{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_jzekmq5g4up8","handle":"ccc-mcp","url":"https://wellknown.network/agents/ccc-mcp","links":{"self":"https://wellknown.network/agents/ccc-mcp/record.json","html":"https://wellknown.network/agents/ccc-mcp","markdown":"https://wellknown.network/agents/ccc-mcp/record.md","api":"https://wellknown.network/api/v1/agents/ccc-mcp","status":"https://wellknown.network/api/v1/agents/ccc-mcp/status","claim":"https://wellknown.network/agents/ccc-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ccc-mcp/claim.json","badge":"https://wellknown.network/agents/ccc-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/ccc-mcp/history","tools":"https://wellknown.network/api/v1/agents/ccc-mcp/tools"},"ard":{"identifier":"urn:air::server:ccc-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ccc-mcp","summary":"Persistent context and governed agent orchestration over MCP","description":"<p align=\"center\">\n  <img src=\"docs/assets/logo.jpg\" alt=\"ccc-mcp logo\" width=\"120\">\n</p>\n\n# ccc-mcp\n\n**Let ChatGPT Chat write, test, and review code on your own computer.**\n\n[![Manual CI](https://img.shields.io/github/actions/workflow/status/bruce601080102/ccc-mcp/ci.yaml?branch=main&style=flat-square&logo=githubactions&logoColor=white&label=Manual%20CI)](https://github.com/bruce601080102/ccc-mcp/actions/workflows/ci.yaml)\n[![Python 3.11+](https://img.shields.io/badge/Python-3.11%2B-3776AB?style=flat-square&logo=python&logoColor=white)](https://www.python.org/downloads/)\n[![Platforms](https://img.shields.io/badge/Platforms-macOS%20%7C%20Linux%20%7C%20Windows-555555?style=flat-square)](docs/en/1-install-and-sign-in.md)\n[![MCP](https://img.shields.io/badge/Protocol-MCP-6E56CF?style=flat-square)](https://modelcontextprotocol.io/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-blue?style=flat-square)](LICENSE)\n\n[![ChatGPT](https://img.shields.io/badge/ChatGPT-Core%20engine-10A37F?style=flat-square)](docs/en/2-connect-chatgpt.md)\n[![Codex](https://img.shields.io/badge/Codex-Optional-000000?style=flat-square)](docs/en/4-workflow.md)\n[![Claude Code](https://img.shields.io/badge/Claude%20Code-Optional-D97757?style=flat-square)](docs/en/4-workflow.md)\n\nccc-mcp connects ChatGPT Chat to a local coding workspace through MCP, so it can work on an **authorized repository**. Its core idea: **don't take an AI's word that the code works — keep local evidence.** Tests are run by the host, not reported by the agent; every diff, test result and review is saved and resumable, which a chat window can't do on its own. As a bonus, it runs on your existing ChatGPT plan, with no separately metered model API to set up. **ChatGPT-only is the primary workflow.** Codex and Claude Code are optional providers for teams that want to split roles across tools.\n\n> [繁體中文 README](README_ZH.md) · [English documentation](docs/en/1-install-and-sign-in.md)\n\n## Watch the demo\n\n**1080p · 60 fps ·…","publisher":null,"homepage":"https://github.com/bruce601080102/ccc-mcp","repository":"https://github.com/bruce601080102/ccc-mcp","version":"0.3.0","license":null,"protocols":["mcp"],"tags":["ai-agents","chatgpt","claude-code","codex","mcp","workflow"],"pricing":null,"endpoints":[{"url":"pypi:ccc-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":"code.documentation","name":"Code Documentation","confidence":0.848,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.825,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.802,"provenance":"derived"},{"slug":"communication.chat","name":"Team Chat","confidence":0.745,"provenance":"derived"}],"categories":["code","communication","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":"ccc-mcp","registry":"pypi","observedAt":"2026-11-05T21:26:33.129Z","publishedAt":"2026-11-05T15:12:01.299728Z","latestVersion":"0.3.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ccc-mcp","url":"https://pypi.org/project/ccc-mcp/","firstSeenAt":"2026-10-24T17:26:58.836Z","fetchedAt":"2026-11-05T21:24:48.916Z","normalizedAt":"2026-11-05T21:24:48.916Z"}]},"firstSeenAt":"2026-10-24T17:26:58.836Z","updatedAt":"2026-11-05T21:26:33.129Z"}