--- title: "OpenAlpha_Evolve vs claude-mem" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/shyamsaktawat-openalpha-evolve-vs-thedotmack-claude-mem" tools: ["shyamsaktawat-openalpha-evolve", "thedotmack-claude-mem"] --- # OpenAlpha_Evolve vs claude-mem *GraphCanon updated Jul 11, 2026* ## Verdict Pick OpenAlpha_Evolve when openAlpha_Evolve is primarily Python; claude-mem is JavaScript; pick claude-mem when claude-mem is primarily JavaScript; OpenAlpha_Evolve is Python. [OpenAlpha_Evolve](https://github.com/shyamsaktawat/OpenAlpha_Evolve) reports 1.0k GitHub stars, 153 forks, and 8 open issues, last pushed May 31, 2025. [claude-mem](https://claude-mem.ai) has 87k stars, 7.5k forks, and 252 open issues, last pushed Jul 9, 2026. Figures are from public GitHub metadata via [OpenAlpha_Evolve's repository](https://github.com/shyamsaktawat/OpenAlpha_Evolve) and [claude-mem's repository](https://github.com/thedotmack/claude-mem). | | [OpenAlpha_Evolve](/tools/shyamsaktawat-openalpha-evolve.md) | [claude-mem](/tools/thedotmack-claude-mem.md) | | --- | --- | --- | | Tagline | OpenAlpha_Evolve is an open-source Python framework inspired by the groundbreaking research on autonomous coding agents like DeepMind's AlphaEvolve. | Persistent Context Across Sessions for Every Agent | | Stars | 1,035 | 86,816 | | Forks | 153 | 7,500 | | Open issues | 8 | 252 | | Language | Python | JavaScript | | Adopt for | - | claude-mem provides persistent context across sessions, leveraging AI to capture and compress agent activity. | | Persona | - | - | | Runtime | - | - | | License | MIT | Claude-Mem is distributed under the Apache License 2.0, allowing it to be freely used in a variety of development and production environments while maintaining clear licensing terms. | | Categories | AI Agents, Inference & Serving, LLM Frameworks | AI Agents, Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [OpenAlpha_Evolve](/tools/shyamsaktawat-openalpha-evolve.md) | [claude-mem](/tools/thedotmack-claude-mem.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 405d | 1d | | Open issues (now) | 8 | 252 | | Full report | [trust report](/tools/shyamsaktawat-openalpha-evolve/trust.md) | [trust report](/tools/thedotmack-claude-mem/trust.md) | ## Decision facts: claude-mem - **Requirements:** Requires Node.js v20.0.0 or higher.; Must have the latest version of Claude Code with plugin support.; Auto-installs Bun (JavaScript runtime and process manager) if not already present.; Requires uv (Python package for vector search), auto-installation supported. - **Adopt for:** claude-mem provides persistent context across sessions, leveraging AI to capture and compress agent activity. - **License detail:** Claude-Mem is distributed under the Apache License 2.0, allowing it to be freely used in a variety of development and production environments while maintaining clear licensing terms. ## Choose when ### Choose OpenAlpha_Evolve if… - OpenAlpha_Evolve is primarily Python; claude-mem is JavaScript. - License: OpenAlpha_Evolve is MIT, claude-mem is Apache-2.0. - Tags unique to OpenAlpha_Evolve: alphacode, alphafold, coding-agent, discovery. - Also covers LLM Frameworks. ### Choose claude-mem if… - claude-mem is primarily JavaScript; OpenAlpha_Evolve is Python. - License: claude-mem is Apache-2.0, OpenAlpha_Evolve is MIT. - Requirements: Requires Node.js v20.0.0 or higher.; Must have the latest version of Claude Code with plugin support.; Auto-installs Bun (JavaScript runtime and process manager) if not already present.; Requires uv (Python package for vector search), auto-installation supported.. - Tags unique to claude-mem: ai-agents, ai-memory, chromadb, claude. - When you require seamless and persistent context continuity between different session interactions with Claude Code or other supported agents. ## When NOT to use OpenAlpha_Evolve - Last GitHub push was 406 days ago (dormant maintenance, May 31, 2025). Validate activity