Federated team knowledge with cascading layer precedence for AI agents.
Website · Demo · Docs · Packs · Open source engine
ContextCake gives AI tools one resolved view of company policy, team decisions, and local judgment without flattening the sources that made those answers trustworthy.
Knowledge stays where teams already keep it: separate repos, bundles, and external graphs. ContextCake resolves that stack at read time, section by section, so agents can see what won, what was inherited, and where layers disagree.
| Layer | Scope | What It Carries |
|---|---|---|
| Personal | Only you | Drafts, notes, overrides, local judgment |
| Team | Team members | Runbooks, decisions, project practice |
| Company | Everyone | Canonical policy, standards, shared context |
Higher layers win per section. Lower layers are still retained as provenance or surfaced conflicts instead of being silently dropped.
| Surface | Link | Purpose |
|---|---|---|
| ContextCake engine | github.com/ContextCake/context-cake | Dependency-free Node engine, MCP server, resolver, ingest, and write path |
| Website and docs | contextcake.com | Product overview, docs, demo, and release surfaces |
| Demo | contextcake.com/demo | Public walkthrough of cascade resolution |
| Console preview | contextcake-console.pages.dev | Application UI for reading the resolved cascade |
| Packs | contextcake.com/packs | Profession-specific workflow bundles built on the ContextCake model |
- Agents can distinguish policy from practice from personal overrides before they act.
- Conflicts carry source, layer, and date instead of disappearing into a clean-looking answer.
- Access control follows repo membership, so teams do not need a second permission system.
- The open-source engine stays small, auditable, and dependency-free at the root.
Start with the open-source engine:
gh repo clone ContextCake/context-cake
cd context-cake
npm test
node mcp-server.mjs --manifest layers.jsonContextCake is for teams that want AI context to be precise, candid, and inspectable.