + payload = None + if record.get("status") == "ok": + path = out / f"{member['slug']}.json" + try: + payload = json.loads(path.read_text(encoding="utf-8")) + except (OSError, json.JSONDecodeError): + record = {**record, "status": "unreadable_output"} + members[member["slug"]] = summarize_member(record, payload) + return members + + +def current_scores(members: dict[str, dict], scores: dict[str, dict]) -> tuple[dict[str, dict], list[str]]: + """The scores that judged this run's answer, and the slugs whose score did not.""" + + current: dict[str, dict] = {} + stale: list[str] = [] + for slug, score in scores.items(): + if score.get("answer_id") == members.get(slug, {}).get("answer_id"): + current[slug] = score + else: + stale.append(slug) + return current, sorted(stale) + + +def totals(members: dict[str, dict], scores: dict[str, dict]) -> dict: + current, stale = current_scores(members, scores) + status = collections.Counter(item["status"] for item in members.values()) + rows = collections.Counter() + for item in members.values(): + rows.update(item["rows"]) + return { + "members": len(members), + "status": dict(sorted(status.items())), + "members_with_rows": sum(1 for item in members.values() if sum(item["rows"].values())), + "rows": {kind: rows.get(kind, 0) for kind in CHANGE_KINDS}, + "sides_with_calls": sum(item["sides_with_calls"] for item in members.values()), + "sides_with_unresolved_hop": sum(item["sides_with_unresolved_hop"] for item in members.values()), + "scored": len(current), + "stale_scores": stale, + "q0": sum(score["q0"] is True for score in current.values()), + "q1": sum(score["q1"] is True for score in current.values()), + "q2": sum(score["q2"] is True for score in current.values()), + } + + +def _mark(value: object) -> str: + return {True: "yes", False: "no"}.get(value, "—") + + +def markdown(corpus: dict, members: dict[str, dict], scores: dict[str, dict]) -> str: + current, _ = current_scores(members, scores) + lines = [ + "| Pull request | Status | +added | −removed | ~changed | ?not established | calls | hops | Q0 | Q1 | Q2 | Rationale |", + "| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | --- | --- | --- | --- |", + ] + for member in corpus["members"]: + item = members[member["slug"]] + score = current.get(member["slug"], {}) + rows = item["rows"] + lines.append( + f"| [{member['repository']}#{member['number']}]({member['url']}) | `{item['status']}` " + f"| {rows['added']} | {rows['removed']} | {rows['changed']} | {rows['not_established']} " + f"| {item['sides_with_calls']} | {item['sides_with_unresolved_hop']} " + f"| {_mark(score.get('q0'))} | {_mark(score.get('q1'))} | {_mark(score.get('q2'))} " + f"| {score.get('rationale', 'not scored for this answer')} |" + ) + return "\n".join(lines) + "\n" + + +def load_scores(path: Path | None, corpus: dict) -> dict[str, dict]: + if path is None: + return {} + document = json.loads(path.read_text(encoding="utf-8")) + if document.get("corpus") != corpus.get("corpus"): + raise SystemExit( + f"{path} scores corpus {document.get('corpus')!r}, not {corpus.get('corpus')!r}" + ) + scores = document["scores"] + unknown = sorted(set(scores) - {member["slug"] for member in corpus["members"]}) + if unknown: + raise SystemExit(f"scores name members outside the corpus: {unknown}") + return scores + + +def main(argv: list[str] | None = None) -> int: + parser = argparse.ArgumentParser(description=__doc__.split("\n\n")[0]) + parser.add_argument("--corpus", type=Path, required=True) + parser.add_argument("--out", type=Path, required=True, help="A run.py output directory.") + parser.add_argument("--scores", type=Path, help="A results/*.scores.json for this corpus.") + parser.add_argument("--markdown", action="store_true", help="Print