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Alternatives to brain-mcp

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    Related Servers

    • F
      license
      Not graded
      quality
      B
      maintenance
      Local-first memory for AI coding agents. Indexes your Claude Code, Codex, Cursor, Cline and Gemini CLI history by repo/branch/worktree and hands a context capsule (decisions, touched files, next steps) to the next agent over MCP.
      -
    • A
      license
      A
      quality
      A
      maintenance
      Persistent memory layer for MCP-compatible AI agents. Implements save/recall/search over a local SQLite session store via 14 MCP tools. Auto-loads relevant context at session start. No cloud dependency. Works with Claude, Cursor, Codex, Hermes Agent. Free (50 sessions) / Pro ($8/mo).
      33
      221 PyPI
      10
      Business Source 1.1
    • A
      license
      A
      quality
      A
      maintenance
      Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking, knowledge graph, session checkpoint/resume, and multi-scope isolation. Local-first with LanceDB.
      30
      24 npm
      15
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      Living memory for AI coding agents (Claude Code, Cursor, Copilot, Codex). Cross-vendor persistent memory, decision recall, and outcome calibration via MCP and hooks.
      780 npm
      Apache 2.0
    • A
      license
      A
      quality
      A
      maintenance
      MCP-native persistent memory layer for AI agents across Claude Code, Cursor, VS Code, and OpenClaw. Powered by hybrid vector search, BM25, and cross-encoder reranking with a published 73.1% LoCoMo benchmark accuracy.
      8
      4
      Apache 2.0

    TDQS

    A3.5/5.0

    Scored across 25 tools

    Disambiguation4/5

    Tools are largely distinct, with clear descriptions differentiating similar ones (e.g., search tools target different sources). Some potential confusion between 'open_threads' and 'unfinished_threads' but descriptions clarify.

    Naming Consistency4/5

    All tool names use snake_case and follow a verb_noun or noun phrase pattern consistently. Minor variation in style (e.g., 'brain_stats' vs 'get_conversation') but still very readable.

    Tool Count4/5

    25 tools is on the high side but appropriate for the broad scope of personal knowledge management (search, stats, analytics, principles, threads, etc.). Each tool earns its place.

    Completeness5/5

    Coverage is comprehensive for the stated purpose: searching, retrieving, analyzing, and introspecting on a personal knowledge base. No obvious gaps given the read-heavy, analysis-oriented domain.

    Maintenance

    ActivitySlowing
    ResponsivenessSlow