Knowledge & Memory MCP 服务
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.

Mcp Failure Lab
io.github.anilloutombam
A chaos-engineering and resilience-testing toolkit for Model Context Protocol servers.

GrayMatter
io.github.angelnicolasc
Persistent agent memory as a single Go binary: knowledge graph, TUI observability, zero infra.

Neural Mcp
io.github.andylbrummer
GPU-accelerated MCP server for neural network training, deep learning, and model experimentation

Openhive Mcp
io.github.andreas-roennestad
Search and contribute to a shared knowledge base of AI-discovered problem-solution pairs.

Tokenlite Mysql Mcp
io.github.andezdev
A secure, efficient, and intelligent MySQL server for the Model Context Protocol
Talamus
io.github.ampres-ai
Local-first, source-grounded memory that survives AI agent sessions.

Jamgate
io.github.amirj4m
A neutral memory quality-gate MCP server: save_memory, recall_memory, forget_memory over stdio.

Elefante
io.github.amenophis1er
Open, Git-native memory protocol for MCP agents. Portable, versioned, human-editable.

Amcharts5
io.github.amcharts
On-demand access to amCharts 5 docs, code examples, and API reference

Zikkaron
io.github.amanhij
Biologically-inspired persistent memory engine for Claude Code MCP agents

Docs Ask (local docs RAG)
io.github.alyiox
Local RAG MCP for markdown documentation. Retrieval only; host synthesizes answers.
Altmetric Mcp
io.github.altmetric
MCP server for Altmetric APIs - track research attention across news, policy, social media, and more

EvolutionDB Long-Term Memory
io.github.alptekin
Persistent long-term memory for Claude Desktop / Claude Code, backed by EvolutionDB.

Ai Memory
io.github.alphaonedev
Persistent memory for any AI — zero token cost until recall

Cli
io.github.aligndottech
Cross-tool decision memory for AI coding agents: search your decision graph, check changes over MCP.

Densely
io.github.alibaizhanov
Lossless context compression: 2-8x fewer tokens, byte-exact recovery, search inside payloads

Vault Cortex
io.github.aliasunder
Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1

Contextforge Mcp
io.github.alfredoizdev
Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot.

Dwarf Fortress (DFHack)
io.github.alexanderolvera
MCP server exposing a live Dwarf Fortress fort to an AI agent as curated, semantic tools

Clirank
io.github.alexanderclapp
Search, compare, and get docs for 210+ APIs ranked by CLI and agent relevance.

Mcp Context Server
io.github.alex-feel
An MCP server that provides persistent multimodal context storage for LLM agents.

Litra Paper Search
io.github.akkylab
MCP server for Litra.ai – AI-powered academic paper search with relevance scoring and summarization

Artha Council
io.github.akira231097
Auditable equity research and fail-closed broker execution for US and Indian cash equities.

Bitcoin Risk Brief
io.github.akarazhev
Daily Bitcoin risk with freshness state on every response. Research context, not advice.