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Code Discovery Skill · idealley | DecimalAI

codingby idealley

Code Discovery Skill

idealley/code-discovery

Source idealley/code-as-skills ↗License Not recorded

Helpers to discover, rank, and invoke repository symbols from natural language with minimal context.

SkillScore91Maintained

Automatic

Coding pack

Last verified 8/4/2026

What it changes

Passed 20 of 22 test cases with the skill, and 3 of 22 without it.

Without skill13%

With skill91%

Checks it passed that the model alone missed

Directs the developer to CODE.md.
Directs the contributor to CODE.md.
Points to CODE.md for engineering notes.

and 16 more in the full report

18 fixed3 passed either way2 still failing0 broke

Pass-rate lift: +78 pp
Tokens: -68%
Agent turns: 0%
Response time: -65%

Model gemini-3.6-flashMeasured 8/4/2026v121 of 23 cases passed with skill · 22 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/idealley-code-discovery/SKILL.md https://app.decimal.ai/s/idealley-code-discovery/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add idealley-code-discovery, 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/idealley-code-discovery/ and pins it in .decimal/skills.lock

decimalai skills add idealley-code-discovery

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

curl -fsSL --create-dirs -o .claude/skills/idealley-code-discovery/SKILL.md https://app.decimal.ai/s/idealley-code-discovery/SKILL.md

Raw file: /s/idealley-code-discovery/SKILL.md ↗ · machine-readable summary at /s/idealley-code-discovery.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 18 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 18

Prompt

Our QA lead is reviewing developer orientation materials. They noticed standard docs like CONTRIBUTING.md and docs/architecture.txt. Which specific file should they inspect for engineering notes?

What was checked, without and with the skill
Checked	Without skill	With skill
Refers the reviewer to CODE.md for engineering notes.	Missed	Passed

case-10 · gemini-3.6-flash · 8/4/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md2 linessingle file

Code Discovery Skill

For engineering notes and entry points see CODE.md. Public API is exported from main.ts.

Track record

Benchmark

20 / 22

test cases passed, vs 3 / 22 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

idealley / code-as-skills

skills/code-discovery/SKILL.md

View on GitHub ↗

Imported 8/1/2026Version v1

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

Code Discovery Skill

Track record

Benchmark

Adoption

SkillSafety

Source

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