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SKILL+ Improve · xiaoshiyilangzhao1996-droid | DecimalAI

agent toolingby xiaoshiyilangzhao1996-droid

SKILL+ Improve

xiaoshiyilangzhao1996-droid/skillplus-improve

Source xiaoshiyilangzhao1996-droid/skillplus ↗License MIT

Load when auditing, scoring, optimizing, evolving, repairing, refactoring, upgrading, validating, or deciding keep/revert for an existing Agent Skill, SKILL.md, skill folder, project skill library, Codex/Hermes skill, or darwin/SkillOpt-style skill improvement loop.

SkillScore64Maintained

Automatic

AI Engineer pack

Last verified 8/3/2026

What it changes

Passed 11 of 17 test cases with the skill, and 8 of 17 without it.

Without skill45%

With skill64%

Checks it passed that the model alone missed

Selects deprecate as the improvement mode.
Classifies the evaluation run as a dry_run.
Assigns a stop status to terminate further optimization rounds.

and 3 more in the full report

6 fixed8 passed either way6 still failing2 broke

Pass-rate lift: +18 pp
Tokens: +127%
Agent turns: 0%
Response time: -18%

Model gemini-3.6-flashMeasured 8/3/2026v114 of 22 cases passed with skill · 17 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/xiaoshiyilangzhao1996-droid-skillplus-improve/SKILL.md https://app.decimal.ai/s/xiaoshiyilangzhao1996-droid-skillplus-improve/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add xiaoshiyilangzhao1996-droid-skillplus-improve, 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/xiaoshiyilangzhao1996-droid-skillplus-improve/ and pins it in .decimal/skills.lock

decimalai skills add xiaoshiyilangzhao1996-droid-skillplus-improve

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

curl -fsSL --create-dirs -o .claude/skills/xiaoshiyilangzhao1996-droid-skillplus-improve/SKILL.md https://app.decimal.ai/s/xiaoshiyilangzhao1996-droid-skillplus-improve/SKILL.md

Raw file: /s/xiaoshiyilangzhao1996-droid-skillplus-improve/SKILL.md ↗ · machine-readable summary at /s/xiaoshiyilangzhao1996-droid-skillplus-improve.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 6

Prompt

In an optimization cycle, candidate edits yield negligible score gains while increasing complexity risks. Which final ratchet status should be assigned?

What was checked, without and with the skill
Checked	Without skill	With skill
Assigns a stop status to terminate further optimization rounds.	Missed	Passed

case-13 · gemini-3.6-flash · 8/3/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md197 lines2 files

SKILL+ Improve

Use this skill when a Skill already exists and the user wants to know whether it is well composed, whether agents can use it effectively, and how to evolve it without making it worse.

This skill combines static audit, live behavior validation, validation-gated editing, and human adoption checkpoints.

Inputs

Collect or infer:

Path or content of the existing skill folder.
Target harnesses: Codex, Hermes, Claude Code, OpenCode, or custom.
Existing evals, test prompts, traces, benchmark results, user complaints, or failure logs.
Desired improvement goal: routing, structure, behavior, outcome, safety, portability, or maintainability.
Risk level: file mutation, external send, deployment, permissions, privacy, finance, legal, or irreversible actions.

If the user only asks "is this skill good?", run audit and produce an improvement plan before editing.

Workflow

1. Snapshot And Protect

Before editing:

Confirm the skill path and whether it is inside a git repo.
Inspect SKILL.md, resources, examples, scripts, and evals.
Preserve existing user changes.
For git repos, prefer branch/commit-based tracking.
Do not use destructive rollback such as git reset --hard.

If no version control exists, make a timestamped file backup before edits.

2. Static Audit

Score the skill across:

Area	Purpose
Routing	Agent can discover the skill from `description`.
Contract	Goal, inputs, outputs, verification, boundaries, and handoff are explicit.

Track record

Benchmark

11 / 17

test cases passed, vs 8 / 17 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 — 8/1/2026

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

Source

Imported

xiaoshiyilangzhao1996-droid / skillplus

skillplus-improve.skill/SKILL.md

View on GitHub ↗

License MITImported 8/1/2026Version v1Bundled 1 file

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

SKILL+ Improve

Inputs

Workflow

1. Snapshot And Protect

2. Static Audit

Track record

Benchmark

Adoption

SkillSafety

Source

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