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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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  • F
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    Provides SQL-backed semantic search over indexed notes using pgvector, exposing tools to search and list note sources via natural language.
    2
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables any MCP client to index files, directories, and arbitrary text into a local SQLite-backed vector database and perform semantic search with language-aware chunking, filters, and context expansion, all offline without network calls.
    10
    MIT
  • A
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    Enables AI agents to run read-only Postgres bloat diagnostics, returning per-table and per-index verdicts with supporting evidence, actionable fixes, and timeline history. It also identifies blocking sessions and can take a one-shot throwaway snapshot for live production diagnosis without touching stored timeline data.
    5
    MIT
  • A
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    quality
    D
    maintenance
    A local stdio MCP bridge that enables Cursor to interact with a remote PostgreSQL database through a PHP/Apache HTTP tunnel.
    5
    7 npm
    MIT
  • A
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    quality
    Not graded
    maintenance
    Provides comprehensive system diagnostics and hardware analysis through 10 specialized tools for troubleshooting and environment monitoring. Offers targeted information gathering for CPU, memory, network, storage, processes, and security analysis across Windows, macOS, and Linux platforms.
    10
    MIT
  • A
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    Gives agents read-only access to PostgreSQL databases, enabling them to inspect schemas, sample rows, compare stands, view query plans, and run read-only SQL through a single entry point.
    6
    MIT
  • A
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    quality
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    maintenance
    Enables AI assistants to discover allowed PostgreSQL schemas, run parameterized SELECT queries, and inspect query plans safely through parser-checked read-only transactions, timeouts, row caps, and role-based access controls.
    4
    MIT
  • A
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    A
    quality
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    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
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    quality
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    A local, fully-offline MCP memory server that enables persistent storage and retrieval of information using SQLite with both keyword and semantic vector search capabilities.
    10
    20 npm
    13
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory with semantic search for MCP-based AI agents, enabling them to store and recall information across sessions using vector embeddings.
    4
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables unified code search and analysis over a monorepo, combining exact, semantic, and call graph queries with indexing, incremental updates, and impact analysis.
    12
    MIT
  • A
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    B
    quality
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    maintenance
    Enables storing and retrieving text passages based on semantic meaning using local embeddings (Ollama) and vector storage (ChromaDB), allowing conversational memorization and retrieval of information.
    5
    18
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    A server that connects Claude with Spotify, allowing users to control playback, search content, get information about tracks/albums/artists/playlists, and manage the Spotify queue.
    5
    614
    MIT
  • A
    license
    C
    quality
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    maintenance
    Enables large language models to retrieve up-to-date and correct information about dlt pipelines, datasets, and schemas, improving AI-assisted development.
    8
    92 PyPI
    10
    Apache 2.0
  • A
    license
    C
    quality
    C
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    Connects Reaper projects to an MCP client like Claude Desktop, allowing users to ask questions and retrieve parsed information about the projects using natural language.
    4
    135
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables simulation of multi-qubit quantum circuits using complex state vectors, including unitary gates, entanglement, Born-rule measurement sampling, state fidelity, and probability distributions via MCP.
    7
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A deterministic SVG perception tool for LLM agents that renders SVGs in a real browser to measure geometry, colors, and spatial constraints, reporting results in grid grammar and W3C color names without guessing.
    37 npm
    MIT
  • A
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    Not graded
    quality
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    maintenance
    An MCP server that enables interaction with the Daft.ie API for searching rental properties and retrieving detailed information about specific rental listings.
    10
    ISC
  • A
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    Not graded
    quality
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    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