{"repo":"AgentToolkit/altk-evolve","free":true,"listed":false,"github":"https://github.com/AgentToolkit/altk-evolve","clone":"git clone https://github.com/AgentToolkit/altk-evolve.git","description":"Self improving agents through iterations","language":"Python","stars":99,"topics":["agent-learning","claude-code-plugin","mcp","agent-memory","ai-agents","episodic-memory","model-context-protocol","observability","claude-code-plugins","claude-code"],"license":"Apache-2.0","category":"mcp-servers","readme_excerpt":"Evolve: On‑the‑job learning for AI agents Blog posts: IBM announcement Hugging Face blog ACE Comparison Coding agents repeat the same mistakes because they start fresh every session. Evolve gives agents memory — they learn from what worked and what didn't, so each session is better than the last. Evolve is a system designed to help agents improve over time by learning from their trajectories. The Lite version is designed to effortlessly slot into existing agent assistants like Claude Code and Codex. It uses a combination of an MCP server for tool integration, vector storage for memory, and LLM-based conflict resolution to refine its knowledge base. On the AppWorld benchmark, Evolve improved agent reliability by +8.9 points overall, with a 74% relative increase on hard multi-step tasks. Evolve is a system designed to help agents improve over time by learning from their trajectories. It uses a combination of an MCP server for tool integration, vector storage for memory, and LLM-based conflict resolution to refine its knowledge base. [!IMPORTANT] ⭐ Star the repo : it helps others discover it. Quick Start (Lite) IBM Bob → Claude Code → Codex → Quick Start (Evolve MCP Server) Installation Prerequisites: - Python 3.12 or higher - uv (recommended) or pip From Source From PyPI Optional Backend Dependencies: The default filesystem backend uses simple text matching and requires no additional dependencies. For semantic vector similarity search, install one of these backends: For Postgre","default_branch":null,"files":null,"tree":[],"storefront":"/r/AgentToolkit","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/AgentToolkit/altk-evolve/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}