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altk-evolve
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altk-evolve

Active·★ 131·Apache-2.0·Updated 2026-10-22

Evolve is a system designed to help agents improve over time by learning from their trajectories. It uses an MCP server for tool integration, vector storage for memory, and LLM-based conflict resolution to refine its knowledge base.

#agent-learning#agent-memory#agentic-workflows#ai-agents#claude-code#claude-code-plugin#claude-code-plugins
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Guides
#codex
$ Install
$ git clone https://github.com/AgentToolkit/altk-evolve.git && cd altk-evolve && uv venv --python=3.12 && source .venv/bin/activate && uv sync
↗ Visit site★ GitHub
01

Features

01MCP Server: Exposes tools to get guidelines and save trajectories.
02Conflict Resolution: Intelligently merges new insights with existing guidelines using LLMs.
03Trajectory Analysis: Automatically analyzes agent trajectories to generate guidelines and best practices.
04Milvus Integration: Uses Milvus (or Milvus Lite) for efficient vector storage and retrieval.
02

Compatibility

Python
Python 3.12+
Verified via docs
MCP
MCP Client
Verified via docs
Milvus
Milvus/Milvus Lite
Verified via docs
03

Quick start

1
$ git clone https://github.com/AgentToolkit/altk-evolve.git
2
$ cd altk-evolve
3
$ uv venv --python=3.12
4
$ source .venv/bin/activate
5
$ uv sync
04

Use cases

↳Continuous improvement of AI agents in production
↳Learning from agent trajectories to refine guidelines
↳Integrating with MCP-compatible tools and clients
05

Alternatives

⚡Top VS:
VSorigin★86→VSremindb★129→VSctx-open★59→VS

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AgentToolkit /
altk-evolve
↗

Self improving agents through iterations

131Apache-2.0
Last commit1d ago
StatusActive
CategoryMemory & Context
Links
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