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20 Best PostgreSQL MCP Servers: compared and ranked, October 2026Ranked from 1,524 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
    license
    A
    quality
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    maintenance
    Semantic memory for AI builders: capture the tacit engineering know-how that never reaches your docs, recall it the moment it applies. Built in Rust on Postgres and pgvector.
    10
    10
    -
  • A
    license
    A
    quality
    A
    maintenance
    Analytical memory for AI agents: a real Postgres your agent connects to over MCP and queries in plain English — GROUP BY, JOIN, aggregate over what it remembered, not just top-k vector recall.
    7
    2
    Functional Source , Version 1.1, ALv2 Future
  • A
    license
    A
    quality
    D
    maintenance
    Enables agents to perform spaced-repetition learning with FSRS scheduling, including adding cards, reviewing due cards, and grading recall, using a headless SQLite or Postgres backend.
    9
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Persistent memory for AI agents through the Model Context Protocol. MemStack provides tools to store, retrieve, summarize, prune, export, and manage memories using local files, SQLite, Postgres, Redis, or in-memory storage.
    18
    66 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A knowledge base MCP server that aggregates team knowledge from multiple sources into Postgres. It provides hybrid search (full-text + vector + RRF) via MCP tools, and enables direct recording of decisions, learnings, and pitfalls.
    15
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Zaxy turns agent work into durable, auditable memory: a hash-chained Eventloom log as the source of truth, an embedded temporal knowledge graph for reasoning (local-first, no sidecar; Neo4j/Postgres optional), cited Memory Checkout for compact context, and MCP tools for model-facing retrieval, capture, and feedback.
    8
    46 PyPI
    17
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Local-first, auditable memory for Codex, Claude Code, and MCP clients. It stores scoped user/project memory in SQLite or Postgres, serves read-only recall and inspection tools by default, and supports opt-in governed writeback with review and forget controls.
    8
    183 npm
    20
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    MCP server for lineage-gated AI agent memory on PostgreSQL + pgvector: a cached result is only returned if every sensitive column it was derived from is permitted for the caller’s role, enforced by Postgres row-level security rather than application code.
    3
    1
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    An agent-neutral MCP server providing SQLite key/value storage, Postgres knowledge base, and Kart task queue functionality. Features SAP/1.0 authorization on every tool call for secure multi-application access.
    1,074 PyPI
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Serves as a universal interface between AI Agents and AnalyticDB PostgreSQL databases, enabling metadata retrieval and SQL execution, with additional capabilities for knowledge graph and LLM memory management.
    16
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients such as Claude Code, Codex, and Cursor to store, query, update, and share schema-less JSON records in a self-hosted Postgres-backed database across sessions.
    22
    AGPL 3.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to read, search, and write Markdown notes kept in Postgres, alongside a web app with a file tree, wikilinks, full-text search, and a graph. Supports OAuth or API-key connections, per-account vaults, and folders shared with other people read-only or read-write.
    AGPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Local-first MCP server for long-term memory of dev sessions. It indexes session metadata with embeddings in Postgres/pgvector, enables semantic search over past sessions, and resolves only relevant session files for context.
    9 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to query a personal knowledge vault with hybrid search, entity relationships, user highlights, and vault statistics over a Supabase/Postgres schema.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Framework-agnostic MCP server for agent memory with Postgres + pgvector, enabling persistent memory, recall, and task management across sessions.
    MIT