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autonomous-agents

100 / 100 · Low risk

Fine to try.

By Dicklesworthstone/pi_agent_rust (GitHub) · coding · 1,992 stars · scanned at commit 07fc1e0

Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decision multiplies failure probability. This skill covers agent loops (ReAct, Plan-Execute), goal decomposition, reflection patterns, and production reliability. Key insight: compounding error rates kill autonomous agents. A 95% success rate per step drops to 60% b

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'autonomous-agents' ] || [ -L ~/.agents/skills/'autonomous-agents' ]; then echo 'A skill folder named autonomous-agents already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/Dicklesworthstone/pi_agent_rust' "$d" && git -C "$d" checkout --quiet '07fc1e0b82ab6a16e694a0e00a36767e9f23cf1b' -- 'tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/autonomous-agents' && mkdir -p ~/.agents/skills && cp -R "$d"/'tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/autonomous-agents' ~/.agents/skills/'autonomous-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/'autonomous-agents' ~/.claude/skills/'autonomous-agents' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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Score history

Also found in

Identical copies of this skill exist at:

• aicodedecode/awesome-muse-skills/skills-imported/autonomous-agents