AI Agent self-evolution is an emerging field where AI agents autonomously learn, adapt, and improve through memory optimization, prompt evolution, multi-agent collaboration, and self-modifying code. This list curates 88 open-source projects, 30+ research papers, and benchmarks across 10 categories covering the full spectrum of agent evolution -- from single-agent self-improvement to multi-agent system design.
By submitting this pull request I confirm I've read and complied with the below requirements
Requirements for your pull request
Fully AI-generated pull requests are not accepted.
Don't open a Draft / WIP pull request while you work on the guidelines. A pull request should be 100% ready and should adhere to all the guidelines when you open it.
You have to review at least 4 other open pull requests.
Reviewed: #4077 (Add Cesium), #4070 (Add LOL), #4003 (Add Microsoft Agent Framework), #4002 (Add awesome-agent-services)
This pull request has a title in the format Add Name of List.
Your entry here should include a short description of the project/theme of the list.
Your entry should be added at the bottom of the appropriate category.
The title of your entry should be title-cased and the URL to your list should end in #readme.
No blockchain-related lists.
The suggested Awesome list complies with the below requirements.
Requirements for your Awesome list
Has been around for at least 30 days. (Created March 7, 2026)
Is not AI-generated.
Run awesome-lint on your list and fix the reported issues.
The default branch should be named main.
Includes a succinct description of the project/theme at the top of the readme.
It's the result of hard work and the best I could possibly produce.
The repo name of your list should be in lowercase slug format: awesome-agent-evolution.
The heading title of your list should be in title case format: # Awesome Agent Evolution.
Non-generated Markdown file in a GitHub repo.
The repo should have awesome-list & awesome as GitHub topics.
Not a duplicate.
Only has awesome items.
Does not contain items that are unmaintained, has archived repo, deprecated, or missing docs.
Includes a project logo/illustration whenever possible.
Entries have a description.
Includes the Awesome badge.
Has a Table of Contents section named Contents.
Has an appropriate license (CC BY-SA 4.0).
Has contribution guidelines (contributing.md).
All non-important but necessary content is grouped in a Footnotes section.
Has consistent formatting and proper spelling/grammar.
Does not use hard-wrapping.
Does not include a CI badge.
Does not include an "Inspired by" link.
🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.
## 📋 Pull Request Information
**Original PR:** https://github.com/sindresorhus/awesome/pull/4078
**Author:** [@autogame-17](https://github.com/autogame-17)
**Created:** 4/6/2026
**Status:** ❌ Closed
**Base:** `main` ← **Head:** `add-agent-evolution`
---
### 📝 Commits (1)
- [`96a6924`](https://github.com/sindresorhus/awesome/commit/96a69241abce43da7f31be796dbe2e6f180be686) Add Agent Evolution
### 📊 Changes
**1 file changed** (+1 additions, -0 deletions)
<details>
<summary>View changed files</summary>
📝 `readme.md` (+1 -0)
</details>
### 📄 Description
**https://github.com/EvoMap/awesome-agent-evolution**
**AI Agent self-evolution** is an emerging field where AI agents autonomously learn, adapt, and improve through memory optimization, prompt evolution, multi-agent collaboration, and self-modifying code. This list curates 88 open-source projects, 30+ research papers, and benchmarks across 10 categories covering the full spectrum of agent evolution -- from single-agent self-improvement to multi-agent system design.
### By submitting this pull request I confirm I've read and complied with the below requirements
## Requirements for your pull request
- [x] Fully AI-generated pull requests are not accepted.
- [x] Don't open a Draft / WIP pull request while you work on the guidelines. A pull request should be 100% ready and should adhere to all the guidelines when you open it.
- [x] **You have to review at least 4 other [open pull requests](https://github.com/sindresorhus/awesome/pulls?q=is%3Apr+is%3Aopen).**
Reviewed: #4077 (Add Cesium), #4070 (Add LOL), #4003 (Add Microsoft Agent Framework), #4002 (Add awesome-agent-services)
- [x] You have read and understood the [instructions for creating a list](https://github.com/sindresorhus/awesome/blob/main/create-list.md).
- [x] This pull request has a title in the format `Add Name of List`.
- [x] Your entry here should include a short description of the project/theme of the list.
- [x] Your entry should be added at the bottom of the appropriate category.
- [x] The title of your entry should be title-cased and the URL to your list should end in `#readme`.
- [x] No blockchain-related lists.
- [x] The suggested Awesome list complies with the below requirements.
## Requirements for your Awesome list
- [x] Has been around for at least 30 days. (Created March 7, 2026)
- [x] Is not AI-generated.
- [x] Run [`awesome-lint`](https://github.com/sindresorhus/awesome-lint) on your list and fix the reported issues.
- [x] The default branch should be named `main`.
- [x] Includes a succinct description of the project/theme at the top of the readme.
- [x] It's the result of hard work and the best I could possibly produce.
- [x] The repo name of your list should be in lowercase slug format: `awesome-agent-evolution`.
- [x] The heading title of your list should be in title case format: `# Awesome Agent Evolution`.
- [x] Non-generated Markdown file in a GitHub repo.
- [x] The repo should have `awesome-list` & `awesome` as GitHub topics.
- [x] Not a duplicate.
- [x] Only has awesome items.
- [x] Does not contain items that are unmaintained, has archived repo, deprecated, or missing docs.
- [x] Includes a project logo/illustration whenever possible.
- [x] Entries have a description.
- [x] Includes the Awesome badge.
- [x] Has a Table of Contents section named `Contents`.
- [x] Has an appropriate license (CC BY-SA 4.0).
- [x] Has contribution guidelines (`contributing.md`).
- [x] All non-important but necessary content is grouped in a `Footnotes` section.
- [x] Has consistent formatting and proper spelling/grammar.
- [x] Does not use hard-wrapping.
- [x] Does not include a CI badge.
- [x] Does not include an "Inspired by" link.
---
<sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>
Blocking a user prevents them from interacting with repositories, such as opening or commenting on pull requests or issues. Learn more about blocking a user.
📋 Pull Request Information
Original PR: https://github.com/sindresorhus/awesome/pull/4078
Author: @autogame-17
Created: 4/6/2026
Status: ❌ Closed
Base:
main← Head:add-agent-evolution📝 Commits (1)
96a6924Add Agent Evolution📊 Changes
1 file changed (+1 additions, -0 deletions)
View changed files
📝
readme.md(+1 -0)📄 Description
https://github.com/EvoMap/awesome-agent-evolution
AI Agent self-evolution is an emerging field where AI agents autonomously learn, adapt, and improve through memory optimization, prompt evolution, multi-agent collaboration, and self-modifying code. This list curates 88 open-source projects, 30+ research papers, and benchmarks across 10 categories covering the full spectrum of agent evolution -- from single-agent self-improvement to multi-agent system design.
By submitting this pull request I confirm I've read and complied with the below requirements
Requirements for your pull request
Reviewed: #4077 (Add Cesium), #4070 (Add LOL), #4003 (Add Microsoft Agent Framework), #4002 (Add awesome-agent-services)
Add Name of List.#readme.Requirements for your Awesome list
awesome-linton your list and fix the reported issues.main.awesome-agent-evolution.# Awesome Agent Evolution.awesome-list&awesomeas GitHub topics.Contents.contributing.md).Footnotessection.🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.