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brainctltschonleber79A cognitive memory system for AI agents. Single SQLite file. MCP server included.lance-mcpadiom-data78A Model Context Protocol (MCP) server that enables LLMs to interact directly the documents that they have on-disk through agentic RAG and hybrid search in LanceDB. Ask LLMs questions about the dataset as a whole or about specific documents.network-aijovansapfioneer78Traffic light for AI Agents and TypeScript/Node multi-agent orchestrator with shared state, guardrails, and adapters for 32 AI frameworksbrain-mcpmordechaipotash77Local-first AI memory MCP server — query your ChatGPT, Claude Code, Cursor & Codex history from any LLM. DuckDB+parquet.skillsmithsmith-horn77Shared skills, safe for production.maximem_synap_sdkmaximem-ai76The memory layer for production AI agents. Python + JS SDKs, 24 framework integrations, MCP server.agent-osimran-siddique74[DEPRECATED] Moved to microsoft/agent-governance-toolkitpondtenequm74Lossless storage and search for AI agent sessions, across every agentic client.memcordukkit74🧠 Self-hosted, privacy-first MCP server for long-term AI memory — save, search & summarize Claude/ChatGPT chat history locally. No cloud, no database.Cortexcdeust73Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-first SQLite/PostgreSQL, hybrid retrieval, decay-based consolidation, and reproducible benchmarks. Claude adds optional automatic lifecycle hooks.kb-mcp-serverGeeksfino72Build a knowledge base into a tar.gz and give it to this MCP server, and it is ready to serve.agent-reliability-analyzertrustabl72Agent reliability scanner: find and fix agent reliability gapsmcp-rag-serverkaraage070371MCP RAG Serverは、Model Context Protocol (MCP)に準拠したRAG（Retrieval-Augmented Generation）機能を持つPythonサーバーです。マークダウン、テキスト、パワーポイント、PDFなど複数の形式のドキュメントをデータソースとして、multilingual-e5-largeモデルを使用してインデックス化し、ベクトル検索によって関連情報を取得する機能を提供します。brainstorm-mcpspranab71A single model's confident answer can still be wrong, so brainstorm-mcp runs multi-round debates between GPT, Gemini, DeepSeek, Claude, and local Ollama models and returns a structured synthesis, as an MCP server that needs no API keys in hosted mode.total-agent-memoryvbcherepanov71Persistent local memory for AI coding agents — Claude Code, Codex CLI, Cursor, any MCP client. Temporal knowledge graph, procedural memory, AST codebase ingest, cross-project analogy. LongMemEval R@5 95.1%, LoCoMo 0.607, BEAM 1M 0.448. 74 MCP tools, 9 IDEs, 100% local.codex-bridgeFanch-hui70ChatGPT的MCP 桥接工具，赋予网页版ChatGPT本地读写能力，并将ChatGPT连接至本机codex、agy、dsh、opencode，作为大脑调用本机agent。Connect ChatGPT to local projects and coding agents via MCP. Run Codex, OpenCode, DeepSeek Harness & Antigravity with approvals, live output and session control.agent-fleet-oescapeboy70Open-source AI agent orchestration platform — self-hosted mission control for autonomous multi-agent systems. Visual DAG workflows, 670+ MCP tools, human-in-the-loop approvals. Works with Claude, GPT-4o, Gemini, Ollama, Codex.dns-aid-coreinfobloxopen70DNS-based Agent Identification and Discovery - Reference Implementation for IETF BANDAIDmcp-reverieknowall-ai70Memory management MCP server for AI agents using Neo4j knowledge graphsprelooppreloop70The open-source AI agent control plane: MCP firewall, model gateway with budgets, human approvals, runtime observability, and audit trailscodex-bridgeyeyuancc0-glitch70ChatGPT的MCP 桥接工具，赋予网页版ChatGPT本地读写能力，并将ChatGPT连接至本机codex、agy、dsh、opencode，作为大脑调用本机agent。Connect ChatGPT to local projects and coding agents via MCP. Run Codex, OpenCode, DeepSeek Harness & Antigravity with approvals, live output and session control.data-structure-protocolk-kolomeitsev68Graph-based long-term memory skill for AI (LLM) coding agents — faster context, fewer tokens, safer refactorstoken-enhancerxelektron68A local proxy that strips web pages down to clean text before they enter your AI agent's context window. 