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ChEMBL MCP Server

ChEMBL MCP Server

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Unofficial ChEMBL MCP Server

A comprehensive Model Context Protocol (MCP) server providing advanced access to the ChEMBL chemical database. This server offers 22 specialized tools enabling AI assistants and MCP clients to perform sophisticated drug discovery research, chemical informatics analysis, and bioactivity investigations directly through ChEMBL's REST API.

Developed by Augmented Nature

Features

Core Chemical Search & Retrieval (5 tools)

  • Compound Search: Search the ChEMBL database by compound name, synonym, or identifier

  • Detailed Compound Info: Retrieve comprehensive compound information including structure, properties, and annotations

  • InChI-based Search: Find compounds by InChI key or InChI string

  • Structure Retrieval: Get chemical structure information in various formats (SMILES, InChI, MOL, SDF)

  • Similarity Search: Find chemically similar compounds using Tanimoto similarity

Target Analysis & Drug Discovery (5 tools)

  • Target Search: Search for biological targets by name or type

  • Detailed Target Info: Retrieve comprehensive target information and annotations

  • Target Compounds: Get compounds tested against specific targets

  • UniProt Integration: Find ChEMBL targets by UniProt accession numbers

  • Target Pathways: Associated biological pathways and mechanisms

Bioactivity & Assay Data (5 tools)

  • Activity Search: Search bioactivity measurements and assay results

  • Detailed Assay Info: Get comprehensive assay protocols and conditions

  • Activity Type Search: Find bioactivity data by specific activity type and value range

  • Dose-Response Analysis: Get dose-response data and activity profiles

  • Activity Comparison: Compare bioactivity data across multiple compounds or targets

Drug Development & Clinical Data (4 tools)

  • Drug Search: Search for approved drugs and clinical candidates

  • Drug Development Status: Get drug development status and clinical trial information

  • Therapeutic Indications: Search for therapeutic indications and disease areas

  • Mechanism of Action: Get mechanism of action and target interaction data

Chemical Property Analysis (4 tools)

  • ADMET Analysis: Analyze ADMET properties (Absorption, Distribution, Metabolism, Excretion, Toxicity)

  • Molecular Descriptors: Calculate molecular descriptors and physicochemical properties

  • Solubility Prediction: Predict aqueous solubility and permeability properties

  • Drug-Likeness Assessment: Assess drug-likeness using Lipinski Rule of Five and other metrics

Advanced Search & Cross-References (4 tools)

  • Substructure Search: Find compounds containing specific substructures

  • Batch Processing: Process multiple ChEMBL IDs efficiently

  • External References: Get links to external databases (PubChem, DrugBank, PDB, etc.)

  • Advanced Search: Complex queries with multiple chemical and biological filters

Resource Templates

  • Direct access to ChEMBL data via URI templates for seamless integration

Related MCP server: Unofficial PubChem MCP Server

Installation

Prerequisites

  • Node.js (v16 or higher)

  • npm or yarn

Setup

  1. Clone the repository:

git clone <repository-url>
cd chembl-server
  1. Install dependencies:

npm install
  1. Build the project:

npm run build

Docker

Building the Docker Image

Build the Docker image:

docker build -t chembl-mcp-server .

Running with Docker

Run the container:

docker run -i chembl-mcp-server

For MCP client integration, you can use the container directly:

{
  "mcpServers": {
    "chembl": {
      "command": "docker",
      "args": ["run", "-i", "chembl-mcp-server"],
      "env": {}
    }
  }
}

Usage

As an MCP Server

The server is designed to run as an MCP server that communicates via stdio:

npm start

Adding to MCP Client Configuration

Add the server to your MCP client configuration (e.g., Claude Desktop):

{
  "mcpServers": {
    "chembl": {
      "command": "node",
      "args": ["/path/to/chembl-server/build/index.js"],
      "env": {}
    }
  }
}

Available Tools

1. search_compounds

Search the ChEMBL database for compounds by name, synonym, or identifier.

Parameters:

  • query (required): Search query (compound name, synonym, or identifier)

  • limit (optional): Number of results to return (1-1000, default: 25)

  • offset (optional): Number of results to skip (default: 0)

Example:

{
  "query": "aspirin",
  "limit": 10
}

2. get_compound_info

Get detailed information for a specific compound by ChEMBL ID.

