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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.PrivacyTermsv0.1 · early network
Capabilities/knowledge

Knowledge & Memory

Storage, memory and knowledge management for agents.

5.4k records2891 liveRefine in search →
Agent MemoryKnowledge GraphsReasoning & Planning
neural-memory-mcpMCP server
by Yakoub-ai
Unknown

A neural knowledge graph for codebases — three-layer code/bugs/tasks understanding for Claude Code

Knowledge GraphsAgent Memory~71%
pypi:neural-memory-mcp · local packagepublished 7 mo ago
networkx-mcp-serverMCP server
by NetworkX MCP Team
Unknown

NetworkX MCP Server with Security Fortress - Enterprise-grade secure graph analysis with AI-powered threat detection

Knowledge GraphsReporting & Dashboards
pypi:networkx-mcp-server · local packagepublished 16 mo ago
neruva-mcpMCP server
Unknown

Verified skills for AI agents. Find, install and run helper code that a program has checked on cases it never saw, and build your own: every skill ships the exact checker that proved it, so you can re-run the evidence yourself instead of taking our word for it. Free to read and install, no key and …

Vector SearchKnowledge GraphsDatabases~68%Agent Memory~64%
pypi:neruva-mcp · local packagepublished 2 mo ago
neo4j-semantic-search-mcpMCP server
Unknown

MCP server for semantic search in Neo4j knowledge graphs

Vector Search~100%Knowledge Graphs~100%
pypi:neo4j-semantic-search-mcp · local packagepublished 12 mo ago
neo4j-mcp-server-LiBokaiMCP server
Unknown

Neo4j Knowledge Graph MCP Server for Alibaba Bailian

Knowledge Graphs~100%
pypi:neo4j-mcp-server-libokai · local packagepublished 5 mo ago
neo4j-mcp-serverMCP server
Unknown

Neo4j MCP server

Knowledge Graphs~100%
pypi:neo4j-mcp-server · local packagepublished 5 d ago
neo4j-mcp-memory-scccyMCP server
Unknown

MCP Neo4j Knowledge Graph Memory Server

Agent Memory~100%Knowledge Graphs~100%
pypi:neo4j-mcp-memory-scccy · local packagepublished 15 mo ago
neo4j-mcp-canaryMCP serverMCP
by neo4j-labs
Unknown

Neo4j MCP Canary — The canary goes first so the rest of us know what's coming

Knowledge Graphs
pypi:neo4j-mcp-canary · local packagepublished 17 d ago
neo4j-mcpMCP server
Unknown

MCP server for Neo4j graph database operations

Knowledge Graphs~100%
pypi:neo4j-mcp · local packagepublished 1 mo ago
ncbi-kg-mcpMCP server
by Monideep Chakraborti
Unknown

MCP server for the NCBI Knowledge Graph - query 82K biomedical nodes via any LLM

Knowledge Graphs~84%
pypi:ncbi-kg-mcp · local packagepublished 8 mo ago
nativMCP serverMCP
by Nativ-Technologies
Unknown

AI-powered localization — translate, manage translation memory, and access style guides.

TranslationLocalizationAgent Memory~100%
pypi:nativ-mcp · local packagepublished 24 d ago
N3MemoryCore Lite (Working Memory)MCP serverMCP
by NeuralNexusNote
Unknown

Ephemeral 7-day hybrid vector+BM25 working memory, multilingual, backed by Redis Stack.

Vector SearchAgent Memory
pypi:n3memorycore-mcp-lite · local packagepublished 5 mo ago
n1mem-mcpMCP server
by N1Mem (powered by T1Mem engine)
Unknown

N1Mem MCP server (BYOK, zero dependencies) — long-term memory for Claude / Cursor / OpenClaw, including one-call import of your existing agent memory and local value telemetry (~/.n1mem/events.jsonl)

Agent Memory
pypi:n1mem-mcp · local packagepublished 3 d ago
muscle-memoryMCP serverMCP
by johannesloor
Unknown

MCP server that gives your agent a library of its own tested, reusable scripts.

Agent Memory~71%
pypi:muscle-memory-mcp · local packagepublished 4 d ago
muninn-mcpMCP server
by Ilwon Yoon
Unknown

Cross-tool project memory for solo builders. Odin's raven remembers.

Agent Memory
pypi:muninn-mcp · local packagepublished 9 mo ago
KG-SSOTMCP serverMCP
by marciocar
Unknown

Company-brain knowledge graphs: confirmed claims cite sources, and decisions get revisited

Knowledge Graphs
pypi:kg-ssot · local packagepublished 2 d ago
MSGraph MCPMCP serverMCP
by timfurlong
Unknown

MCP server for Microsoft Graph: Outlook mail and calendar, plus read-only Microsoft Teams

EmailCalendar & SchedulingTeam ChatKnowledge Graphs~100%
pypi:msgraph-mcp-server · local packagepublished 2 mo ago
ms-graph-mcpMCP serverMCP
by nitin27may
Unknown

Microsoft Graph MCP server — 85 tools for mail, calendar, Teams, files, SharePoint, and Entra ID

Knowledge Graphs~100%Cloud Platforms
pypi:ms-graph-mcp · local packagepublished 3 mo ago
mseep-repo-graphrag-mcpMCP server
Unknown

GraphRAG-based MCP server: builds a repository knowledge graph (Tree-sitter + LightRAG) for Q&A and change planning.

Knowledge Graphs~84%
pypi:mseep-repo-graphrag-mcp · local packagepublished 11 mo ago
mseep-optimized-memory-mcp-serverMCP server
Unknown

Optimized Memory MCP Server

Agent Memory~100%
pypi:mseep-optimized-memory-mcp-server · local packagepublished 14 mo ago
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Machine query
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Aliases

knowledge, memory