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Biomedical APIs MCP Server

Biomedical APIs MCP Server

Biomedical APIs MCP Server

This Model Context Protocol (MCP) server exposes 14 tools to query free biomedical and pharmaceutical APIsβ€”plus stubs for restricted/paid sourcesβ€”enabling AI agents to access clinical trial data, drug information, molecular structures, adverse events, and research literature.


🎯 Available APIs

Free & Open APIs (fully functional)

  1. ClinicalTrials.gov β†’ Search registered clinical trials worldwide

  2. ChEMBL β†’ Small molecules, bioactivity data, drug-like compounds

  3. PubChem β†’ Chemical compounds, molecular properties

  4. OpenFDA β†’ FDA adverse event reports (drug, device, food)

  5. Europe PMC β†’ Biomedical research articles and preprints

Restricted/Paid APIs (stubs only)

  1. dbGaP β†’ NIH genomic & clinical datasets (requires NIH credentials)

  2. PhysioNet β†’ Physiological signals (requires credentialed access)

  3. MIMIC-IV β†’ ICU records (PhysioNet credential + CITI training)

  4. UK Biobank β†’ Large-scale biomedical data (application required)

  5. DrugBank β†’ Structured drug data (academic/commercial license)

  6. BindingDB β†’ Protein-ligand binding affinities (bulk download)

  7. OpenTrials β†’ Merged trial data & sponsors (open access)

  8. Crunchbase β†’ Company & funding data (free tier limited)


Related MCP server: OpenFDA FastMCP Server

πŸš€ Quick Start

1. Install Dependencies

npm install

2. Configure Environment (optional)

Copy .env.example to .env and add optional API keys:

cp .env.example .env

Edit .env:

OPENFDA_API_KEY=your_key_here  # Optional: increases OpenFDA rate limits
CRUNCHBASE_API_KEY=your_key_here  # Optional: enables Crunchbase free tier

3. Build the Server

npm run build

4. Run in Development Mode

npm run dev

5. Use in Production

npm start

πŸ§ͺ Testing with MCP Inspector

MCP Inspector lets you test your server interactively:

npx @modelcontextprotocol/inspector node dist/server.js

Once connected, you can:

  • List all 14 available tools

  • Test tool calls with custom inputs

  • View structured JSON responses

  • Debug errors and API rate limits


πŸ”Œ Connecting to Clients

VS Code (Copilot Agent Mode)

The server is pre-configured in .vscode/mcp.json:

{
  "servers": {
    "biomed-apis": {
      "type": "stdio",
      "command": "node",
      "args": ["dist/server.js"]
    }
  }
}

To connect:

  1. Open this workspace in VS Code

  2. Restart VS Code (if needed)

  3. Open Copilot Chat and confirm the MCP server is listed

  4. Ask: "Search ClinicalTrials.gov for epilepsy trials started in 2023"

Claude Desktop

Add to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{
  "mcpServers": {
    "biomed-apis": {
      "command": "node",
      "args": ["C:\\For Me\\Projects\\mcp with DBs\\dist\\server.js"]
    }
  }
}

Restart Claude Desktop. The tools will appear in the MCP panel.

Claude Code CLI

claude mcp add --transport stdio biomed-apis node "C:\\For Me\\Projects\\mcp with DBs\\dist\\server.js"

πŸ“š Example Tool Calls

1. Search Clinical Trials

{
  "tool": "search_clinical_trials",
  "input": {
    "query": "epilepsy",
    "filter": "AREA[StartDate]2020-01-01+TO+2023-12-31",
    "pageSize": 5
  }
}

Returns: NCT IDs, titles, status, phases, conditions, interventions


2. Search ChEMBL Compounds

{
  "tool": "search_chembl_compounds",
  "input": {
    "query": "aspirin",
    "limit": 5
  }
}

Returns: ChEMBL IDs, molecular formulas, weights, max clinical phase


3. Get ChEMBL Bioactivity Data

{
  "tool": "get_chembl_activities",
  "input": {
    "targetChemblId": "CHEMBL2",
    "limit": 10
  }
}

Returns: Activity IDs, assay IDs, molecules, types (IC50, Ki, etc.), values, units