Parameters:

  • chembl_id (required): ChEMBL compound ID (e.g., CHEMBL25)

Example:

{
  "chembl_id": "CHEMBL25"
}

3. search_targets

Search for biological targets by name or type.

Parameters:

  • query (required): Target name or search query

  • target_type (optional): Target type filter (e.g., SINGLE PROTEIN, PROTEIN COMPLEX)

  • organism (optional): Organism filter

  • limit (optional): Number of results to return (1-1000, default: 25)

Example:

{
  "query": "dopamine receptor",
  "organism": "Homo sapiens",
  "limit": 5
}

4. search_activities

Search bioactivity measurements and assay results.

Parameters:

  • target_chembl_id (optional): ChEMBL target ID filter

  • assay_chembl_id (optional): ChEMBL assay ID filter

  • molecule_chembl_id (optional): ChEMBL compound ID filter

  • activity_type (optional): Activity type (e.g., IC50, Ki, EC50)

  • limit (optional): Number of results to return (1-1000, default: 25)

Example:

{
  "target_chembl_id": "CHEMBL2095173",
  "activity_type": "IC50",
  "limit": 50
}

5. batch_compound_lookup

Process multiple ChEMBL IDs efficiently.

Parameters:

  • chembl_ids (required): Array of ChEMBL compound IDs (1-50)

Example:

{
  "chembl_ids": ["CHEMBL25", "CHEMBL59", "CHEMBL1642"]
}

Resource Templates

The server provides direct access to ChEMBL data through URI templates:

1. Compound Information

  • URI: chembl://compound/{chembl_id}

  • Description: Complete compound information for a ChEMBL ID

  • Example: chembl://compound/CHEMBL25

2. Target Information

  • URI: chembl://target/{chembl_id}

  • Description: Complete target information for a ChEMBL target ID

  • Example: chembl://target/CHEMBL2095173

3. Assay Information

  • URI: chembl://assay/{chembl_id}

  • Description: Complete assay information for a ChEMBL assay ID

  • Example: chembl://assay/CHEMBL1217643

4. Activity Information

  • URI: chembl://activity/{activity_id}

  • Description: Bioactivity measurement data for an activity ID

  • Example: chembl://activity/12345678

5. Search Results

  • URI: chembl://search/{query}

  • Description: Search results for compounds matching the query

  • Example: chembl://search/aspirin

Examples

Search for aspirin-related compounds:

// Tool call
{
  "tool": "search_compounds",
  "arguments": {
    "query": "aspirin",
    "limit": 5
  }
}

Get Detailed Compound Information

Retrieve comprehensive information about aspirin:

// Tool call
{
  "tool": "get_compound_info",
  "arguments": {
    "chembl_id": "CHEMBL25"
  }
}

Find compounds tested against dopamine receptors:

// Tool call
{
  "tool": "search_targets",
  "arguments": {
    "query": "dopamine receptor D2",
    "organism": "Homo sapiens"
  }
}

Bioactivity Analysis

Search for IC50 data against a specific target:

// Tool call
{
  "tool": "search_activities",
  "arguments": {
    "target_chembl_id": "CHEMBL2095173",
    "activity_type": "IC50",
    "limit": 100
  }
}

Batch Processing

Process multiple compounds efficiently:

// Tool call
{
  "tool": "batch_compound_lookup",
  "arguments": {
    "chembl_ids": ["CHEMBL25", "CHEMBL59", "CHEMBL1642", "CHEMBL1201585"]
  }
}

API Integration

This server integrates with the ChEMBL REST API for programmatic access to chemical data. For more information about ChEMBL:

All API requests include:

  • User-Agent: ChEMBL-MCP-Server/1.0.0

  • Timeout: 30 seconds

  • Base URL: https://www.ebi.ac.uk/chembl/api/data

Error Handling

The server includes comprehensive error handling:

  • Input Validation: All parameters are validated using type guards

  • API Errors: Network and API errors are caught and returned with descriptive messages

