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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 & Memory/knowledge.knowledge-graph

Knowledge Graphs

Graph-structured knowledge.

1.4k records393 liveRefine in search →
mnemo-mcp-agentMCP serverMCP
by Mnemo Contributors
Unknown

Cross-platform local MCP server and CLI for bitemporal long-term memory for AI agents

DatabasesVector SearchAgent MemoryKnowledge Graphs
pypi:mnemo-mcp-agent · local packagepublished 1 mo ago
mnemo-brain-mcpMCP serverMCP
Unknown

MCP bridge for the Mnemo second brain — query your LightRAG-backed knowledge graph from Claude Code, Cursor, Cline, and other MCP-compatible AI tools.

Knowledge GraphsPackages & Dependencies~77%
pypi:mnemo-brain-mcp · local packagepublished 6 mo ago
mind-mcpMCP serverMCP
Unknown

MIND Engine — Graph physics, traversal, client

Databases~79%Knowledge Graphs~76%Version Control~75%
pypi:mind-mcp · local packagepublished 10 mo ago
mgba-live-mcpMCP serverMCP
Unknown

MCP server for persistent live mGBA control with script bridge, screenshots, memory and input tooling

Packages & Dependencies~100%Documentation Lookup~79%Knowledge Graphs~79%Version Control~75%
pypi:mgba-live-mcp · local packagepublished 6 mo ago
meta-insights-mcpMCP serverMCP
Unknown

MCP server exposing Meta (Facebook/Instagram) business insights via the Graph and Marketing APIs

Social MediaMarketing~100%Knowledge Graphs~100%
pypi:meta-insights-mcp · local packagepublished 6 mo ago
meta-ads-mcp-serverMCP serverMCP
by Matt Yu
Unknown

Model Context Protocol server exposing the Meta Ads Graph API — 300+ tools for Facebook & Instagram Ads.

Social MediaMarketingKnowledge Graphs~100%
pypi:meta-ads-mcp-server · local packagepublished 9 mo ago
memory-nexus-mcpMCP serverMCP
by KairosMobius
Unknown

Persistent semantic memory for AI agents with knowledge graphs and Intelligence Packs.

Agent MemoryKnowledge Graphs~84%
npm:@memory-nexus/mcp · local packagepublished 7 mo ago
memory-mcp-serverMCP serverMCP
Unknown

MCP server for managing Claude's memory and knowledge graph

Agent Memory~100%Knowledge Graphs~84%
pypi:memory-mcp-server · local packagepublished 2 y ago
memorygraph-mcp-tai040502MCP serverMCP
by tai040502
Unknown

Graph-based MCP memory server for AI coding agents with intelligent relationship tracking and multi-backend support

Code Generation~100%DatabasesAgent MemoryKnowledge Graphs
pypi:memorygraph-mcp-tai040502 · local packagepublished 7 mo ago
memocean-mcpMCP serverMCP
Unknown

Local-first AI memory MCP server for Obsidian vaults. CJK-optimized.

Databases~100%Notes & DocsAgent MemoryKnowledge Graphs~84%Vector Search~83%
pypi:memocean-mcp · local packagepublished 6 mo ago
memnoth-mcpMCP serverMCP
Unknown

memnoth MCP server — Model Context Protocol server for memnoth memory. Name reservation placeholder.

Agent MemoryKnowledge Graphs~84%
pypi:memnoth-mcp · local packagepublished 2 mo ago
memnest-mcpMCP serverMCP
by arunkse
Unknown

Persistent graph memory MCP server for AI agents using LadybugDB

Vector SearchAgent MemoryEvaluation & Benchmarks~100%Knowledge Graphs
pypi:memnest-mcp · local packagepublished 1 mo ago
memgraph-ingester-mcpMCP serverMCP
by Oleksii Usatov
Unknown

MCP tools for Memgraph graphs created by memgraph-ingester

Knowledge GraphsVector SearchPackages & Dependencies~77%
pypi:memgraph-ingester-mcp · local packagepublished 4 mo ago
memento-mcpMCP serverMCP
by Daniele Corrao
Unknown

The Autonomous Nervous System for AI Agents — local-first MCP middleware with temporal graph memory, active coercion, and proactive goal alignment.

DatabasesAgent MemoryKnowledge GraphsVector Search~83%
pypi:memento-mcp · local packagepublished 4 mo ago
mcp-win-stdio-ragMCP serverMCP
by Mohan Kumar Indala
Unknown

Windows-optimized RAG MCP Server with Playwright crawling, Link Graph trees, and local hybrid search.

Web ScrapingVector SearchKnowledge GraphsBrowser AutomationDatabases~77%
pypi:mcp-win-stdio-rag · local packagepublished 2 d ago
mcp-vector-searchMCP serverMCP
Unknown

CLI-first semantic code search with MCP integration and interactive D3.js visualization for exploring code relationships

Databases~100%Vector Search~100%Knowledge Graphs~100%Reporting & Dashboards
pypi:mcp-vector-search · local packagepublished 5 mo ago
mcp-ubergraph-queryMCP serverMCP
Unknown

MCP server for querying the Ubergraph biomedical ontology SPARQL endpoint

Databases~100%Knowledge GraphsVersion Control~75%
pypi:mcp-ubergraph-query · local packagepublished 8 mo ago
mcp-temporal-knowledgeMCP serverMCP
Unknown

Temporal Knowledge Substrate MCP Server — domain-scoped knowledge accumulation with tool-enforced temporal integrity

Knowledge Graphs~76%
pypi:mcp-temporal-knowledge · local packagepublished 6 mo ago
mcp-sqlite-memory-bankMCP serverMCP
Unknown

A dynamic, agent/LLM-friendly SQLite memory bank for MCP servers with semantic search capabilities.

Databases~100%Agent Memory~100%Banking~100%Knowledge Graphs~84%
pypi:mcp-sqlite-memory-bank · local packagepublished 16 mo ago
mcp-skillsetMCP serverMCP
Unknown

Dynamic RAG-powered skills for code assistants via Model Context Protocol

Vector SearchKnowledge GraphsVersion Control~75%
pypi:mcp-skillset · local packagepublished 8 mo ago
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Machine query
GET /api/v1/search?capability=knowledge.knowledge-graph&status=live
Aliases

knowledge graph, graph, neo4j, ontology, entities

Also in Knowledge & Memory
  • Agent Memory
  • Reasoning & Planning