founder-resource

Awesome-Self-Evolving-Agents: Navigate the Future of Adaptive AI

Name: Awesome-Self-Evolving-Agents: Navigate the Future of Adaptive AI
Author: XMUDeepLIT

A founder-focused, curated compendium of surveys, papers, benchmarks, and open‑source projects on self‑evolving agents—perfect for anyone building next‑gen AI systems.

458 stars35 forksGuide quality 8/10 · reviewed Oct 4Updated 9/28/2026100% free · open source

What it does

Provides a curated list of resources on self-evolving agents, including surveys, papers, benchmarks, and open-source projects, to help founders learn and implement this technology

When to use it

•You're looking for research papers on self-evolving agents to understand the concept and its applications
•You need a list of open-source projects to explore and learn from existing implementations of self-evolving agents
•You want to stay updated on the latest benchmarks and results in the field of self-evolving agents

Ready-to-paste prompt

Open the `README.md` file and click on the link to the 'A Survey of Self-Evolving Agents' paper to learn more about the concept and its applications

Heads up: The repository is a curated list of resources and does not provide a direct implementation or executable code, so users should not expect to run or execute any code directly from the repository

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/awesome-self-evolving-agents && curl -fsSL https://workflowstacks.com/api/skills/awesome-self-evolving-agents/claude-skill -o ~/.claude/skills/awesome-self-evolving-agents/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How Awesome-Self-Evolving-Agents: Navigate the Future of Adaptive AI works

Codeflow

Free to inspect

Awesome-Self-Evolving-Agents: Navigate the Future of Adaptive AI is a documents-only repository (1 doc file) — something you read, not something you run. There is nothing to install. Last commit this month, no license file.

Size

Documents only

1 document · 13 min skim

Setup

Nothing to install

A guide / curated list. Just read it and follow the links.

Runs on

Nowhere — you read it

A reading resource, not a program.

Where to start reading

1
README.md
Start here — what it does and how to install it

What's in each folder

figs/Folder5 files

READMENo licenseUpdated this month

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/awesome-self-evolving-agents && curl -fsSL https://workflowstacks.com/api/skills/awesome-self-evolving-agents/claude-skill -o ~/.claude/skills/awesome-self-evolving-agents/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

XMUDeepLIT

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