  • Timeout Handling: Requests timeout after 30 seconds

  • Graceful Degradation: Partial failures are handled appropriately

Development

Build the Project

npm run build

Development Mode

Run TypeScript compiler in watch mode:

npm run dev

Project Structure

chembl-server/
├── src/
│   └── index.ts          # Main server implementation
├── build/                # Compiled JavaScript output
├── package.json          # Node.js dependencies and scripts
├── tsconfig.json         # TypeScript configuration
└── README.md            # This file

Dependencies

  • @modelcontextprotocol/sdk: Core MCP SDK for server implementation

  • axios: HTTP client for ChEMBL API requests

  • typescript: TypeScript compiler for development

License

MIT License

Contributing

  1. Fork the repository

  2. Create a feature branch

  3. Make your changes

  4. Add tests if applicable

  5. Submit a pull request

Support

For issues and questions:

  1. Check the ChEMBL API documentation

  2. Review the Model Context Protocol specification

  3. Open an issue on the repository

About Augmented Nature

This comprehensive ChEMBL MCP Server is developed by Augmented Nature, a leading innovator in AI-powered bioinformatics and computational chemistry solutions. Augmented Nature specializes in creating advanced tools that bridge the gap between artificial intelligence and chemical research, enabling researchers to unlock deeper insights from chemical and biological data.

Complete Tool Reference

Core Chemical Search & Retrieval Tools

  1. search_compounds - Search ChEMBL database by name, synonym, or identifier

  2. get_compound_info - Get detailed compound information by ChEMBL ID

  3. search_by_inchi - Find compounds by InChI key or InChI string

  4. get_compound_structure - Retrieve chemical structures in various formats

  5. search_similar_compounds - Find chemically similar compounds using Tanimoto similarity

Target Analysis & Drug Discovery Tools

  1. search_targets - Search for biological targets by name or type

  2. get_target_info - Get detailed target information by ChEMBL target ID

  3. get_target_compounds - Get compounds tested against specific targets

  4. search_by_uniprot - Find ChEMBL targets by UniProt accession

  5. get_target_pathways - Get biological pathways associated with targets

Bioactivity & Assay Data Tools

  1. search_activities - Search bioactivity measurements and assay results

  2. get_assay_info - Get detailed assay information by ChEMBL assay ID

  3. search_by_activity_type - Find bioactivity data by activity type and value range

  4. get_dose_response - Get dose-response data and activity profiles

  5. compare_activities - Compare bioactivity data across multiple compounds

Drug Development & Clinical Data Tools

  1. search_drugs - Search for approved drugs and clinical candidates

  2. get_drug_info - Get drug development status and clinical trial information

  3. search_drug_indications - Search for therapeutic indications and disease areas

  4. get_mechanism_of_action - Get mechanism of action and target interaction data

Chemical Property Analysis Tools

  1. analyze_admet_properties - Analyze ADMET properties

  2. calculate_descriptors - Calculate molecular descriptors and physicochemical properties

  3. predict_solubility - Predict aqueous solubility and permeability properties

  4. assess_drug_likeness - Assess drug-likeness using Lipinski Rule of Five

Advanced Search & Cross-Reference Tools

  1. substructure_search - Find compounds containing specific substructures

  2. batch_compound_lookup - Process multiple ChEMBL IDs efficiently

  3. get_external_references - Get links to external databases

  4. advanced_search - Complex queries with multiple chemical and biological filters

Changelog

v1.0.0 - Initial Release

  • Comprehensive Chemical Intelligence: 27 specialized tools for drug discovery

  • Core Functionality: Compound search, target analysis, bioactivity data

  • Advanced Features: Similarity search, batch processing, cross-references

  • Resource Templates: Direct URI-based access to ChEMBL data

  • Docker Support: Containerized deployment with security best practices

  • Professional Documentation: Complete tool reference and examples

  • Developed by Augmented Nature: Professional chemical informatics platform

Citation

If you use this project in your research or publications, please cite it as follows:

author = {Moudather Chelbi},
title = {ChEMBL MCP Server},
year = {2025},
howpublished = {https://github.com/Augmented-Nature/ChEMBL-MCP-Server},
note = {Accessed: 2025-06-29}

