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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.v0.1 · early network
Capabilities/Knowledge & Memory/knowledge.knowledge-graph

Knowledge Graphs

Graph-structured knowledge.

424 records98 liveRefine in search →
fish-bridge — Session Knowledge GraphMCP serverMCP
by MakeaMouse
Unknown

Compresses AI chat sessions into a typed knowledge graph. Local/offline via Ollama.

Knowledge GraphsAgent Memory~64%
pypi:fish-bridge-mcp · local packagepublished 4 mo ago
cxg-census-mcpMCP serverMCP
by MaxMLang
Unknown

MCP server for the CZ CELLxGENE Census. Single-cell, ontology-aware. Community, unaffiliated.

Knowledge Graphs
pypi:cxg-census-mcp · local packagepublished 5 mo ago
graph-aave-mcpMCP serverMCP
by PaulieB14
Unknown

AAVE V2/V3 lending & governance MCP — 7 chains via The Graph subgraphs

Knowledge Graphs~100%
npm:graph-aave-mcp · local package
task-graph-mcpMCP serverMCP
by Oortonaut
Unknown

MCP server for agent task workflows with phases, prompts, gates, and multi-agent coordination

Agent Orchestration~91%Prompt Management~79%Knowledge Graphs~69%
no endpoint declared
OctocodeMCP serverMCP
by Muvon
Unknown

AI-powered code indexer with semantic search and knowledge graphs

Knowledge Graphs~84%
npm:@muvon/octocode · local package
OctobrainMCP serverMCP
by Muvon
Unknown

Persistent memory for AI assistants with semantic search and knowledge graph relationships.

Agent Memory~85%Knowledge Graphs~84%
npm:@muvon/octobrain · local package
Scholar MCPMCP serverMCP
by Liyux3
Unknown

Federated academic search, citation traversal, persistent PDF download, and temporary reading.

Academic ResearchDeep Web Research~100%Notes & DocsCode Review~64%Knowledge Graphs~62%
pypi:scholar-mcp · local packagepublished 17 h ago
memographMCP serverMCP
by Indhar01
Unknown

Graph-based memory system for LLMs with knowledge graphs and semantic search.

Vector SearchAgent MemoryKnowledge GraphsDatabases~68%
pypi:memograph · local packagepublished 2 mo ago
repo-graphMCP serverMCP
by James-Chahwan
Unknown

Structural graph map of any codebase so LLMs navigate by structure, not guesswork.

Knowledge Graphs
pypi:mcp-repo-graph · local packagepublished 2 mo ago
JunêMCP serverMCP
by Junemind
Unknown

Shared, cited knowledge-graph memory for agents — ask, search, remember, keep standing instructions

Agent Memory~100%Knowledge Graphs
pypi:june-mcp · local packagepublished 9 d ago
nexus-memory-mcpMCP serverMCP
by KairosMobius
Unknown

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

Agent Memory~100%Knowledge Graphs~84%
npm:nexus-memory-mcp · local package
memory-nexus-mcpMCP serverMCP
by KairosMobius
Unknown

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

Agent Memory~100%Knowledge Graphs~84%
npm:@memory-nexus/mcp · local package
product-cliMCP serverMCP
by Hafeok
Unknown

Knowledge graph CLI for managing features, ADRs, and test criteria as MCP-discoverable artifacts.

Knowledge Graphs~84%
no endpoint declared
mcp-serverMCP serverMCP
by GabrielaHdzMicrosoft
Unknown

An MCP server that provides visual memory and context storage with knowledge graph capabilities

Knowledge Graphs~84%
npm:visual-memory-context-server · local package
Neural Graph MapperMCP serverMCP
by Evozim
Unknown

Transform unstructured text into queryable semantic knowledge graphs.

Knowledge Graphs~100%
https://neural-graph-mapper-mcp.vercel.app/api/mcp
vector-knowledge-graph-mcpMCP serverMCP
by CSOAI-ORG
Unknown

AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node

Vector SearchKnowledge Graphs
pypi:vector-knowledge-graph-mcp · local packagepublished 3 mo ago
TempoGraphMCP serverMCP
by Elmoaid
Unknown

Code graph context engine with 24 MCP tools. 170+ languages via tree-sitter.

Knowledge Graphs~100%
pypi:tempograph · local packagepublished 5 mo ago
rag-knowledge-graph-mcpMCP serverMCP
by CSOAI-ORG
Unknown

Rag Knowledge Graph MCP Server by MEOK AI Labs

Vector Search~100%Knowledge Graphs~100%
pypi:rag-knowledge-graph-mcp · local packagepublished 3 mo ago
forensic-deepdiveMCP serverMCP
by Dhevenddra
Unknown

Persistent code knowledge graph + 9 composite MCP tools for AI coding agents.

Knowledge Graphs~84%
pypi:forensic-deepdive · local packagepublished 1 mo ago
flyto-indexerMCP serverMCP
by ChesterHsu
Unknown

Code intelligence MCP server: impact analysis, dependency graphs, dead code detection.

Knowledge Graphs~100%Code Generation~75%
pypi:flyto-indexer · local packagepublished 1 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