4. Get PubChem Compound by Name

{
  "tool": "get_pubchem_compound",
  "input": {
    "name": "glucose"
  }
}

Returns: CID, molecular formula, weight, IUPAC name, SMILES


5. Search OpenFDA Drug Adverse Events

{
  "tool": "search_openfda_drug_events",
  "input": {
    "search": "patient.drug.medicinalproduct:\"metformin\"",
    "limit": 10
  }
}

Returns: Receive dates, patient ages, reactions, drug names


6. Search Europe PMC Articles

{
  "tool": "search_europepmc_articles",
  "input": {
    "query": "CRISPR gene editing",
    "pageSize": 10
  }
}

Returns: Article IDs, sources, titles, authors, journals, publication years


7. Query Restricted APIs (Stubs)

{
  "tool": "query_dbgap",
  "input": {
    "query": "GWAS cardiovascular disease"
  }
}

Returns: [dbGaP stub] Querying: "GWAS cardiovascular disease". Access requires NIH credentials & dbGaP approval.

Note: Stubs for dbGaP, PhysioNet, MIMIC-IV, UK Biobank, DrugBank, BindingDB, OpenTrials, and Crunchbase return informational messages. Replace the stub functions in src/clients/restrictedStubs.ts with real implementations once you have credentials.


πŸ› οΈ Project Structure

mcp-biomed-server/
β”œβ”€β”€ src/
β”‚   β”œβ”€β”€ server.ts                    # Main MCP server with all 14 tools
β”‚   └── clients/
β”‚       β”œβ”€β”€ clinicalTrialsClient.ts  # ClinicalTrials.gov
β”‚       β”œβ”€β”€ chemblClient.ts          # ChEMBL
β”‚       β”œβ”€β”€ pubchemClient.ts         # PubChem
β”‚       β”œβ”€β”€ openfdaClient.ts         # OpenFDA
β”‚       β”œβ”€β”€ europePmcClient.ts       # Europe PMC
β”‚       └── restrictedStubs.ts       # Stubs for restricted APIs
β”œβ”€β”€ dist/                            # Compiled JavaScript (after build)
β”œβ”€β”€ .vscode/
β”‚   └── mcp.json                     # VS Code MCP config
β”œβ”€β”€ .env.example                     # Environment variable template
β”œβ”€β”€ package.json
β”œβ”€β”€ tsconfig.json
└── README.md

πŸ”§ Development

Adding a New Tool

  1. Create a client function in src/clients/ (or add to existing file)

  2. Register the tool in src/server.ts:

    server.registerTool(
      'my_tool_name',
      {
        title: 'My Tool',
        description: 'What it does',
        inputSchema: { param: z.string().describe('Parameter description') },
        outputSchema: { result: z.string() }
      },
      async ({ param }) => {
        const result = await myClientFunction(param);
        return {
          content: [{ type: 'text', text: JSON.stringify({ result }) }],
          structuredContent: { result }
        };
      }
    );
  3. Rebuild: npm run build

Debugging

  • Use npm run dev for live TypeScript execution via tsx

  • Server logs errors to stderr (visible in MCP Inspector or client logs)

  • Check rate limits if APIs return HTTP 429


βš–οΈ Rate Limits & Best Practices

API

Rate Limit

Notes

ClinicalTrials.gov

~1000 req/day

No key required; public access

ChEMBL

Unknown (generous)

No key; community-supported

PubChem

~5 req/sec

No key; use delays for bulk requests

OpenFDA

240 req/min (1000/day without key)

API key increases to 240 req/min

Europe PMC

Unknown (generous)

No key; rate-limited

Tips:

  • Use pageSize/limit parameters to control result counts

  • Add exponential backoff for HTTP 429 errors

  • Consider caching responses for repeated queries


πŸ“– References


πŸ“ License

MIT (adjust as needed for your project)