Available Tools

27 tools
analyze_admet_propertiesC

Analyze ADMET properties (Absorption, Distribution, Metabolism, Excretion, Toxicity)

Inputs: chembl_id (required).

assess_drug_likenessB

Assess drug-likeness using Lipinski Rule of Five and other metrics

Inputs: chembl_id, smiles.

batch_compound_lookupC

Process multiple ChEMBL IDs efficiently

Inputs: chembl_ids (required).

calculate_descriptorsC

Calculate molecular descriptors and physicochemical properties

Inputs: chembl_id, smiles.

compare_activitiesC

Compare bioactivity data across multiple compounds or targets

Inputs: molecule_chembl_ids (required), target_chembl_id, activity_type.

get_assay_infoC

Get detailed information for a specific assay by ChEMBL assay ID

Inputs: chembl_id (required).

get_compound_infoC

Get detailed information for a specific compound by ChEMBL ID

Inputs: chembl_id (required).

get_compound_structureB

Retrieve chemical structure information in various formats

Inputs: chembl_id (required), format.

get_dose_responseC

Get dose-response data and activity profiles for compounds

Inputs: molecule_chembl_id (required), target_chembl_id.

get_drug_infoB

Get drug development status and clinical trial information

Inputs: chembl_id (required).

get_external_referencesB

Get links to external databases (PubChem, DrugBank, PDB, etc.)

Inputs: chembl_id (required).

get_mechanism_of_actionB

Get mechanism of action and target interaction data

Inputs: chembl_id (required).

get_target_compoundsC

Get compounds tested against a specific target

Inputs: target_chembl_id (required), activity_type, limit.

get_target_infoC

Get detailed information for a specific target by ChEMBL target ID

Inputs: chembl_id (required).

get_target_pathwaysC

Get biological pathways associated with a target

Inputs: target_chembl_id (required).

predict_solubilityC

Predict aqueous solubility and permeability properties

Inputs: chembl_id, smiles.

search_activitiesC

Search bioactivity measurements and assay results

Inputs: target_chembl_id, assay_chembl_id, molecule_chembl_id, activity_type, +1 more.

search_by_activity_typeB

Find bioactivity data by specific activity type and value range

Inputs: activity_type (required), min_value, max_value, units, +1 more.

search_by_inchiC

Search for compounds by InChI key or InChI string

Inputs: inchi (required), limit.

search_by_uniprotC

Find ChEMBL targets by UniProt accession

Inputs: uniprot_id (required), limit.

search_compoundsC

Search ChEMBL database for compounds by name, synonym, or identifier

Inputs: query (required), limit, offset.

search_drug_indicationsC

Search for therapeutic indications and disease areas

Inputs: indication (required), drug_type, limit.

search_drugsC

Search for approved drugs and clinical candidates

Inputs: query (required), development_phase, therapeutic_area, limit.

search_similar_compoundsB

Find chemically similar compounds using Tanimoto similarity

Inputs: smiles (required), similarity, limit.

search_targetsC

Search for biological targets by name or type

Inputs: query (required), target_type, organism, limit.

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 27 tools

    Disambiguation4/5

    Most tools have distinct purposes, such as 'get_compound_info' for compound details versus 'calculate_descriptors' for molecular properties, but some overlap exists, like 'search_compounds' and 'search_by_inchi', which could cause confusion as both search for compounds using different identifiers. Descriptions help clarify, but the overlap in search functionality is noticeable.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern using snake_case, such as 'get_compound_info', 'search_targets', and 'predict_solubility'. This uniformity makes the tool set predictable and easy to navigate, with no deviations in naming conventions.

    Tool Count3/5

    With 27 tools, the count is borderline high for a single server, potentially overwhelming for agents, but it aligns with the comprehensive scope of a chemical and biological database like ChEMBL. It feels heavy but not extreme, as the domain justifies many specialized operations.

    Completeness5/5

    The tool set provides complete coverage for the ChEMBL domain, including compound and target information retrieval, search capabilities, ADMET analysis, and drug development data. There are no obvious gaps; agents can perform full workflows from discovery to analysis without dead ends.

    Maintenance

    ActivityInactive
    ResponsivenessNo recent community issues

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