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tsumon/README.md
tsumon:写能跑的东西。给开源修能合的洞。

tsumon

Build useful systems. Leave clean diffs.
写能跑的东西,给开源修能合的洞。

AI engineering agent systems MCP and RAG open source

What I work on
Agent workflows, developer tools, local-first utilities and the awkward edges between a model and a real product.
How I contribute
Small, reviewable changes that fix an actual problem and can survive CI, code review and daily use.

Featured work

把大模型讲到能看懂,也讲到能动手。
工程铺地,数学捡石,模型走路。

看得见的大模型

进入图解书 →


GitHub contribution snake

Selected projects

These are the things I keep close: small enough to understand, useful enough to keep improving.

Project What it does Stars
循环提醒
iOS · Android
到期确认才进下一周期;没确认就 1h→4h→12h→24h 再响。 reminder-app-ios stars
Suite Windows 托盘:F1 截图、任务栏网速、透明和深浅色。 suite stars
StreamDock 单二进制 Emby 反代面板。明文导入导出,独立流量页。 StreamDock stars
skill-mcp 本地 stdio MCP。最多绑 3 个 SKILL.md,token 预算加不了名额。 skill-mcp stars
汽车售后客服 Qwen2.5-7B 的 SFT + DPO。真正能上线的是推理期约束层。 auto-cs-agent-sft-dpo stars
AgentFlow Plan → Execute → Review。三个 agent 按序办事。 agentflow stars
看得见的大模型 图解书。工程铺地,数学捡石,模型走路。 tsumon.github.io stars

Open-source contribution log

Real issues, real review queues, real CI. Entries are discovered from my external GitHub PRs and sorted by outcome, then repository name. Status badges are synced from GitHub every day.

Repository Contribution Status
MERGED landed upstream
CowAgent 控制台侧栏版本号一键源码更新,修 #3148 merged 3154
CowAgent 钉钉收文件,交给 agent。 merged 3161
Open WebUI 简体中文 i18n 翻译改进。 merged 30043
IN REVIEW awaiting maintainer review
BettaFish PDF 导出文件名防路径穿越。 review 718
CowAgent Web / 桌面配置 MCP 和 skills,修 #3114 review 3155
CowAgent 钉钉流式 markdown 卡片。 review 3162
CowAgent LLM 流式输出期间探测 steer inbox。 review 3190
Hugging Face Hub 将 concepts/git_vs_http 翻译为简体中文。 review 4900
Matplotlib 修复 x tick label baseline 对齐问题。 review 32355
Matplotlib 修复空 X 与空 tick_labels 导致的 boxplot 异常。 review 32368
OpenAI Agents JS 流式 abort reconciliation 补齐 computer_call。 review 1943
OpenClaw 握手时从客户端授予 markdownDetails,不再从 channel name 推断。 review 151811
OpenHands README Node.js 版本与 engines.node 对齐。 review 17410
Open WebUI 持久化 admin settings 中的 OAuth blocked groups。 review 30123
orca Dashboard 别把还活着的 structured chat 当成死终端。 review 20594
orca 修复 git username 探测超时时静默丢失前缀。 review 21451
p5.js 修复 p5.strands 单参数箭头函数解析,解决 #9180 review 9188
sandbox-runtime 区分 whichSync 超时与二进制不存在。 review 567
sandbox-runtime 仅当正文实际变化时才保留 Content-Length 处理。 review 568
WeKnora 修复 taxonomy 文件夹 / 条目嵌入时忽略 BATCH_EMBED_SIZE。 review 3411
CLOSED not merged
OpenAI Agents Python tracing 导出认 OPENAI_TRACING_INGEST_ENDPOINT closed 5013

Current direction

Agent harness 让 Plan → Execute → Review 变成可以观察、可以重试、可以交付的流程。
RAG / MCP 把上下文、工具和 token 预算放回工程约束,而不是只停留在 demo。
Product edges 智能客服、舆情分析、桌面工具,以及模型真正接触用户之后暴露出来的问题。

repositories · 看得见的大模型 · say hello

Pinned Loading

  1. CowAgent CowAgent Public

    Forked from zhayujie/CowAgent

    Open-source super AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowledge. Multi-agent, multi-model, multi-channel. Lightweight, extensible, one-lin…

    Python

  2. openai-agents-python openai-agents-python Public

    Forked from openai/openai-agents-python

    A lightweight, powerful framework for multi-agent workflows

    Python

  3. OpenHands OpenHands Public

    Forked from OpenHands/OpenHands

    🙌 OpenHands: AI-Driven Development

    TypeScript

  4. orca orca Public

    Forked from stablyai/orca

    Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and remote runtime.

    TypeScript

  5. reminder-app-android reminder-app-android Public

    循环提醒器 Android 版 — Kotlin + Jetpack Compose + Room + WorkManager,支持周期提醒、新历/农历生日、节假日提醒

    Kotlin

  6. tsumon.github.io tsumon.github.io Public

    HTML 1