topoteretes/cognee
by Various
Memory platform for AI Agents in 6 lines of code
MCP
topoteretes/cognee
Added 1 June 2026
Overview
Cognee is a Python memory platform for AI agents that abstracts graph and vector storage into a simple API. It enables agents to store, retrieve, and reason over structured knowledge with minimal setup, typically requiring just a few lines of code to integrate.
Best for
Best for
Python developers building multi-turn agents that need persistent, queryable memory without database infrastructure overhead
Use cases
- Building agents that maintain long-term context across conversations
- Implementing semantic search and retrieval over agent knowledge bases
- Connecting multiple agents to a shared memory layer for coordination
How to use
Install
uv pip install cognee Tools exposed
RelationshipsEmbeddingsSessionsMetadataPlatformBenchmarkBEAM
Tested with
Claude Code
Notes
Cognee is a Python memory platform for AI agents that abstracts graph and vector storage into a simple API. It enables agents to store, retrieve, and reason over structured knowledge with minimal setup, typically requiring just a few lines of code to integrate.
17,624 stars on GitHub. Last updated 2026-06-01. Licensed Apache-2.0.
Use cases
- Building agents that maintain long-term context across conversations
- Implementing semantic search and retrieval over agent knowledge bases
- Connecting multiple agents to a shared memory layer for coordination
Pros
- Low barrier to entry with minimal boilerplate code required
- Abstracts away graph and vector database complexity
- Active open source project with substantial community adoption (17k+ stars)
Cons
- Python-only, limiting use in non-Python agent ecosystems
- Abstraction layer may hide performance tuning options for production workloads
- Relatively young project with potential API stability concerns
Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.
Pros
- Low barrier to entry with minimal boilerplate code required
- Abstracts away graph and vector database complexity
- Active open source project with substantial community adoption (17k+ stars)
Cons
- Python-only, limiting use in non-Python agent ecosystems
- Abstraction layer may hide performance tuning options for production workloads
- Relatively young project with potential API stability concerns
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Various
Agent memory for LLM agents: 7 neuroscience-inspired layers (working, episodic, semantic, procedural) with FSRS spaced repetition and memory consolidation. Zero-dependency TypeScri
Pairs with
Other entries in the index that connect to this one. Click through to see the chain.
Milvus
Community
Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
Qdrant
Community
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
AutoGPT
Community
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
Crewai
Community
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
Arun-kc/schemabrain
Various
The trust and intelligence layer between AI agents and your database. Read-only by architecture, semantic knowledge graph + audit log, MCP-native.
baphometnxg/aloha-fyi-mcp
Various
baphometnxg/aloha-fyi-mcp — indexed from awesome-mcp-servers-punkpeye
chroma-core/chroma-mcp
Various
A Model Context Protocol (MCP) server implementation that provides database capabilities for Chroma
hyunjae-labs/lore
Various
Semantic search MCP server for Claude Code conversations. Hybrid vector + keyword search across all your sessions, fully local.
KVANTRA-dev/NOUZ-MCP
Various
MCP Server for local knowledge systems
leesgit/claude-session-continuity-mcp
Various
leesgit/claude-session-continuity-mcp — indexed from awesome-mcp-servers-punkpeye
mnemox-ai/tradememory-protocol
Various
Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, SHA-256 tamper detection, 17 MCP tools.
mrslbt/rippr
Various
YouTube transcript ripper for RAG, LLM workflows, and AI research. Chrome extension. Multiple output formats
omega-memory/omega-memory
Various
Persistent memory for AI coding agents
roampal-ai/roampal-core
Various
Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.
Smart-AI-Memory/empathy-framework
Various
Combining a five-level AI framework with git-native memory overcomes session amnesia, enabling anticipation of problems weeks early. Production results: 2000x cost reduction, 10x+
Thezenmonster/agentmem
Various
Governed memory for long-lived coding agents. Trust, provenance, conflict detection. Local-first.
tlennon-ie/neurodock
Various
A local-first cognitive substrate for neurodivergent professionals. Gives Claude memory, a sense of time, a translator for corporate ambiguity, and a guardrail that refuses to ampl
WenyuChiou/research-hub
Various
AI-operable research workspace for Zotero, Obsidian, and NotebookLM. Use any two, or all three, through CLI, MCP, REST, and dashboard.
basemouse/basemouse-core
Various
BaseMouse open-core: remote MCP server for shared, versioned agent memory (cited, checksummed context packs).
Opedd/opedd-mcp
Various
Licensed, rights-cleared content for AI agents — verifiable license keys, on-chain proof, EU AI Act attestation. The MCP alternative to unlicensed scraping for RAG.
liza-studio/skillmem
Various
Self-improving skill memory for coding agents: learn, recall, reinforce, decay — with provenance on every memory and trust only you grant. Local SQLite, no API key, no cloud.
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