altk-evolve

概述

Evolve 是一个帮助 AI 智能体通过从交互和经验中学习来持续改进的系统。它使用 MCP 服务器进行工具集成，使用向量存储进行内存管理，并使用基于 LLM 的冲突解决来改进其知识库。系统维护反馈循环，从智能体获取对话轨迹，将关键见解提取到数据库中，然后将这些信息反馈以改进未来性能。它支持轻量级模式以集成到现有智能体助手，以及具有完整实体管理功能的完整 MCP 服务器实现。

试试问 AI

装完之后，这里有 5 个你可以让 AI 做的事：

• get_entitiesget_entities(task: str, entity_type: str = "guideline", include_public: bool = False)

  Get relevant entities for a specific task

  试试:Get guidelines for writing safer code试试:Retrieve all public guidelines for my current task
• get_guidelinesget_guidelines(task: str)

  Get relevant guidelines for a specific task

  试试:Find guidelines for debugging Python code试试:Get best practices for API design
• save_trajectorysave_trajectory(trajectory_data: str, task_id: str | None, owner_id: str | None)

  Save a conversation trajectory and generate new guidelines

  试试:Save this conversation about database optimization试试:Record my troubleshooting session for future reference
• create_entitycreate_entity(content: str, entity_type: str, metadata: str | None, enable_conflict_resolution: bool, owner_id: str | None, visibility: str = "private")

  Create a new entity with optional conflict resolution

  试试:Create a new guideline for error handling试试:Add a best practice entity with public visibility
• publish_entitypublish_entity(entity_id: str, user_id: str | None)

  Make an entity publicly visible to all namespaces

  试试:Publish guideline ID 42 to share with other users试试:Make my troubleshooting guide public
• unpublish_entityunpublish_entity(entity_id: str, user_id: str | None = None)

  Revert an entity to private visibility

  试试:Make my guideline private again试试:Unpublish entity ID 42 from public access
• delete_entitydelete_entity(entity_id: str)

  Delete a specific entity by its ID

  试试:Remove outdated guideline ID 123试试:Delete the old debugging entity

可对比工具

安装

git clone https://github.com/agenttoolkit/altk-evolve.git
cd altk-evolve
uv venv --python=3.12 && source .venv/bin/activate
uv sync
# 构建 UI
cd frontend/ui
npm ci && npm run build
cd ../..

pip install altk-evolve

export OPENAI_API_KEY=sk-...

uv run evolve-mcp

{
  "mcpServers": {
    "evolve": {
      "command": "uv",
      "args": ["run", "evolve-mcp"]
    }
  }
}

FAQ

轻量级模式和完整 MCP 服务器模式有什么区别？

轻量级模式旨在集成到现有的智能体助手（如 Claude Code 和 Codex）中，不需要完整的交互层。完整的 MCP 服务器模式包含所有功能，包括通过 MCP 协议进行的全面实体管理、冲突解决和共享功能。

Evolve 如何处理冲突的指导方针？

Evolve 使用基于 LLM 的冲突解决来改进其知识库。当新信息与现有指导方针矛盾时，系统会根据新见解自动更新这些指导方针，随时间改进知识库。

altk-evolve 对比