Knowledge & Memory MCP 服务
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.
specmate
io.github.Alele496
BSV coding knowledge engine for AI agents — pre-compile traps and post-compile diagnosis.
Central Intelligence
io.github.AlekseiMarchenko
Persistent memory for AI agents. Store, recall, and share knowledge across sessions.
coldstart
io.github.AkashGoenka
Codebase memory for AI agents: an AST index plus agent-written notes that self-stale.
AitherOS ADK
io.github.Aitherium
Agent runtime with typed memory, knowledge and code graphs, plus file and web tools
Aidimag
io.github.AiDimag
Persistent, verified memory for AI coding agents: recall, capture, guardrails, review queue.
semhood
io.github.AhmeedGamil
AST-based semantic code search; results ship with their call graph (calls + callers).
Doc Bridge
io.github.AgentsKit-io
Resolve documentation ownership, edit roots, checks, and human handoffs before an agent edits code.
Mcp Server
io.github.Agentled
Intelligent AI workflow orchestration with long-term memory, 100+ integrations, and unified credits.
Mcp Apollo
io.github.AgenTeam-AI-2026
Apollo.io MCP server. Search people, enrich contacts, find emails, research companies.
Neuromcp
io.github.AdelElo13
Semantic memory for AI agents with hybrid search, knowledge graph, and consolidation
Neurohive
io.github.AdelElo13
Multi-agent memory intelligence with expertise tracking and conflict detection
Notes
io.github.Abhishekkumar2021
Local markdown notes: ranked + semantic search, tags, todos, and a wiki-link knowledge graph.
Waggle Mcp
io.github.Abhigyan-Shekhar
Persistent graph-backed conversational memory for AI agents.
HEIDES
io.github.AbduljabbarBXR
Deterministic code analysis harness giving AI agents senses, memory and judgment for code.
Memorix
io.github.AVIDS2
Local-first project memory with legacy MCP and 2026 discovery compatibility.
Ya Yandex Wiki Mcp
io.github.APonkratov
Yet Another Yandex Wiki MCP Server.
Yodmcp
io.github.ANAMIZED
Autonomous MCP Agent OS: multi-graph memory, Tasks, Skills, A2A, attestation, OpenTelemetry.
Rules MCP
io.github.AKR1166
MCP for rules/skills/knowledge evaluation for Cursor, Claude, VS Code, and Antigravity.
Queue AIops
io.github.AIops-tools
Governed redis + rabbitmq ops: memory/latency/backlog/churn RCA, policies. 28 tools.
Keymaster Mcp
io.github.AInoAKARI
Read-only runtime secret retrieval from HashiCorp Vault via Keymaster for autonomous AI agents.
Ainative Zerodb Memory Mcp
io.github.AINative-Studio
ZeroDB agent-memory MCP — 18 tools: memory + write-back to Slack, Gmail, Calendar, GitHub.
Ainative Opencode Memory Mcp
io.github.AINative-Studio
Persistent cross-session memory for OpenCode and MCP coding agents, powered by ZeroDB.
Ainative Memory Mcp
io.github.AINative-Studio
Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.
Adaptive Recall
io.github.AIAppsAPI
Adaptive memory system with cognitive scoring, knowledge graph, and self-improving ML.