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

Agent Search Pro
io.github.AgentMindCloud
Live web search and research synthesis for agents, with free samples and x402 USDC payments.

ScreenshotMCP
io.github.AgentForge-Labs
Desktop and mobile website screenshots plus page context for AI agents and automation workflows.

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

Mcp Acedatacloud
io.github.AceDataCloud
Manage your AceData Cloud account: services, pricing, APIs, docs, balance, usage, keys & orders

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.

Cathedral — Persistent Memory for AI Agents
io.github.AILIFE1
Persistent memory and drift detection for AI agents across session restarts.

Nordic Financial MCP
io.github.AIDataNordic
Semantic search over Nordic filings, press releases, macro data and electricity prices.

Food Recipe Mcp
io.github.AIDataNordic
Semantic search across 50,000+ food recipes with hybrid retrieval and reranking.

Adaptive Recall
io.github.AIAppsAPI
Adaptive memory system with cognitive scoring, knowledge graph, and self-improving ML.

Docs Mcp
io.github.ACTA-Team
Read-only MCP server for the official ACTA verifiable credentials documentation.

Google Docs MCP
io.github.A1-x-Tech
MCP server for the Google Docs API: read and edit documents, styles, tables, images, comments.