AgentToolkit/altk-evolve

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Self improving agents through iterations

99 ★13 forksPythonUpdated 23d ago

What you need to know

On-the-job agent learning system (Lite version plugs into Claude Code/Codex) with MCP server, vector store, and LLM conflict resolution

Install

Python 3.12+

Usage

  • •Let agents learn from feedback during real work

Key features

  • ✓vector store
  • ✓LLM conflict resolution
  • ✓Claude Code/Codex integration

Best for

Improving agent performance continuously

Caveats

  • ⚠AppWorld benchmark gain noted but system is complex
Platforms: PythonClients: Claude Code · Codex

Reviewed 2026-08-11

Topics

agent-learningagent-memoryagentic-workflowsai-agentsclaude-codeclaude-code-pluginclaude-code-pluginscodexcontext-managementepisodic-memoryllmmcpmemorymodel-context-protocolobservabilityself-evolutionself-learning-aitrajectoryvector-database
Stars
99★
Forks
13
Language
Python
License
Apache-2.0
Created
2025-12-12
Last push
2026-08-12