Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@Legal MCP Server Search for documents related to breach of contract claims"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
A Model Context Protocol (MCP) server for legal document search and retrieval, powered by Azure Cosmos DB and Voyage AI embeddings.
This MCP server exposes 12 search and retrieval tools for legal documents, providing semantic search, keyword search, and metadata-based queries over a corpus of vectorized legal documents.
Related MCP server: CodeAlive MCP
Semantic Search: Vector search over 3,275+ document chunks using Voyage AI voyage-law-2 embeddings
Keyword Search: BM25-based full-text search for precise term matching
Bates Number Lookup: Direct document retrieval by filing number
Claim-Specific Queries: Filter documents by claim status and party
Document Mapping: Cross-reference documents across the corpus
Statutory Citation Search: Find legal precedents and statutory references
Compression Support: Retrieve facts (compressed) or raw text for efficiency
Cosmos DB: Stores 3,275 document chunks and 2,772 embeddings
Azure Key Vault: Manages API keys and secrets (Voyage AI, etc.)
Azure Container Apps: Hosts the MCP server
Documents are chunked and vectorized using Voyage AI's legal-specialized model (1024 dimensions).
See SCHEMA.md for complete database schema documentation.
Python 3.10+
Azure credentials (for Cosmos DB and Key Vault access)
Voyage AI API key
pip install -r requirements.txtSet the following environment variables:
COSMOS_DB_ENDPOINT: Cosmos DB endpoint URL
COSMOS_DB_KEY: Cosmos DB read key
VOYAGE_API_KEY: Voyage AI API key
AZURE_KEY_VAULT_URL: Key Vault URL
Or store them in Azure Key Vault (recommended for production).
Start the MCP server:
python legal_mcp.pyThe server exposes tools via the Model Context Protocol for use by Claude or other MCP clients.
The server provides the following tools:
semantic_search - Search documents by meaning
keyword_search - Full-text search by keywords
search_by_bates - Find documents by Bates number
search_by_header - Find documents by section headers
search_by_claim - Find documents related to specific claims
map_documents - Cross-reference related documents
search_citations - Find statutory and case citations
And more...
The server is deployed as an Azure Container App in the personal Azure account.
Status: Active
Image: legalmcpacr.azurecr.io/legal-mcp:joinfix
Endpoint: legal-mcp-server.purplesky-9ea73a76.eastus.azurecontainerapps.io
Private repository for legal case support.
This server cannot be deployed
A Model Context Protocol server for Wix AI tools
The Needle MCP server enables semantic search on documents stored in files like PDFs, DOCX, and XLSX by connecting AI applications to external data sources. It provides capabilities to create and manage document collections, perform natural language searches on stored content, and retrieve relevant information without requiring exact keyword matches.
Agent-native MCP server over the public saagarpatel.dev corpus. Read-only, stateless.