the per-member ledger table.") + args = parser.parse_args(argv) + corpus = json.loads(args.corpus.read_text(encoding="utf-8")) + scores = load_scores(args.scores, corpus) + members = load_run(corpus, args.out) + if args.markdown: + sys.stdout.write(markdown(corpus, members, scores)) + else: + print(json.dumps(totals(members, scores), indent=2, sort_keys=True)) + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/docs/release-runbook.md b/docs/release-runbook.md index 00ff38bc..15a371a7 100644 --- a/docs/release-runbook.md +++ b/docs/release-runbook.md @@ -518,6 +518,13 @@ The shape that holds: `docs/changelog/.md`, and leave a one-line-per-change section behind. This is the release body; verification refuses a tag with no matching section, and refuses one over 125,000 characters. + That record also states the application review count: run + [`benchmark/application-q2`](../benchmark/application-q2/README.md#every-release) + on both corpora with the release build, hand-score the rows that changed + since the previous ledger, commit the new ledger, and write + `Q2: n/49 development, m/≥30 holdout` with the change since the previous + release (#908). While the holdout has no pins, the line says so in place of + `m`. No success rate or market claim is made from either corpus. 2. Stamp `` on `STABILITY.md`'s title and on every `## Migration Note: unreleased` heading. 3. Confirm `pyproject.toml` has the release version, @@ -602,7 +609,10 @@ proves and in what the release carries. To cut one: 1. Land a reviewed change declaring the version `advisory`. Once a tag for a - version exists, its entry cannot change. + version exists, its entry cannot change. The same change writes the + release record `docs/changelog/.md`, which states the + application review count exactly as step 1 of + [§ Cutting the release](#cutting-the-release) describes (#908). 2. Dispatch **Release Engine Smoke (unqualified)** on the release commit. Its wheel is the one that will be published. 3. Dispatch **Advisory Release Rehearsal** on the same commit. diff --git a/tests/test_application_q2_benchmark.py b/tests/test_application_q2_benchmark.py new file mode 100644 index 00000000..fd4f8a03 --- /dev/null +++ b/tests/test_application_q2_benchmark.py @@ -0,0 +1,412 @@ +"""The application review benchmark stays reproducible and honest (#908). + +`benchmark/application-q2/` holds the development corpus, the frozen holdout +rule and its recorded pool, the runner and the per-build ledgers that #868's +Q1/Q2 counts come from. These tests hold the files to the contract the README +states: pinned commits, one hand score per member that names the answer it +judged, a ledger that says what its scores say, levels that imply each other, +a summarizer whose counts are mechanical, and a holdout rule that cannot move +once frozen. They run no engine and fetch nothing. +""" + +from __future__ import annotations + +import hashlib +import importlib.util +import json +import re +import subprocess +from pathlib import Path + +import pytest + +ROOT = Path(__file__).resolve().parents[1] +BENCH = ROOT / "benchmark" / "application-q2" +SHA = re.compile(r"^[0-9a-f]{40}$") +LEVELS = ("q0", "q1", "q2") + + +def _module(name: str): + spec = importlib.util.spec_from_file_location(f"application_q2_{name}", BENCH / f"{name}.py") + assert spec and spec.loader + module = importlib.util.module_from_spec(spec) + spec.loader.exec_module(module) + return module + + +summarize = _module("summarize") +pool_script = _module("pool") +run = _module("run") +DEVELOPMENT = json.loads((BENCH / "development.json").read_text(encoding="utf-8")) +HOLDOUT = json.loads((BENCH / "holdout.json").read_text(encoding="utf-8")) +POOL = json.loads((BENCH / "pool.json").read_text(encoding="utf-8")) +CORPORA = {DEVELOPMENT["corpus"]: DEVELOPMENT["members"], HOLDOUT["corpus"]: HOLDOUT["members"]} +SCORES = sorted((BENCH / "results").glob("*.scores.json")) +README = (BENCH / "README.md").read_text(encoding="utf-8") + + +def test_the_development_corpus_is_pinned_and_unique() -> None: + members = DEVELOPMENT["members"] + assert len(members) == 49 + slugs = [member["slug"] for member in members] + assert len(set(slugs)) == len(slugs) + for member in members: + assert SHA.match(member["merge_base"]), member["slug"] + assert SHA.match(member["head"]), member["slug"] + assert member["merge_base"] != member["head"], member["slug"] + assert member["state"] in {"merged", "open"}, member["slug"] + assert member["url"] == f"https://github.com/{member['repository']}/pull/{member['number']}" + assert member["admitted_by"] in DEVELOPMENT["selection"], member["slug"] + assert set(member["frameworks"]) <= {"openai_agents_sdk", "google_adk"}, member["slug"] + assert sum(member["state"] == "merged" for member in members) == 46 + + +def _ledger_rows(path: Path) -> dict[str, list[str]]: + rows = {} + for line in path.read_text(encoding="utf-8").splitlines(): + if line.startswith("| ["): + cells = [cell.strip() for cell in line.strip("|").split("|")] + assert len(cells) == 12, line + url = re.search(r"\]\((https://[^)]+)\)", cells[0]).group(1) + rows[url] = cells + return rows + + +@pytest.mark.parametrize("scores_path", SCORES, ids=lambda path: path.name) +def test_every_ledger_says_what_its_scores_say(scores_path: Path) -> None: + document = json.loads(scores_path.read_text(encoding="utf-8")) + members = CORPORA[document["corpus"]] + scores = document["scores"] + assert set(scores) == {member["slug"] for member in members} + ledger = scores_path.with_name(scores_path.name.replace(".scores.json", ".md")) + assert ledger.is_file(), f"{scores_path.name} has no ledger beside it" + rows = _ledger_rows(ledger) + assert len(rows) == len(members) + + mark = {True: "yes", False: "no"} + counts = {level: 0 for level in LEVELS} + for member in members: + score = scores[member["slug"]] + assert set(score) == {"answer_id", *LEVELS, "rationale"}, member["slug"] + assert re.fullmatch(r"sha256:[0-9a-f]{64}", score["answer_id"]), member["slug"] + assert all(isinstance(score[level], bool) for level in LEVELS), member["slug"] + assert score["rationale"].strip() and "|" not in score["rationale"], member["slug"] + # Q2 is Q1 and more; Q1 is only scored on a relevant pull request. + assert not score["q2"] or score["q1"], member["slug"] + assert not score["q1"] or score["q0"], member["slug"] + cells = rows[member["url"]] + assert [cells[8], cells[9], cells[10]] == [mark[score[level]] for level in LEVELS], member["slug"] + assert cells[11] == score["rationale"], member["slug"] + if score["q1"]: + # A Q1 answer states a change: an added, removed or changed row. + assert sum(int(cells[index]) for index in (2, 3, 4)) > 0, member["slug"] + for level in LEVELS: + counts[level] += score[level] + text = ledger.read_text(encoding="utf-8") + total = len(members) + expected = f"**Q0: {counts['q0']}/{total}. Q1: {counts['q1']}/{total}. Q2: {counts['q2']}/{total}**" + assert expected in text + + +def test_the_2026_09_30_ledger_reproduces_the_published_counts() -> None: + ledger = (BENCH / "results" / "2026-09-30-6ced6f70.md").read_text(encoding="utf-8") + for line in ( + "1 `compared`, 42 `partial`, 6 `not_established`", + "Pull requests with any row: 9 of 49", + "**Q0: 37/49. Q1: 2/49. Q2: 1/49**", + ): + assert line in ledger + rows = _ledger_rows(BENCH / "results" / "2026-09-30-6ced6f70.md") + columns = {name: index for index, name in enumerate(("added", "removed", "changed", "not_established"), 