{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_3ak7mhujuckj","handle":"ccw-mcp","url":"https://wellknown.network/agents/ccw-mcp","links":{"self":"https://wellknown.network/agents/ccw-mcp/record.json","html":"https://wellknown.network/agents/ccw-mcp","markdown":"https://wellknown.network/agents/ccw-mcp/record.md","api":"https://wellknown.network/api/v1/agents/ccw-mcp","status":"https://wellknown.network/api/v1/agents/ccw-mcp/status","claim":"https://wellknown.network/agents/ccw-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ccw-mcp/claim.json","badge":"https://wellknown.network/agents/ccw-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/ccw-mcp/history","tools":"https://wellknown.network/api/v1/agents/ccw-mcp/tools"},"ard":{"identifier":"urn:air::server:ccw-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ccw-mcp","summary":"Deterministic context compiler for small-window coding models","description":"# ccw\n\n**CCW is a deterministic context compiler for small-window coding models.**\n\nMost context pipelines give a model either everything (too noisy) or\nan embedding-retrieved guess (unverifiable). CCW does neither. It walks the\nrepo, records explicit facts and run history, and assembles a bounded,\ngrounded markdown artifact whose every file path, symbol, and constraint traces\nback to the real index. No vector store. No LLM in the critical path. Receipts\nincluded.\n\nThe compiled artifact and a portable session bundle are the primary surfaces.\nAn MCP server exposes the same pipeline as callable tools so your existing\nharness, editor, agent, or workflow runner can consume deterministic context\nwithout shelling out.\n\nCCW is not an agent framework, coding assistant, editor, orchestrator, or\nharness adapter. It does one job: compile grounded repository context that\nother tools can use.\n\n## What CCW is for\n\n- Use CCW when you want a task-scoped repo briefing with explicit receipts.\n- Use it when hidden editor context, giant prompt dumps, or vector search feel\n  too opaque for a coding task.\n- Bring your own harness. CCW provides CLI commands, MCP tools, and file-only\n  session bundles; it does not manage model sessions or execute agent loops.\n\n## Compared to adjacent tools\n\n- **Repomix** packs a repository for an LLM. CCW compiles a validated,\n  task-specific artifact from an indexed repo, explicit memory, and a budget.\n- **aider repo map** gives aider's own agent a compact code map. CCW produces\n  provider-neutral artifacts any compatible tool can consume.\n- **LangGraph** orchestrates stateful agents. CCW prepares the deterministic\n  repo context such an agent may read before acting.\n- **Cursor, Claude Code, Codex, Copilot, and similar tools** include their own\n  context systems. CCW makes context selection inspectable outside any one\n  product.\n\n## Why deterministic compilation matters\n\nA small-window model working on a real codebase needs:\n\n- **Relevance** — only files…","publisher":null,"homepage":"https://github.com/fmferrari/ccw#readme","repository":"https://github.com/fmferrari/ccw#readme","version":"0.1.24","license":null,"protocols":["mcp"],"tags":["context","compiler","developer","tools","mcp","repository","indexing","small-window","models"],"pricing":null,"endpoints":[{"url":"pypi:ccw-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"declared"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"ccw-mcp","registry":"pypi","observedAt":"2026-09-15T11:22:46.029Z","publishedAt":"2026-06-27T11:13:28.369945Z","latestVersion":"0.1.24"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ccw-mcp","url":"https://pypi.org/project/ccw-mcp/","firstSeenAt":"2026-09-09T11:29:52.246Z","fetchedAt":"2026-09-15T11:20:58.818Z","normalizedAt":"2026-09-15T11:20:58.818Z"}]},"firstSeenAt":"2026-09-09T11:29:52.246Z","updatedAt":"2026-09-15T11:22:46.029Z"}