before betting a new project on OpenAlpha_Evolve. - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## When NOT to use claude-mem - When working in environments where Node.js v20.0.0 or higher cannot be installed, as claude-mem requires this version to operate. - If your specific AI agent or tool does not integrate with the supported frameworks listed (e.g., Claude Code, OpenClaw), making context persistence ineffective for your workflow. ## Common questions ### What is the difference between OpenAlpha_Evolve and claude-mem? OpenAlpha_Evolve: OpenAlpha_Evolve is an open-source Python framework inspired by the groundbreaking research on autonomous coding agents like DeepMind's AlphaEvolve.. claude-mem: Persistent Context Across Sessions for Every Agent. See the comparison table for live GitHub stats and shared categories. ### When should I choose OpenAlpha_Evolve over claude-mem? Choose OpenAlpha_Evolve over claude-mem when OpenAlpha_Evolve is primarily Python; claude-mem is JavaScript; License: OpenAlpha_Evolve is MIT, claude-mem is Apache-2.0; Tags unique to OpenAlpha_Evolve: alphacode, alphafold, coding-agent, discovery; Also covers LLM Frameworks. ### When should I choose claude-mem over OpenAlpha_Evolve? Choose claude-mem over OpenAlpha_Evolve when claude-mem is primarily JavaScript; OpenAlpha_Evolve is Python; License: claude-mem is Apache-2.0, OpenAlpha_Evolve is MIT; Requirements: Requires Node.js v20.0.0 or higher.; Must have the latest version of Claude Code with plugin support.; Auto-installs Bun (JavaScript runtime and process manager) if not already present.; Requires uv (Python package for vector search), auto-installation supported.; Tags unique to claude-mem: ai-agents, ai-memory, chromadb, claude; When you require seamless and persistent context continuity between different session interactions with Claude Code or other supported agents. ### When should I avoid OpenAlpha_Evolve? Last GitHub push was 406 days ago (dormant maintenance, May 31, 2025). Validate activity before betting a new project on OpenAlpha_Evolve. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### When should I avoid claude-mem? When working in environments where Node.js v20.0.0 or higher cannot be installed, as claude-mem requires this version to operate. If your specific AI agent or tool does not integrate with the supported frameworks listed (e.g., Claude Code, OpenClaw), making context persistence ineffective for your workflow. ### Is OpenAlpha_Evolve or claude-mem more popular on GitHub? claude-mem has more GitHub stars (86,816 vs 1,035). Stars measure visibility, not whether either tool fits your constraints. ### Are OpenAlpha_Evolve and claude-mem open source? Yes - both are open-source projects on GitHub (OpenAlpha_Evolve: MIT, claude-mem: Apache-2.0). ### Where can I find alternatives to OpenAlpha_Evolve or claude-mem? GraphCanon lists graph-backed alternatives at [OpenAlpha_Evolve alternatives](/tools/shyamsaktawat-openalpha-evolve/alternatives) and [claude-mem alternatives](/tools/thedotmack-claude-mem/alternatives) ([OpenAlpha_Evolve markdown twin](/tools/shyamsaktawat-openalpha-evolve/alternatives.md), [claude-mem markdown twin](/tools/thedotmack-claude-mem/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 [this comparison](/compare/shyamsaktawat-openalpha-evolve-vs-thedotmack-claude-mem.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, OpenAlpha_Evolve or claude-mem? OpenAlpha_Evolve: Dormant. claude-mem: 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 OpenAlpha_Evolve and claude-mem? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [OpenAlpha_Evolve trust report](/tools/shyamsaktawat-openalpha-evolve/trust); [claude-mem trust report](/tools/thedotmack-claude-mem/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=shyamsaktawat-openalpha-evolve`](/api/graphcanon/graph?tool=shyamsaktawat-openalpha-evolve) - 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/_