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20 Best PostgreSQL MCP Servers: compared and ranked, October 2026Ranked from 1,324 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
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    maintenance
    Provides AI-enabled access to Amazon Business API documentation, sample code, and troubleshooting resources. Enables developers to search and retrieve API documentation, generate integration code, and get guided solutions for common errors during the API integration process.
    2
    20 npm
    1
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Search and contribute to FixGraph — 25,000+ community-verified engineering fixes. Tools: fixgraph_search, fixgraph_get_fixes, fixgraph_submit_fix.
    3
    54 npm
    3
    MIT
  • A
    license
    C
    quality
    F
    maintenance
    A free, open-source service that transforms GitHub projects into MCP endpoints, enabling AI assistants to access and understand project documentation without any setup.
    32
    42 npm
    8,453
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to search and read public Ravensight documentation over unauthenticated remote HTTP, retrieving cited excerpts and Markdown sections with revision-aware pagination. Provides a browsable index of document IDs and sections, with read-only, free access that cannot touch customer studios or player data.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Unified MCP server that orchestrates 5D Database and Documentation System plugins, providing AI agents with centralized tools for database queries, semantic search, documentation validation, and workflow coordination.
    11 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol server that provides search and retrieval capabilities for JSer.info's JavaScript resource database, enabling access to items, posts, product information, and timeline data through various specialized tools.
    8 npm
    22
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP-speaking assistants to query 25 free, read-only everyday helpers covering money, health, jobs, travel, shopping, halal checks, football, and scripture, either per product or through one combined endpoint.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables semantic search across PostgreSQL, TimescaleDB, and PostGIS documentation to help AI coding assistants write better PostgreSQL code.
    68 npm
    1,860
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Zero-config knowledge base for AI coding agents. Loads your markdown docs into a searchable database and exposes them as MCP tools — search, read, and manage documentation without leaving your editor. Works instantly with SQLite (no setup), upgrades to PostgreSQL + pgvector for hybrid semantic search. 6 MCP tools, 3 resources, FTS5 keyword search, 176 tests.
    114 PyPI
    29
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Turns any documentation website into a standalone, dependency-free MCP server with local Chinese-first CJK search, enabling AI agents to read and search docs offline without API keys.
    7 npm
    Apache 2.0