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20 Best PostgreSQL MCP Servers: compared and ranked, November 2026Ranked from 1,584 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    F
    maintenance
    Archived MCP server for PostgreSQL health monitoring; functionality merged into pg-dash.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Gives Claude Code read-only access to a student's eNauczanie PG (Moodle) account, enabling retrieval of courses, deadlines, grades, announcements, forum discussions, and quiz reviews using the student's web service token.
    14
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides professional cycling data from FirstCycling, allowing users to retrieve comprehensive information about cyclists, race results, historical cycling data, and team information through natural language queries.
    18
    18
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.
    14
    3
    Apache 2.0
  • A
    license
    B
    quality
    C
    maintenance
    Enables a single MCP server for interacting with multiple vector databases through pluggable backends, starting with Pinecone. It supports schema-aware index management, upserts, hybrid search, embeddings, TTL conventions, and namespace operations.
    28
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    A shared, persistent MCP memory server for coding agents that enables storing and retrieving project decisions and context across different tools like Claude Code, Codex, and Cursor using semantic vector search.
    8
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to track causal relationships, reconcile concurrent state changes, and coordinate consensus across distributed networks using vector clocks, CRDTs, gossip, and quorum-based protocols.
    7
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that provides natural language access to Cortex API, enabling users to query information about their system's structure and make faster decisions about services, incidents, and team responsibilities.
    9
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Kubernetes management MCP server that provides interfaces for getting information about Kubernetes clusters, performing operations, monitoring status, and analyzing resources.
    3
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides access to government development, geography and land information data through a FastMCP interface, including data on new building plans processed by the Building Authority.
    35 PyPI
    1
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables storing and retrieving information using semantic search with Qdrant vector database. Acts as a memory layer for LLMs to persistently store and semantically search through information and metadata.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    A secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.
    21 PyPI
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides detailed information about your development environment to the Cursor code editor, enabling more context-aware assistance.
    6
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Deterministic evidence about embedding spaces and vector indexes for agents: hubness, anisotropy, collapse, distance concentration, ANN recall, HNSW/IVF sweeps. CLI + MCP server.
    926 PyPI
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables users to query information about LPDP scholarship financial disbursement using RAG with Pinecone vector search and Gemini 2.0 Flash, answering questions about funding components, deadlines, living allowances, and required documents.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables semantic search and management of Zotero reference libraries using PostgreSQL with pg-vector and OpenAI/Ollama embeddings. Provides AI-powered search, full-text extraction, metadata access, annotations, notes, tags, and collections management.
    3
    MIT