brain-mcp
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- FlicenseNot gradedqualityBmaintenanceLocal-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.-

LoreConvoofficial
AlicenseAqualityAmaintenancePersistent 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).33221 PyPI10Business Source 1.1- AlicenseAqualityAmaintenancePersistent 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.3024 npm15MIT

Memcellofficial
AlicenseNot gradedqualityCmaintenanceLiving memory for AI coding agents (Claude Code, Cursor, Copilot, Codex). Cross-vendor persistent memory, decision recall, and outcome calibration via MCP and hooks.780 npmApache 2.0- AlicenseCqualityAmaintenancePersistent, local memory for AI coding agents that learns how you work, not just what you said. Supports Claude Code, Codex CLI, Cursor, and any MCP client.76580 PyPI70MIT
- AlicenseAqualityAmaintenanceMCP-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.84Apache 2.0
TDQS
Scored across 25 tools
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.
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.
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.
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.