2)} + totals = {name: sum(int(cells[index]) for cells in rows.values()) for name, index in columns.items()} + assert totals == {"added": 8, "removed": 0, "changed": 60, "not_established": 230} + + +def _write_run(out: Path, records: list[dict], outputs: dict[str, dict]) -> None: + out.mkdir(parents=True, exist_ok=True) + (out / "runs.json").write_text(json.dumps(records), encoding="utf-8") + for slug, payload in outputs.items(): + (out / f"{slug}.json").write_text(json.dumps(payload), encoding="utf-8") + + +def test_the_counts_are_mechanical_and_the_levels_are_only_joined(tmp_path: Path) -> None: + corpus = {"corpus": "toy", "members": [ + {"slug": slug, "repository": f"o/{slug}", "number": 1, "url": "u"} for slug in "abcde" + ]} + side = {"reach": {"calls": [{"method": "GET"}], "limits": []}} + hop = {"reach": {"calls": [], "limits": [{"at": "x.py:1"}]}} + answer_a = {"comparison_status": "compared", "comparison_id": "sha256:a", "rows": [ + {"change": "added", "before": None, "after": side}, + {"change": "changed", "before": hop, "after": hop}, + ]} + answer_b = {"comparison_status": "partial", "comparison_id": "sha256:b", "rows": []} + _write_run( + tmp_path, + [{"slug": "a", "status": "ok"}, {"slug": "b", "status": "ok"}, + {"slug": "c", "status": "refused"}, {"slug": "d", "status": "timeout"}, + {"slug": "e", "status": "unavailable"}], + { + "a": answer_a, + "b": answer_b, + # A stale file from an earlier run beside a refused member is never read. + "c": {"comparison_status": "compared", "comparison_id": "sha256:old", "rows": []}, + }, + ) + members = summarize.load_run(corpus, tmp_path) + scores = { + "a": {"answer_id": summarize.answer_id(answer_a), "q0": True, "q1": True, "q2": False, "rationale": "x"}, + # Judged another answer than the one this run produced: stale. + "b": {"answer_id": summarize.answer_id({**answer_b, "rows": [{"change": "added"}]}), + "q0": True, "q1": True, "q2": True, "rationale": "y"}, + } + totals = summarize.totals(members, scores) + + assert totals["status"] == {"compared": 1, "partial": 1, "refused": 1, "timeout": 1, "unavailable": 1} + assert totals["members_with_rows"] == 1 + assert totals["rows"] == {"added": 1, "removed": 0, "changed": 1, "not_established": 0} + assert totals["sides_with_calls"] == 1 + assert totals["sides_with_unresolved_hop"] == 2 + assert totals["stale_scores"] == ["b"] + assert (totals["scored"], totals["q0"], totals["q1"], totals["q2"]) == (1, 1, 1, 0) + + with pytest.raises(SystemExit, match="runs.json"): + summarize.load_run(corpus, tmp_path / "typo") + + +def test_a_score_survives_another_machine_or_release(tmp_path: Path) -> None: + # ``comparison_id`` digests the engine's version, Python, platform and build: + # the same answer read elsewhere keeps its score, and a different answer + # does not (#926 review). + corpus = {"corpus": "toy", "members": [{"slug": "a", "repository": "o/a", "number": 1, "url": "u"}]} + answer = {"comparison_status": "compared", "rows": [{"change": "added"}], + "engine": {"version": "1.2.0", "platform": "darwin"}, "comparison_id": "sha256:1"} + score = {"answer_id": summarize.answer_id(answer), "q0": True, "q1": True, "q2": True, "rationale": "x"} + elsewhere = {**answer, "engine": {"version": "1.3.0", "platform": "linux"}, "comparison_id": "sha256:2"} + _write_run(tmp_path, [{"slug": "a", "status": "ok"}], {"a": elsewhere}) + assert summarize.totals(summarize.load_run(corpus, tmp_path), {"a": score})["q2"] == 1 + moved = {**elsewhere, "rows": [{"change": "changed"}]} + _write_run(tmp_path, [{"slug": "a", "status": "ok"}], {"a": moved}) + totals = summarize.totals(summarize.load_run(corpus, tmp_path), {"a": score}) + assert (totals["q2"], totals["stale_scores"]) == (0, ["a"]) + + +def