orneryd avatar

Mimir

orneryd/mimir

Mimir is an MCP server that provides AI assistants with a persistent Neo4j graph database for storing tasks, context, and relationships, enabling them to remember conversations and understand task dependencies over time. The server offers tools for task management, semantic search with AI embeddings, multi-agent coordination, and knowledge graph construction, solving the problem of AI context loss between conversations and enabling complex task orchestration across long-term projects. It supports Docker deployment, integrates with Claude and ChatGPT, and includes features like file indexing for retrieval-augmented generation and token optimization through PCTX integration.

GitHub stars
273
tools
13
last updated
Dec 30, 2025

Tools

13 tools

Public tool metadata for what this MCP can expose to an agent.

memory_nodeCreate/read/update nodes (tasks, files, concepts)

Create/read/update nodes (tasks, files, concepts)

No parameter schema in public metadata yet.

memory_edgeCreate relationships between nodes

Create relationships between nodes

No parameter schema in public metadata yet.

memory_batchBulk operations for efficiency

Bulk operations for efficiency

No parameter schema in public metadata yet.

memory_lockMulti-agent coordination

Multi-agent coordination

No parameter schema in public metadata yet.

memory_clearClear data (use carefully!)

Clear data (use carefully!)

No parameter schema in public metadata yet.

get_task_contextGet filtered context by agent type

Get filtered context by agent type

No parameter schema in public metadata yet.

index_folderIndex code files into graph

Index code files into graph

No parameter schema in public metadata yet.

remove_folderStop watching folder

Stop watching folder

No parameter schema in public metadata yet.

list_foldersShow watched folders

Show watched folders

No parameter schema in public metadata yet.

vector_search_nodesSemantic search with AI embeddings

Semantic search with AI embeddings

No parameter schema in public metadata yet.

get_embedding_statsEmbedding statistics

Embedding statistics

No parameter schema in public metadata yet.

todoManage individual tasks

Manage individual tasks

No parameter schema in public metadata yet.

todo_listManage task lists

Manage task lists

No parameter schema in public metadata yet.

Sponsors

Readme

image

M.I.M.I.R - Multi-agent Intelligent Memory & Insight Repository

AI-Powered Memory Bank + Task Management Orchestration with Knowledge Graphs

Docker Node.js Neo4j NornicDB MCP License

Official VSCode Extension

Give your AI agents a persistent memory with relationship understanding.


View the full README on GitHub

Details

Repository
github.com/orneryd/mimir
Categories
AI & LLM Tools, Search & Web Crawling, Productivity & Office

Related AI & LLM Tools MCP servers

View all
1sanity-io avatarSanitysanity-io/agent-toolkitGives AI agents direct access to your Sanity projects and guidance for working with them0stars
2shinpr avatarMcp Imageshinpr/mcp-imageAI image generation and editing with prompt optimization and quality presets187stars
3codegraph-ai avatarCodegraphcodegraph-ai/codegraphSemantic code graph: 42 tools, 38 languages. Callers, impact, AI context, memory, PR review.144stars
4jnmetacode avatarShellwardjnmetacode/shellwardAI agent security: 7 MCP tools for injection detection, PII scanning, command safety, DLP.108stars
5frumu-ai avatarDocs Mcpfrumu-ai/tandemRemote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help.107stars
6major7apps avatarPensyvemajor7apps/pensyveUniversal memory runtime for AI agents — episodic, semantic, and procedural memory.99stars