CourtListener MCP Server

An MCP (Model Context Protocol) server providing AI agents access to CourtListener's comprehensive legal database, featuring semantic search, hybrid search, citation verification, and research tools.

Intended for use with OpenCode and Claude Code via local system storage and runtime. Vibe-coded with Claude Code.

Why This Project?

This MCP server is the first to implement CourtListener's semantic search API (released November 2025), enabling natural language legal research with vector embeddings. While other MCP servers exist for CourtListener, they all use traditional keyword-only search.

Key Advantages:

• Semantic Search: Natural language queries using legal domain embeddings

• Hybrid Search: Combines semantic understanding with required keywords

• Citation Verification: Validates legal citations to prevent AI hallucinations

• Comprehensive Coverage: 12 tools covering 9+ million cases, 16,000+ judges, 3,353 courts

• Production Ready: Built with proper error handling, rate limiting, and async operations

Mission: Developed by DefendTheDisabled to support civil rights litigation and make legal research more accessible through AI-powered tools.

Features

Search Capabilities

• Semantic Search: Natural language case law search using CourtListener's vector embeddings

• Keyword Search: Boolean operators, fielded queries, and wildcards (AND, OR, NOT, phrases)

• Hybrid Search: Combine semantic understanding with required keywords for precision

• Citation Verification: Validate legal citations against 18+ million case records

Research Tools

• Case Retrieval: Full case metadata, opinion text, and docket information

• Judge Database: Search 16,000+ federal and state judges with biographical data

• Oral Arguments: Access 3.3+ million minutes of oral argument recordings

• Court Information: Browse and search 3,353 courts across all jurisdictions

Requirements

• Python 3.10 or higher (3.12 recommended)

• CourtListener API key (get one free here)

• An MCP-compatible client (tested with Claude Code and OpenCode)

Installation

Quick Start

# Clone the repository
git clone https://github.com/DefendTheDisabled/courtlistener-mcp.git
cd courtlistener-mcp

# Install dependencies
pip install -e .

Configuration

1. Copy the example environment file:

   cp .env.example .env

2. Edit .env and add your CourtListener API key:

   COURTLISTENER_API_KEY=your_api_token_here

   Get your free API key at: https://www.courtlistener.com/help/api/rest/

Usage

This server currently supports STDIO transport for local MCP clients. Future versions may include HTTP transport for remote access by web-based AI platforms.

OpenCode

Using CLI (Recommended):

opencode mcp add

Follow the prompts:

• Server name: courtlistener

• Type: local

• Command: python

• Args: /absolute/path/to/courtlistener-mcp/src/server.py

Manual Configuration:

Add to your OpenCode config (~/.config/opencode/opencode.json for global, or opencode.json in project root):

{
  "mcp": {
    "courtlistener": {
      "type": "local",
      "command": ["python", "/absolute/path/to/courtlistener-mcp/src/server.py"],
      "enabled": true
    }
  }
}

Notes:

• Use absolute paths (e.g., C:/Users/YourName/MCP/courtlistener/src/server.py on Windows)

• You can install to any directory you choose

• The .env file in the server directory will be auto-loaded

• See OpenCode MCP documentation for more details

Claude Code

Using CLI:

claude mcp add courtlistener python /absolute/path/to/courtlistener-mcp/src/server.py

Manual Configuration:

Edit ~/.claude/settings.json:

{
  "mcpServers": {
    "courtlistener": {
      "command": "python",
      "args": ["/absolute/path/to/courtlistener-mcp/src/server.py"]
    }
  }
}

Notes:

• Use absolute paths

• The .env file in the server directory will be auto-loaded

Other MCP Clients

This server uses STDIO transport and follows the MCP specification.

Current limitation: Local clients only (runs as a child process on your system).

Future plans: We plan to develop an HTTP transport version that can be accessed remotely by web-based AI platforms (Claude web, ChatGPT, etc.) while maintaining security and proper authentication.

