--- title: "mempalace vs cognee" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/mempalace-mempalace-vs-topoteretes-cognee" tools: ["mempalace-mempalace", "topoteretes-cognee"] --- # mempalace vs cognee Neutral, constraint-first comparison with live GitHub stats. | | [mempalace](/tools/mempalace-mempalace.md) | [cognee](/tools/topoteretes-cognee.md) | | --- | --- | --- | | Tagline | The best-benchmarked open-source AI memory system. And it's free. | The Open-Source AI Memory Platform for Agents | | Stars | 57,095 | 27,329 | | Forks | 7,376 | 2,546 | | Open issues | 596 | 630 | | Language | Python | Python | | Adopt for | MemPalace is a hierarchical, local-first AI memory system that stores verbatim conversation history and offers semantic search capabilities. | Cognee is an open-source AI memory platform that provides persistent long-term memory for AI agents using a self-hosted knowledge graph engine. | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | Categories | Data & Retrieval, Vector Databases | AI Agents, Vector Databases | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [mempalace](/tools/mempalace-mempalace.md) | [cognee](/tools/topoteretes-cognee.md) | | --- | --- | --- | | Open issues (now) | 596 | 630 | | Security scan | No criticals | No lockfile | | Full report | [trust report](/tools/mempalace-mempalace/trust.md) | [trust report](/tools/topoteretes-cognee/trust.md) | **Typed relationship:** mempalace _(alternative)_ cognee Both MemPalace and cognee offer AI memory platforms designed for agents, potentially serving similar purposes but with unique approaches or architectures. ## Decision facts: mempalace - **Adopt for:** MemPalace is a hierarchical, local-first AI memory system that stores verbatim conversation history and offers semantic search capabilities. ## Decision facts: cognee - **Requirements:** Requires environment configuration to ingest data in any format and build a self-hosted knowledge graph. - **Adopt for:** Cognee is an open-source AI memory platform that provides persistent long-term memory for AI agents using a self-hosted knowledge graph engine. ## Choose when ### Choose mempalace if… - License: mempalace is MIT, cognee is Apache-2.0. - Both MemPalace and cognee offer AI memory platforms designed for agents, potentially serving similar purposes but with unique approaches or architectures. - Tags unique to mempalace: memory, llm, ai, python. - Also covers Data & Retrieval. - - You require local storage for conversation history and want to avoid cloud dependencies. ### Choose cognee if… - License: cognee is Apache-2.0, mempalace is MIT. - Requirements: Requires environment configuration to ingest data in any format and build a self-hosted knowledge graph.. - Both MemPalace and cognee offer AI memory platforms designed for agents, potentially serving similar purposes but with unique approaches or architectures. - Tags unique to cognee: vector-database, knowledge-graph, ai-agents, agent-memory. - Also covers AI Agents. - You need to integrate robust, persistent long-term memory capabilities into your AI agents across multiple sessions. ## When NOT to use mempalace - - When requiring real-time collaboration across multiple devices, as MemPalace is focused on local storage. - - If your project strictly requires cloud-based solutions for ease of deployment and scalability. ## When NOT to use cognee - If you seek immediate deployment without the need for setting up or managing a self-hosted service, as Cognee requires a managed environment to operate. - You are looking for a fully managed service with minimal operational overhead, since Cognee is an open-source platform requiring setup and maintenance. ## Common questions ### What is the difference between mempalace and cognee? mempalace: The best-benchmarked open-source AI memory system. And it's free.. cognee: The Open-Source AI Memory Platform for Agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose mempalace over cognee? Choose mempalace over cognee when License: mempalace is MIT, cognee is Apache-2.0; Both MemPalace and cognee offer AI memory platforms designed for agents, potentially serving similar purposes but with unique approaches or architectures; Tags unique to mempalace: memory, llm, ai, python; Also covers Data & Retrieval; - You require local storage for conversation history and want to avoid cloud dependencies. ### When should I choose cognee over mempalace? Choose cognee over mempalace when License: cognee is Apache-2.0, mempalace is MIT; Requirements: Requires environment configuration to ingest data in any format and build a self-hosted knowledge graph.; Both MemPalace and cognee offer AI memory platforms designed for agents, potentially serving similar purposes but with unique approaches or architectures; Tags unique to cognee: vector-database, knowledge-graph, ai-agents, agent-memory; Also covers AI Agents; You need to integrate robust, persistent long-term memory capabilities into your AI agents across multiple sessions. ### When should I avoid mempalace? - When requiring real-time collaboration across multiple devices, as MemPalace is focused on local storage. - If your project strictly requires cloud-based solutions for ease of deployment and scalability. ### When should I avoid cognee? If you seek immediate deployment without the need for setting up or managing a self-hosted service, as Cognee requires a managed environment to operate. You are looking for a fully managed service with minimal operational overhead, since Cognee is an open-source platform requiring setup and maintenance. ### Is mempalace or cognee more popular on GitHub? mempalace has more GitHub stars (57,095 vs 27,329). Stars measure visibility, not whether either tool fits your constraints. ### Are mempalace and cognee open source? Yes - both are open-source projects on GitHub (mempalace: MIT, cognee: Apache-2.0). ### Where can I find alternatives to mempalace or cognee? GraphCanon lists graph-backed alternatives at /tools/mempalace-mempalace/alternatives and /tools/topoteretes-cognee/alternatives (/tools/mempalace-mempalace/alternatives.md, /tools/topoteretes-cognee/alternatives.md), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at /compare/mempalace-mempalace-vs-topoteretes-cognee.md mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, mempalace or cognee? mempalace: Very active. cognee: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for mempalace and cognee? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: mempalace: /tools/mempalace-mempalace/trust; cognee: /tools/topoteretes-cognee/trust. --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=mempalace-mempalace`](/api/graphcanon/graph?tool=mempalace-mempalace) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_