704K tokens → 2.6K tokens. No LLM required.memocat-mcpMontyGovernance67Shared, persistent memory for AI agents. Self-hosted MCP server with semantic search, vector RAG, and live updates. Works with Claude, Cursor, Codex, and any MCP client.montycat-mcpMontyGovernance67Shared, persistent memory for AI agents. Self-hosted MCP server with semantic search, vector RAG, and live updates. Works with Claude, Cursor, Codex, and any MCP client.minirag-mcpsfrangulov67Local-first RAG MCP server in Python: hybrid search (semantic + BM25 keyword boost) over your own documents. 11 MCP tools + CLI, markitdown ingestion for 12 formats, multilingual embeddings, LanceDB. Nothing leaves your machine.fridayfriday-memory66The open-source persistent cognitive memory layer for AI coding agents. Stop your Cursor, Claude & Copilot from having amnesia.vorim-mcp-serverkzino66MCP server for Vorim AI — AI agent identity, permissions, and audit trails. 19 tools for Claude, OpenAI, Cursor, VS Code, and any MCP-compatible client.MycoBattam111165The living armor an AI agent inhabits: eternal devouring, eternal evolution, eternal amplification.memory-vaultMihaiBuilds65A local-first AI memory system with hybrid search, MCP integration, and a knowledge graph.thoughtboxkastalien-research65Thoughtbox is an intention ledger for agents. Evaluate AI's decisions against its decision-making.join.cloudkushneryk65Join.cloud lets AI agents work together in real-time rooms. Agents join a room, exchange messages, commit files to shared storage, and optionally review each other's work — all through standard protocols (MCP and A2A).mcp-automemverygoodplugins65MCP client for AutoMem — give Claude, Cursor, Codex, and other MCP tools durable graph+vector memory across conversations.greadnitrorcr64One Skill for all repos. Give your agent access to the source code and docs of all open-source librariesmcp-ragdocsrahulretnan64An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.graphrag_mcprileylemm64This is a MCP server I built to interact with my hybrid graph rag db.skill-of-skillsthe911fund64The autonomous discovery engine for AI coding tools. Indexes skills, plugins, MCP servers, agents, and integrations across Claude Code, Codex, Gemini CLI, and more.devragtomohiro-owada64Markdown vector search MCP server for Claude Code. Natural language search for markdown files using multilingual-e5-small embeddings.ememVortx-AI63Satellites for AI. emem is the machine-maintained, external memory of our physical world.Zikkaronamanhij63Biologically-inspired persistent memory engine for Claude Code. 26 cognitive subsystems, Hopfield networks, predictive coding, causal discovery, successor representations, all running locally over SQLite.rember-mcprember63A Model Context Protocol (MCP) server for Rember.zettelforgerolandpg63Agentic memory for CTI in Python — STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agentskollektiv-mcpalexander-zuev61Kollektiv MCP enables you to chat with and query your own documents directly from IDEs and MCP clients. Private, secure, and integrated into your favorite code editoragentcairnccf61Long-term, cross-project memory for AI coding agents. Your own Obsidian vault as the source of truth. Daemonless and without opaque databases, your memory belongs to you.mcp-difyworkflow-servergotoolkits61mcp-difyworkflow-server is an mcp server Tools application that implements the query and invocation of Dify workflows, supporting the on-demand operation of multiple custom Dify workflows.agentic-resource-discoveryneuronto60Neuronto Agentic Resource Discovery (ARD) Index. Federated search across every public ARD registry, plus a verified tool index read from each MCP server's own tools/list, hybrid lexical and semantic retrieval, and ARD-Bench.mcp-duckdb-memory-serverIzumiSy59MCP Memory Server with DuckDB backendopenexpanthroos59Outsource your understanding. Capture every human-AI decision as a step in a trajectory; grade trajectories retroactively when outcomes land (deal closed, sprint shipped). Hooks + MCP server for Claude Code, Qdrant + FastEmbed local-first.webfetchfirish58Own your LLM's web search: a local search->fetch->rank pipeline that replaces hosted web-search tools. Measured: matches hosted accuracy at 66% lower cost and up to 88% fewer tokens, plus a precision-tuned semantic caching with query-dependant TTL that no API offers.mcp-serverVapiAI57Vapi MCP Server