{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_8hjfme8c72ga","handle":"iflow-mcp-alibaba-damo-academy-lingshu-mcp","url":"https://wellknown.network/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp","links":{"self":"https://wellknown.network/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp/record.json","html":"https://wellknown.network/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp","markdown":"https://wellknown.network/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp","status":"https://wellknown.network/api/v1/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp/status","claim":"https://wellknown.network/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-alibaba-damo-academy-lingshu-mcp/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-alibaba-damo-academy-lingshu-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_alibaba-damo-academy-lingshu-mcp","summary":"FastMCP server for the Lingshu medical AI model, providing medical image analysis and report generation services","description":"# Lingshu FastMCP Medical AI Service\n\nThis project implements a FastMCP server for the Lingshu medical AI model and a corresponding client for testing and integration.\n\n## Components\n\n1. `mcp_server_lingshu.py`: FastMCP server wrapping the Lingshu model\n2. `mcp_client_lingshu.py`: Test client demonstrating interaction with the Lingshu FastMCP server\n\n## Server Features\n\n- Medical image analysis\n- Structured medical report generation\n- Medical Q&A\n\n## Prerequisites\n\n- FastMCP framework\n- OpenAI API compatible LLM server (e.g., vLLM)\n- Required Python packages (install via `pip install -r requirements.txt`)\n\n## Setup\n1. Clone the repository\n2. Install dependencies: `pip install -r requirements.txt`\n\n## Usage\n\n### Use vLLM to serve the Lingshu Model\n```bash\nvllm serve lingshu-medical-mllm/Lingshu-7B  --dtype float16 --api_key api_key --port 8000  --max-model-len 32768\n```\n### Wrap the server with FastMCP\n```python\nexport LINGSHU_SERVER_URL=\"http://localhost:8000/v1\" \nexport LINGSHU_SERVER_API=\"api_key\"\nexport LINGSHU_MODEL=\"lingshu-medical-mllm/Lingshu-7B\" # the above config depends on your vllm server config\npython mcp_server_lingshu.py --host 127.0.0.1 --port 4200 --path /lingshu --log-level info\n```\n### Try connecting Lingshu with MCP\n```python\nexport LLM_SERVER_URL=\"xxx\"\nexport LLM_SERVER_API=\"xxx\"\nexport LLM_MODEL=\"xxx\" ## this is your own model\npython mcp_client_lingshu.py  --mcp-url http://127.0.0.1:4200/lingshu # the mcp-url should depend on the mcp server you deployed in the last step\n```","publisher":null,"homepage":null,"repository":null,"version":"0.1.2","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_alibaba-damo-academy-lingshu-mcp","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.package-management","name":"Packages & Dependencies","confidence":0.859,"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":"iflow-mcp_alibaba-damo-academy-lingshu-mcp","registry":"pypi","observedAt":"2026-11-09T07:25:22.622Z","publishedAt":"2026-02-11T15:15:05.402580Z","latestVersion":"0.1.2"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_alibaba-damo-academy-lingshu-mcp","url":"https://pypi.org/project/iflow-mcp_alibaba-damo-academy-lingshu-mcp/","firstSeenAt":"2026-09-09T17:22:24.473Z","fetchedAt":"2026-11-09T07:24:03.248Z","normalizedAt":"2026-11-09T07:24:03.248Z"}]},"firstSeenAt":"2026-09-09T17:22:24.473Z","updatedAt":"2026-11-09T07:25:22.622Z"}