MCP Knowledge Graph
The Mcp Knowledge Graph server provides persistent memory for AI models by storing and retrieving information across conversations through a local knowledge graph using entities, relations, and observations. It offers tools to manage a master database (default memory store) and optional topic-specific databases, with automatic project-local storage in `.aim` directories and configurable global fallback locations. The system includes safety mechanisms with file markers to prevent accidental overwrites and works with Claude Code/Desktop and any MCP-compatible AI platform.
- GitHub stars
- 857
- tools
- 10
- last updated
- Dec 15, 2025
Tools
10 toolsPublic tool metadata for what this MCP can expose to an agent.
aim_memory_storeStore new memories (people, projects, concepts)
Store new memories (people, projects, concepts)
No parameter schema in public metadata yet.
aim_memory_add_factsAdd facts to existing memories
Add facts to existing memories
No parameter schema in public metadata yet.
aim_memory_linkLink two memories together
Link two memories together
No parameter schema in public metadata yet.
aim_memory_searchSearch memories by keyword
Search memories by keyword
No parameter schema in public metadata yet.
aim_memory_getRetrieve specific memories by exact name
Retrieve specific memories by exact name
No parameter schema in public metadata yet.
aim_memory_read_allRead all memories in a database
Read all memories in a database
No parameter schema in public metadata yet.
aim_memory_list_storesList available databases
List available databases
No parameter schema in public metadata yet.
aim_memory_forgetForget memories
Forget memories
No parameter schema in public metadata yet.
aim_memory_remove_factsRemove specific facts from a memory
Remove specific facts from a memory
No parameter schema in public metadata yet.
aim_memory_unlinkRemove links between memories
Remove links between memories
No parameter schema in public metadata yet.
Sponsors
Agent CaffeineSponsoredClose your lid, come back to finished work
SnugSponsoredThe clipboard manager for the AI eraPromote your product hereReach 125k+ visitors monthly
WaxSponsoredBlock anything with supervision, without erasing your iPhonePromote your product hereReach 125k+ visitors monthly
knobsSponsoredSee your site on any phone, any day, in any languageReadme
MCP Knowledge Graph
Persistent memory for AI models through a local knowledge graph.
Store and retrieve information across conversations using entities, relations, and observations. Works with Claude Code/Desktop and any MCP-compatible AI platform.
Why ".aim" and "aim_" prefixes?
AIM stands for AI Memory - the core concept of this system. The three AIM elements provide clear organization and safety:
.aimdirectories: Keep AI memory files organized and easily identifiableaim_tool prefixes: Group related memory functions together in multi-tool setups_aimsafety markers: Each memory file starts with{"type":"_aim","source":"mcp-knowledge-graph"}to prevent accidental overwrites of unrelated JSONL files
This consistent AIM naming makes it obvious which directories, tools, and files belong to the AI memory system.
CRITICAL: Understanding .aim dir vs _aim file marker
Two different things with similar names:
.aim= Project-local directory name (MUST be named exactly.aimfor project detection to work)_aim= File safety marker (appears inside JSONL files:{"type":"_aim","source":"mcp-knowledge-graph"})
Details
- Repository
- github.com/shaneholloman/mcp-knowledge-graph
- Categories
- AI & LLM Tools, Documents & Knowledge
Related AI & LLM Tools MCP servers
View all
Agentmailrooms Mcpclauxel/agent-mail-rooms-mcpA paid remote MCP for OpenAI Codex agent coordination MCP, built to return verdicts, receipts, usage0starsGeminiupgradeqa Mcpclauxel/gemini-upgrade-qa-mcpRemote MCP for Gemini upgrade evals, prompt regressions, output diffs, and eval receipts.0starsByterovermemory Mcpclauxel/byterover-team-memory-mcpA paid remote MCP for OpenAI Codex memory MCP, built to return verdicts, receipts, usage logs, and a0stars
DebitMyData Agentic Superhighwaydebitmydata-pow/agent-gatewayGet a DID-LLM, DebitMyData's verifiable identity for AI agents, and pay for it by yourself.0stars
Eyepupedholofy/agentic-analyticsAgentic visitor analytics — five tools that hand the next CRO fix to your coding agent.0stars
Headroomchopratejas/headroomCompress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60-95% fewer tokens, same answers. Library, proxy, and MCP server.23.9Kstars