agent toolingby LeoYeAI

Agent Autonomy Kit

agent-autonomy-kit

Source LeoYeAI/openclaw-master-skills ↗License MIT

Stop waiting for prompts. Keep working.

SkillScore41Maintained

Automatic

AI Engineer pack

Last verified 7/27/2026

What it changes

Passed 9 of 21 test cases with the skill, and 3 of 21 without it.

Without skill14%

With skill41%

7 fixed2 passed either way12 still failing1 broke

Pass-rate lift: +27 pp
Tokens: -38%
Agent turns: 0%
Response time: -48%

Model gemini-3.6-flashMeasured 7/27/2026v19 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/agent-autonomy-kit/SKILL.md https://app.decimal.ai/s/agent-autonomy-kit/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add agent-autonomy-kit, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/agent-autonomy-kit/ and pins it in .decimal/skills.lock

decimalai skills add agent-autonomy-kit

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/agent-autonomy-kit/SKILL.md https://app.decimal.ai/s/agent-autonomy-kit/SKILL.md

Raw file: /s/agent-autonomy-kit/SKILL.md ↗ · machine-readable summary at /s/agent-autonomy-kit.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

What's inside

The instructions your model reads when the skill loads.

SKILL.md18 lines3 files

Agent Autonomy Kit

Transform your agent from reactive to proactive.

Quick Start

Create tasks/QUEUE.md with Ready/In Progress/Blocked/Done sections
Update HEARTBEAT.md to pull from queue and do work
Set up cron jobs for overnight work and daily reports
Watch work happen without prompting

Key Concepts

Task Queue — Always have work ready
Proactive Heartbeat — Do work, don't just check
Continuous Operation — Work until limits hit

See README.md for full documentation.

Track record

Benchmark

9 / 21

test cases passed, vs 3 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 7/30/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review