{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_kutghbcfhkah","handle":"ragflow-retrieval-mcp-server","url":"https://wellknown.network/agents/ragflow-retrieval-mcp-server","links":{"self":"https://wellknown.network/agents/ragflow-retrieval-mcp-server/record.json","html":"https://wellknown.network/agents/ragflow-retrieval-mcp-server","markdown":"https://wellknown.network/agents/ragflow-retrieval-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/ragflow-retrieval-mcp-server","status":"https://wellknown.network/api/v1/agents/ragflow-retrieval-mcp-server/status","claim":"https://wellknown.network/agents/ragflow-retrieval-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ragflow-retrieval-mcp-server/claim.json","badge":"https://wellknown.network/agents/ragflow-retrieval-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/ragflow-retrieval-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/ragflow-retrieval-mcp-server/tools"},"ard":{"identifier":"urn:air::server:ragflow-retrieval-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ragflow-retrieval-mcp-server","summary":"This mcp server is used to search content from the ragflow knowledge base.","description":"# RAGFlow Retrieval MCP Server 🚀\n\n[![Python Version](https://img.shields.io/badge/python-3.10%2B-blue)]()\n[![License](https://img.shields.io/badge/license-MIT-green)]()\n\n该MCP Server用于对接RagFlow知识库系统，提供基于内容的文档检索能力。\n\n### 前置要求\n- Python 3.10+\n- RagFlow\n\n### 生产运行\n```bash\nexport SERVER_HOST=http://localhost\nexport SERVER_PORT=80\nexport RAGFLOW_BASE_URL=http://localhost:80\nexport RAGFLOW_API_KEY=<your-api-key>\nexport RAGFLOW_DATASET_ID=<your-dataset-id>\nexport RAGFLOW_TOP_K=10\nexport RAGFLOW_SIMILARITY_THRESHOLD=0.2\nexport RAGFLOW_TIMEOUT=60\n\nuvx ragflow-retrieval-mcp-server\n```\n\n## 开发调试\n```bash\n# 创建虚拟环境\nuv venv\nsource .venv/bin/activate\n\n# 安装依赖\nuv pip install -e .\n\n# 运行\nuv run ragflow-retrieval-mcp-server\n```\n\n## 贡献指南 🤝\n\n欢迎通过以下方式参与贡献：\n1. Fork仓库并创建特性分支\n2. 提交清晰的commit message\n3. 发起Pull Request并描述变更内容\n\n请确保：\n✅ 更新相关文档\n✅ 保持代码风格一致\n\n## 许可证 📄\n\n本项目采用 [MIT License](LICENSE)\n\n**遇到问题？**\n请提交 [Issue](https://github.com/datahwc/ragflow-retrieval-mcp-server/issues) 或联系 data.hwc@live.com","publisher":null,"homepage":null,"repository":null,"version":"0.1.1","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:ragflow-retrieval-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"}],"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":"ragflow-retrieval-mcp-server","registry":"pypi","observedAt":"2026-11-03T23:22:48.965Z","publishedAt":"2025-06-30T12:59:36.158685Z","latestVersion":"0.1.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ragflow-retrieval-mcp-server","url":"https://pypi.org/project/ragflow-retrieval-mcp-server/","firstSeenAt":"2026-09-10T11:25:55.861Z","fetchedAt":"2026-11-03T23:21:01.753Z","normalizedAt":"2026-11-03T23:21:01.753Z"}]},"firstSeenAt":"2026-09-10T11:25:55.861Z","updatedAt":"2026-11-03T23:22:48.965Z"}