test_the_readme_quotes_868s_levels_verbatim() -> None: + for definition in ( + "**Q0 (relevant):** the PR changes an SDK/ADK agent's tools, handoffs or sub-agents in application code.", + "**Q1 (correct and complete):** every binding change on the affected agents appears, with no false rows, and `compared` is never reported while a binding is unobservable.", + "**Q2 (useful):** Q1, the PR modifies an agent that exists at the base, and each changed row names what the tool reaches (#872) or names the unresolved hop.", + "**Any material omission or false row disqualifies the case.**", + ): + assert definition in README + + +def test_the_holdout_rule_is_frozen_by_its_digest() -> None: + # Editing a definition or any step changes this digest; holdout.json records + # the frozen one, so a change shows up here and in review rather than + # silently. Step 4 reads "a binding change, as defined above", so the + # definitions are frozen with the steps (#926 review). + section = README[README.index("## Definitions"):README.index("## Every release")] + assert "**A binding change**" in section and "## Holdout selection rule" in section + assert hashlib.sha256(section.encode()).hexdigest() == HOLDOUT["rule_sha256"] + # The pool is part of the rule: an edit to it is as visible as one to a step. + assert hashlib.sha256((BENCH / "pool.json").read_bytes()).hexdigest() == HOLDOUT["pool_sha256"] + assert HOLDOUT["window_start"] == "2026-10-02T00:00:00Z" + assert "`2026-10-02T00:00:00Z`" in section + assert HOLDOUT["target_members"] == 30 and "first 30 members" in section + + +def test_the_pool_was_recorded_with_every_request() -> None: + assert POOL["queries"] == list(pool_script.QUERIES) + assert POOL["size_shards"] == list(pool_script.SIZE_SHARDS) + assert POOL["generated_at"] < "2026-10-03" + assert POOL["repositories"] == sorted(set(POOL["repositories"])) + seen = set() + for request in POOL["requests"]: + assert request["query"].startswith(tuple(POOL["queries"])) + seen.update(request["repositories"]) + assert seen == set(POOL["repositories"]) and len(seen) > 100 + + +def test_a_pinned_holdout_follows_its_rule() -> None: + if HOLDOUT["status"] == "awaiting_window": + assert HOLDOUT["members"] == [] and HOLDOUT["skipped"] == [] + return + members = HOLDOUT["members"] + assert len(members) == HOLDOUT["target_members"] + development = {member["repository"] for member in DEVELOPMENT["members"]} + walked = sorted([*members, *HOLDOUT["skipped"]], key=lambda item: (item["created_at"], item["url"])) + assert [item["url"] for item in walked if item in members] == [item["url"] for item in members] + for item in walked: + assert item["reason"].strip() + assert item["created_at"] >= HOLDOUT["window_start"] + assert item["repository"] in POOL["repositories"] + assert item["repository"] not in development + for member in members: + if member.get("unavailable_reason"): + assert member["merge_base"] is None and member["head"] is None + else: + assert SHA.match(member["merge_base"]) and SHA.match(member["head"]) + + +def test_every_release_after_1_2_0_records_the_count() -> None: + runbook = (ROOT / "docs" / "release-runbook.md").read_text(encoding="utf-8") + assert runbook.count("benchmark/application-q2") >= 1 + assert "`Q2: n/49 development, m/≥30 holdout`" in runbook + advisory = runbook[runbook.index("## The advisory release channel"):] + assert "application review count" in advisory + + def version(path: Path) -> tuple[int, ...]: + return tuple(int(part) for part in path.stem.split(".")) + + for record in sorted((ROOT / "docs" / "changelog").glob("*.md")): + if version(record) > (1, 2, 0): + text = record.read_text(encoding="utf-8") + assert re.search(r"Q2: \d+/49 development", text), f"{record.name} lacks the Q2 