🀝 Contributing

  1. Fork the repository

  2. Create a feature branch (git checkout -b feature/new-api)

  3. Add your client in src/clients/

  4. Register tools in src/server.ts

  5. Test with MCP Inspector

  6. Submit a pull request


πŸ› Troubleshooting

"Cannot find module" errors

npm install  # Reinstall dependencies
npm run build  # Rebuild after changes

VS Code doesn't recognize the MCP server

  1. Ensure .vscode/mcp.json exists

  2. Rebuild: npm run build

  3. Restart VS Code

  4. Check VS Code's MCP output panel for errors

API returns 429 (Too Many Requests)

  • Add delays between requests

  • Use optional API keys (OpenFDA, Crunchbase)

  • Reduce pageSize/limit parameters

Stub tools return placeholder messages

  • This is expected! Restricted APIs require credentials

  • Replace functions in src/clients/restrictedStubs.ts with real implementations


πŸŽ‰ Next Steps

  • Test all 14 tools with MCP Inspector

  • Connect to VS Code Copilot and try example queries

  • Replace stubs with real API implementations (if you have access)

  • Add rate limiting and caching for production use

  • Extend with more APIs: BindingDB real download, OpenTrials integration, etc.


Built with πŸ’™ using Model Context Protocol

Available Tools

14 tools
get_chembl_activitiesGet ChEMBL ActivitiesC

Retrieve bioactivity data from ChEMBL by target or assay ID

Inputs: limit, assayChemblId, targetChemblId. Returns: activities

get_pubchem_compoundGet PubChem CompoundC

Retrieve compound properties from PubChem by name

Inputs: name (required). Returns: compounds

query_bindingdbQuery BindingDB (Stub)C

BindingDB measured binding affinities (bulk download available)

Inputs: query (required). Returns: message

query_crunchbaseQuery Crunchbase (Stub)B

Crunchbase company & funding data (free tier limited)

Inputs: query (required). Returns: message

query_dbgapQuery dbGaP (Stub)C

NIH dbGaP genomic/clinical datasets (requires credentials)

Inputs: query (required). Returns: message

query_drugbankQuery DrugBank (Stub)C

DrugBank structured drug data (requires license)

Inputs: query (required). Returns: message

query_mimicQuery MIMIC-IV (Stub)C

MIMIC-IV ICU records (requires PhysioNet credential)

Inputs: query (required). Returns: message

query_opentrialsQuery OpenTrials (Stub)D

OpenTrials merged trial data & sponsors (open access)

Inputs: query (required). Returns: message

query_physionetQuery PhysioNet (Stub)B

PhysioNet physiological signal datasets (requires credentials)

Inputs: query (required). Returns: message

query_ukbiobankQuery UK Biobank (Stub)C

UK Biobank large-scale biomedical data (requires application)

Inputs: query (required). Returns: message

search_chembl_compoundsSearch ChEMBL CompoundsB

Search ChEMBL for small molecules by name or SMILES

Inputs: query (required), limit. Returns: compounds

search_clinical_trialsSearch Clinical TrialsB

Search ClinicalTrials.gov for registered trials by keyword or advanced filter

Inputs: query, filter, pageSize. Returns: trials

search_europepmc_articlesSearch Europe PMC ArticlesC

Search Europe PMC for biomedical literature by keyword

Inputs: query (required), pageSize. Returns: articles

search_openfda_drug_eventsSearch OpenFDA Drug EventsB

Search FDA adverse event reports by drug name or other criteria

Inputs: limit, search. Returns: events

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    B3.2/5.0

    Scored across 14 tools

    Disambiguation5/5

    Each tool targets a distinct biomedical database or data type, with descriptions clearly differentiating their sources and functions. There is no overlapping purpose among the 14 tools.

    Naming Consistency5/5

    Tool names follow a consistent verb_noun pattern: 'get_' for direct retrieval, 'query_' for credentialed databases, and 'search_' for keyword queries. The prefixes are used consistently across the set.

    Tool Count5/5

    With 14 tools covering diverse biomedical data sources (compounds, activities, trials, literature, adverse events, clinical datasets), the count is well-scoped for the server's purpose without being excessive or thin.

    Completeness4/5

    The tool set covers major biomedical data domains, including compounds, bioactivities, trials, literature, and clinical datasets. Minor gaps exist (e.g., protein data, gene expression), but core workflows are well-supported.

    Maintenance

    ActivityInactive
    ResponsivenessNo recent community issues

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