Available Tools

Search Tools (4)

Retrieval Tools (4)

Research Tools (4)

Total: 12 tools providing comprehensive access to CourtListener's legal database.

Example Queries

Semantic Search (Natural Language)

Query: "prisoners denied medical treatment for serious conditions"

Returns cases semantically related to Eighth Amendment deliberate indifference claims, even if they don't use those exact terms.

Keyword Search (Boolean Operators)

Query: "deliberate indifference" AND prison AND medical
Court: ca9 (Ninth Circuit)
Date Range: 2020-2024

Precise Boolean search with field filtering for targeted research.

Hybrid Search (Best of Both)

Query: "prison conditions and medical care violations"
Required Terms: ["Eighth Amendment", "deliberate indifference"]

Semantic understanding of context + guaranteed inclusion of specific legal terms.

Citation Verification

Text: "In Estelle v. Gamble, 429 U.S. 97 (1976), the Court held..."

Validates the citation exists, returns full case metadata, and provides CourtListener URLs.

Judge Research

Query: "Sotomayor"

Returns biographical data, appointment history, education, and political affiliation.

Finding Citing Cases

Opinion ID: 109561 (Estelle v. Gamble)

Returns all subsequent cases that cite this opinion, essential for checking if a case is still good law.

Rate Limits

CourtListener provides 5,000 API requests per hour per authenticated user. The server handles rate limit errors gracefully and provides clear error messages.

Response Formats

All tools support two output formats:

• Markdown (default): Human-readable format for conversational use

• JSON: Structured data for programmatic processing

Specify format with the response_format parameter.

Troubleshooting

"API key not found" error

Make sure your .env file is in the same directory as server.py and contains:

COURTLISTENER_API_KEY=your_actual_key_here

Server not loading in Claude Code

1. Check that you're using absolute paths in the MCP config

2. Verify Python is in your PATH: python --version

3. Test the server manually: python /path/to/server.py

4. Check Claude Code logs for startup errors

"Rate limit exceeded" error

You've hit the 5,000 requests/hour limit. Wait an hour or use a different API key for testing.

Slow startup times

If the server takes 30+ seconds to start:

• Disable antivirus scanning for your Python installation and project directory

• This is often caused by real-time malware scanning on Windows

Citation not found

CourtListener has 18+ million citations but may not have very recent cases or unpublished opinions. Try:

• Checking the citation format (e.g., "429 U.S. 97" not "429 US 97")

• Using semantic search instead if you don't have a specific citation

• Verifying the case exists on courtlistener.com

Development

Running Tests

# Install development dependencies
pip install -e ".[dev]"

# Run tests
pytest tests/

Code Formatting

# Format code
black src/

# Sort imports
isort src/

Project Structure

courtlistener-mcp/
├── src/
│   ├── __init__.py
│   ├── server.py          # FastMCP server with tool registration
│   ├── config.py          # Environment configuration
│   └── api_client.py      # CourtListener API wrapper
├── tests/
│   └── __init__.py        # Test suite
├── .env.example           # Environment template
├── .gitignore
├── pyproject.toml         # Dependencies and metadata
├── README.md
└── LICENSE

Technology Stack

• MCP Framework: FastMCP 2.x

• HTTP Client: httpx (async with connection pooling)

• Validation: Pydantic 2.x

• Configuration: python-dotenv

Contributing

Contributions are welcome! Please see CONTRIBUTING.md for guidelines.

Areas where help is appreciated:

• Additional test coverage

• Performance optimizations

• Documentation improvements

• Bug reports and fixes

License

MIT License - see LICENSE file for details.

Acknowledgments

• CourtListener and the Free Law Project for providing free access to legal data

• FastMCP framework by Marvin

• The MCP community for protocol development and tooling

Related Projects

• MCP Specification

• CourtListener API Documentation

• Free Law Project

Support

• Issues: Please report bugs and feature requests via GitHub Issues

• CourtListener API: For API-related questions, see CourtListener's help documentation

• MCP Protocol: For MCP-specific questions, see the MCP documentation