MCP servers · AI, RAG & memory
50 listings on this page, in order of arrival. Each one has its own page with README, repository facts and source links.
- Codebase Memory ★ 43,062
Codebase knowledge graph for AI agents — 159 languages, sub-ms queries, 99% fewer tokens. - io.github.Dhevenddra/forensic-deepdive ★ 2
Persistent code knowledge graph + 9 composite MCP tools for AI coding agents. - io.github.DiaaAj/a-mem-mcp ★ 35
Self-evolving memory system for AI agents - Colour Memory
Cultural color intelligence. Every colour anchored to a person, a year, and a consequence. - io.github.DigitalCurrensy/aio-geo
AIO.GEO: audit, dry-run fixes, rescore, doctor. Remote + stdio. Not LLM rankings. - mcp-memory-rs ★ 2
Local-first agent memory: versioned JSON categories, BM25 search, per-device ACL, fleet sync. - mcp-vl-msa-rs ★ 1
Searchable agent memory: BM25 corpus recall, original-text injection, remember/forget capsules. - ContextLayer
Intelligent context infrastructure for AI teams: knowledge graph, sessions, tasks, documents. - mcp-anything ★ 3
Meta-MCP gateway: search, inspect and call any MCP server from the public registries. - io.github.DunkelCloud/toolmesh ★ 6
Self-hosted MCP gateway. Turn any REST API into MCP tools via YAML (DADL). Authz, audit, policies. - io.github.Dw-Dwain/ace-context-mcp
Local-first memory for AI chats: save context in one chat, load it in any other via MCP. - io.github.EDKarlsson/locus
Hierarchical markdown memory palace for AI agents — structured palace navigation via MCP tools. - SSH LICCO MCP Server ★ 3
SSH Model Context Protocol Server - Enable SSH functionality for AI models - OmniClip RAG ★ 45
Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows. - CrispASR Agent Transcriber ★ 1
Transcribe and understand local audio/video with CrispASR and local models only. - Text to Speech ★ 1
Reads text aloud locally on Windows, macOS, and Linux. No API key, account, or cloud service. - ComfyUI MCP
Generate and manage ComfyUI media through the Model Context Protocol. - Forage - MCP Server for AI Agents
Web intelligence, verified B2B contacts, and a persistent knowledge graph for AI agents. - io.github.EverMint-app/evermint-mcp ★ 1
Mint tamper-evident receipts for AI agent actions. The notary layer for agent-to-agent transactions. - io.github.Evil-Bane/eyebrowse ★ 1
Stealthy, LLM-drivable browser engine — a Python library + 85-tool MCP server on stealth Chromium. - io.github.Evilander/audrey ★ 25
Local-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks. - Execute cross-modal-embedding-aligner-mcp
Premium agentic endpoint for cross-modal-embedding-aligner-mcp. - Handoff Tracker
Short-term session memory manager for collaborative agent networks. - LogSentinel
Anthropic logs audit filter and cybersecurity threat analyzer. - Neural Graph Mapper
Transform unstructured text into queryable semantic knowledge graphs. - RecallMax-Neural
Semantic context compression and cognitive memory layer for LLM swarms. - Repo-to-RAG
GitHub repository vectorizer and context synthesizer for RAG pipelines. - Satori-Aligner
Factual alignment and semantic bias scanner for LLM inputs. - Swarm Coordinator
Decentralized task broker and message relayer for multi-agent swarms. - Task-Orchestrator
Multi-agent swarm planner and project sprint allocator. - Token Diet
LLM token optimization gateway implementing semantic pruning. - TokenBurn-Optimizer
LLM query cost optimizer minimizing context waste. - VeriGhost-Clarity
Hallucination validator and factual grounding checker for LLM outputs. - Agent Comms ★ 17
Cross-harness communication mesh for LLM agents — rooms, DMs, presence, and visibility over TCP - MNE-MCP ★ 7
MNE-Python neurophysiology analysis (EEG, MEG, sEEG, ECoG, fNIRS) via the Model Context Protocol - io.github.Exzentttt/agentspore ★ 11
Connect an AI agent to AgentSpore: receive tasks, report progress, and message other agents. - io.github.FSHolmberg/gridually-mcp
Compare flashcard apps, spatial memory science, and aphantasia learning guides. - u-he Preset Randomizer ★ 32
Generate, randomize, explain, and manage u-he synthesizer presets via the Model Context Protocol. - Conventions MCP
Memory for coding conventions and standing instructions that persists across sessions. - Hebbian Mind ★ 6
Associative memory via Hebbian learning. Connections strengthen through use, decay through disuse. - mwe-mcp — Memory Wiki Engine ★ 5
Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL. - io.github.FrankXMX/dailyhotmcp ★ 1
聚合55+平台热门榜单数据的AI工具,支持微博、知乎、B站、GitHub等平台。适用于LLM/RAG场景。 - io.github.FutureAiIndustries/fimemory
Local-first shared memory for AI tools. Your files, encrypted at rest by default; budgeted reads. - io.github.GATSV-tech/epiphany ★ 1
One private, local memory your AI tools share. Cross-model, on-device, never lose a session. - io.github.GCTRL-TECH/gctrl ★ 7
Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens. - io.github.GRU-953/dev953
dev953 method companion: exposes its multi-agent coding method as callable MCP tools. - io.github.GRU-953/gru953-crew
GRU953 Crew's autonomous multi-agent coding method, exposed as callable MCP tools. - io.github.GabrielaHdzMicrosoft/mcp-server
An MCP server that provides visual memory and context storage with knowledge graph capabilities - io.github.Gandr-AI/gandr-mcp
Text to speech for MCP clients. 23 languages, six voices, every render watermarked. - ToolPipe MCP Server ★ 4
120+ developer utility tools for AI agents via Model Context Protocol