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evolving-ai-agents
67 / 100 · Review before installing
Check before installing. Some of what it can do is expected: a coding skill usually runs build and test commands.
By hashgraph-online/awesome-codex-plugins (GitHub) · coding · 1,573 stars · scanned at commit 70b6a3a
Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when building self-improving agents, optimizing agent prompts and skills against benchmarks, or implementing automated agent evaluation loops.
Works with any agent that supports SKILL.md skills.
What this skill can do
Downloads and installs other software
The author does not mention this.
Found in 29 places.
Show 17 more
- plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 71
pip install a-evolve - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 74
pip install a-evolve[anthropic] # Anthropic Claude API - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 75
pip install a-evolve[openai] # OpenAI API - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 76
pip install a-evolve[bedrock] # AWS Bedrock (boto3) - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 77
pip install a-evolve[litellm] # Multi-provider via LiteLLM - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 80
pip install a-evolve[swe] # SWE-bench (strands-agents, datasets, swebench) - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 81
pip install a-evolve[mcp] # MCP-Atlas (mcp, strands-agents, litellm) - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 82
pip install a-evolve[skillbench] # SkillsBench (strands-agents) - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 85
pip install a-evolve[all] - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 88
pip install a-evolve[dev] # pytest, ruff, hypothesis - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/README.md, line 96
pip install -e ".[all,dev]" - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/issues.md, line 11
pip install -e . - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/issues.md, line 14
pip install a-evolve - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/issues.md, line 17
pip install a-evolve[anthropic] # For Claude - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/issues.md, line 18
pip install a-evolve[bedrock] # For AWS Bedrock - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/issues.md, line 19
pip install a-evolve[all] # Everything - plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents/references/issues.md, line 452
pip install -e . # If your project has a pyproject.toml
and 9 more places
Runs commands on your computer
This is disclosed by the author in the skill's SKILL.md or README. Expected for a coding skill.
Found in 2 places.
Can call paid AI services billed to you
The author does not mention this.
Found in 2 places.
Sends data to these websites: api.anthropic.com
The author does not mention this.
Found in 2 places.
Safer alternatives
Low-risk skills in the same category (coding) that look related. Check that one does what you need.
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'evolving-ai-agents' ] || [ -L ~/.agents/skills/'evolving-ai-agents' ]; then echo 'A skill folder named evolving-ai-agents already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/hashgraph-online/awesome-codex-plugins' "$d" && git -C "$d" checkout --quiet '70b6a3a3a7c774671e45af646306e1448baf0511' -- 'plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/KalarisLabs/research-agent-skills/skills/evolving-ai-agents' ~/.agents/skills/'evolving-ai-agents' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'evolving-ai-agents' ~/.claude/skills/'evolving-ai-agents' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for hashgraph-online/awesome-codex-plugins shows the score of its lowest-scoring skill.

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Score history
| Date | Version | Score |
|---|
| 2026-11-14 | 70b6a3a | 67 |
| 2026-11-13 | 3e1e6b2 | 67 |
| 2026-11-12 | 6d2e63f | 67 |
| 2026-11-11 | 4070676 | 67 |
| 2026-11-10 | f620aba | 67 |
| 2026-11-09 | 3062ea3 | 67 |
| 2026-11-08 | 057d789 | 67 |
| 2026-11-06 | e012fe1 | 67 |