line" + + +# -- the runner: a failed rerun never reports an earlier answer (#926 review) ------ + + +def _runner_case(tmp_path: Path, slugs: tuple[str, ...]) -> tuple[dict, Path, Path, Path]: + members = [ + {"slug": slug, "repository": f"o/{slug}", "number": 1, + "merge_base": "a" * 40, "head": "b" * 40} + for slug in slugs + ] + corpus = {"corpus": "toy", "members": members} + corpus_path = tmp_path / "corpus.json" + corpus_path.write_text(json.dumps(corpus)) + clones, out = tmp_path / "clones", tmp_path / "out" + for slug in slugs: + (clones / f"o__{slug}" / ".git").mkdir(parents=True) + engine = tmp_path / "engine" + engine.write_text("") + return corpus, corpus_path, clones, out + + +def _git_ok(command: list[str]) -> subprocess.CompletedProcess: + return subprocess.CompletedProcess(command, 0, "", "") + + +@pytest.mark.parametrize("outcome", ["success", "refused", "timeout", "unavailable", "fetch_failed"]) +def test_a_rerun_reports_current_outputs_and_fails_for_any_failed_member( + tmp_path: Path, monkeypatch: pytest.MonkeyPatch, outcome: str +) -> None: + corpus, corpus_path, clones, out = _runner_case(tmp_path, ("case",)) + if outcome == "fetch_failed": + # No clone yet: ``--fetch`` has to make one, and the clone fails. + (clones / "o__case" / ".git").rmdir() + # An earlier run in the same directory, and a file of another corpus. + _write_run(out, [{"slug": "case", "status": "ok"}], + {"case": {"comparison_status": "compared", "rows": [{"change": "added"}]}}) + (out / "case.err").write_text("previous build diagnostic") + (out / "other.json").write_text("unrelated output") + current = {"comparison_status": "partial", "rows": [{"change": "removed"}]} + engine_calls = [] + + def fake_run(command, **kwargs): + if command[0] == "git": + if "clone" in command: + return subprocess.CompletedProcess(command, 128, "", "fatal: repository not found") + return _git_ok(command) + engine_calls.append(command) + if outcome == "timeout": + raise subprocess.TimeoutExpired(command, kwargs["timeout"]) + if outcome == "refused": + return subprocess.CompletedProcess(command, 2, "", "current refusal") + return subprocess.CompletedProcess(command, 0, json.dumps(current), "") + + monkeypatch.setattr(run, "complete", lambda clone, sha: outcome != "unavailable") + monkeypatch.setattr(run.subprocess, "run", fake_run) + args = ["--engine", str(tmp_path / "engine"), "--corpus", str(corpus_path), + "--clones", str(clones), "--out", str(out)] + if outcome == "fetch_failed": + args.append("--fetch") + + exit_code = run.main(args) + (record,) = json.loads((out / "runs.json").read_text()) + summary = summarize.load_run(corpus, out)["case"] + + assert exit_code == (0 if outcome == "success" else 1) + assert (out / "other.json").read_text() == "unrelated output" + assert summary["rows"]["added"] == 0 + assert "previous build" not in ((out / "case.err").read_text() if (out / "case.err").exists() else "") + assert len(engine_calls) == (0 if outcome in {"unavailable", "fetch_failed"} else 1) + if outcome == "success": + assert (record["status"], summary["status"], summary["rows"]["removed"]) == ("ok", "partial", 1) + else: + expected = {"refused": "refused", "timeout": "timeout"}.get(outcome, "unavailable") + assert record["status"] == summary["status"] == expected + assert record["reason"] + assert not (out / "case.json").exists() + + +@pytest.mark.parametrize("failure", ["refused", "timeout", "unavailable"]) +def test_a_successful_member_does_not_hide_another_members_failure( + tmp_path: Path, monkeypatch: pytest.MonkeyPatch, failure: str +) -> None: + corpus, corpus_path, clones, out = _runner_case(tmp_path, ("good", "bad")) + _write_run(out, [{"slug": "good", "status": "ok"}, {"slug": "bad", "status": "ok"}], { + slug: {"comparison_status": "compared", "rows": [{"change": "added"}]} for slug in ("good", "bad") + }) + + def fake_run(command, **kwargs): + if command[0] == "git": + return _git_ok(command) + # Every member's earlier answer is gone before the first engine starts. + assert not (out / "bad.json").exists() + if kwargs["cwd"].name == "o__bad" and failure == "timeout": + raise subprocess.TimeoutExpired(command, kwargs["timeout"]) + code = 2 if kwargs["cwd"].name == "o__bad" else 0 + return subprocess.CompletedProcess(command, code, json.dumps({"comparison_status": "partial", "rows": []}), "") + + monkeypatch.setattr(run, "complete", lambda clone, sha: clone.name != "o__bad" or failure != "unavailable") + monkeypatch.setattr(run.subprocess, "run", fake_run) + + exit_code = run.main(["--engine", str(tmp_path / "engine"), "--corpus", str(corpus_path), + "--clones", str(clones), "--out", str(out), "--jobs", "1"]) + + assert exit_code == 1 + statuses = {record["slug"]: record["status"] for record in json.loads((out / "runs.json").read_text())} + assert statuses == {"good": "ok", "bad": failure} + summary = summarize.load_run(corpus, out) + assert summary["good"]["status"] == "partial" + assert all(item["rows"]["added"] == 0 for item in summary.values()) + + +def test_a_run_that_stops_early_leaves_nothing_to_summarize( + tmp_path: Path, monkeypatch: pytest.MonkeyPatch +) -> None: + corpus, corpus_path, clones, out = _runner_case(tmp_path, ("case",)) + _write_run(out, [{"slug": "case", "status": "ok"}], {"case": {"comparison_status": "compared", "rows": []}}) + + def interrupted(command, **kwargs): + if command[0] == "git": + return _git_ok(command) + raise KeyboardInterrupt + + monkeypatch.setattr(run, "complete", lambda clone, sha: True) + monkeypatch.setattr(run.subprocess, "run", interrupted) + with pytest.raises(KeyboardInterrupt): + run.main(["--engine", str(tmp_path / "engine"), "--corpus", str(corpus_path), + "--clones", str(clones), "--out", str(out)]) + with pytest.raises(SystemExit, match="runs.json"): + summarize.load_run(corpus, out) + + +def test_a_git_timeout_while_pinning_makes_the_member_unavailable( + tmp_path: Path, monkeypatch: pytest.MonkeyPatch +) -> None: + corpus, corpus_path, clones, out = _runner_case(tmp_path, ("case",)) + + def slow_git(command, **kwargs): + if command[0] == "git": + raise subprocess.TimeoutExpired(command, kwargs.get("timeout", 60)) + raise AssertionError("the engine must not run on unpinned commits") + + monkeypatch.setattr(run.subprocess, "run", slow_git) + assert run.main(["--engine", str(tmp_path / "engine"), "--corpus", str(corpus_path), + "--clones", str(clones), "--out", str(out)]) == 1 + (record,) = json.loads((out / "runs.json").read_text()) + assert record["status"] == "unavailable" + assert "timed out" in record["reason"] diff --git a/tests/test_benchmark_results_privacy.py b/tests/test_benchmark_results_privacy.py index 23a37e30..9020d735 100644 --- a/tests/test_benchmark_results_privacy.py +++ b/tests/test_benchmark_results_privacy.py @@ -15,11 +15,15 @@ BENCHMARK = Path(__file__).resolve().parents[1] / "benchmark" UNMASKED = re.compile(r"/private/tmp/|/(?:Users|home)/(?!/)[^/\s\"')]+/") -RUNS = sorted(BENCHMARK.glob("*/results/*/runs.json")) +RUNS = sorted( + [*BENCHMARK.glob("*/results/*/runs.json"), *BENCHMARK.glob("application-q2/results/*")] +) def test_the_sweep_sees_every_harness() -> None: - assert {path.relative_to(BENCHMARK).parts[0] for path in RUNS} >= {"cold-start", "host-config", "mcp-servers"} + assert {path.relative_to(BENCHMARK).parts[0] for path in RUNS} >= { + "application-q2", "cold-start", "host-config", "mcp-servers", + } @pytest.mark.parametrize("runs", RUNS, ids=lambda path: str(path.relative_to(BENCHMARK)))