Knowledge Management · Search Tools
delorenj/mcp-qdrant-memory
This MCP server provides a knowledge graph implementation with semantic search capabilities powered by Qdrant vector database.
docker run -d \{
"mcpServers": {
"memory": {
"command": "/bin/zsh",
"args": [
"-c",
"cd /path/to/server && node dist/index.js"
],
"env": {
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_API_KEY": "<QDRANT_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>",
"QDRANT_COLLECTION_NAME": "<QDRANT_COLLECTION_NAME>"
}
}
}
}OPENAI_API_KEYQDRANT_API_KEYQDRANT_URLQDRANT_COLLECTION_NAMEGraph-based knowledge representation with entities and relations
File-based persistence (memory.json)
Semantic search using Qdrant vector database
OpenAI embeddings for semantic similarity
HTTPS support with reverse proxy compatibility
Docker support for easy deployment
create_entities
Create multiple new entities
create_relations
Create relations between entities
add_observations
Add observations to entities
delete_entities
Delete entities and their relations
delete_observations
Delete specific observations
delete_relations
Delete specific relations
read_graph
Get the full knowledge graph
search_similar
Search for semantically similar entities and relations
Details on this page are taken from the project's README. Open README
1Panel-dev/MaxKB
MaxKB = Max Knowledge Brain, it is an open-source platform for building enterprise-grade agents. MaxKB integrates Retrieval-Augmented Generation (RAG) pipelines, supports robust workflows, and provides advanced MCP tool-use capabilities.
bytedance/UI-TARS-desktop
TARS is ByteDance's multimodal AI agent stack, shipping two projects: Agent TARS (a CLI and Web UI agent built on MCP) and UI-TARS-desktop (a desktop GUI agent).
supermemoryai/supermemory
State-of-the-art memory and context engine for AI.
topoteretes/cognee
Cognee - The Free Open-Source AI Memory Platform for Agents.
makenotion/notion-mcp-server
For the best experience, use Remote Notion MCP, our official hosted MCP server. This repository is a separate, self-hosted MCP server implementation that is no longer actively maintained or supported. Please use Remote Notion MCP instead.
cyberagiinc/devdocs
[!WARNING] DevDocs Status: Not publicly maintained. Enhanced internal version at CyberAGI — public release coming soon. If you have any questions please reach out to info@cyberagi.ai.