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perf-theory-gatherer — measured AI agent skill | DecimalAI

composio-community/perf-theory-gatherer

NewSkillScoreMaintained

Use when generating performance hypotheses backed by git history and code evidence.

Code Reviewby composio-community

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Coding pack

decimalai skills pull composio-community-perf-theory-gatherer

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/composio-community-perf-theory-gatherer/SKILL.md

Raw file: /s/composio-community-perf-theory-gatherer/SKILL.md ↗ · machine-readable summary at /s/composio-community-perf-theory-gatherer.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 3h ago

—-29% tokens0% turns82% of whole cases pass with skill (18/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-03	✗→✓	▲ Improved	79%	0%
case-01	✗→✓	▲ Improved	-21%	0%
case-02	✗→✓	▲ Improved	51%	0%
case-04	✗→✓	▲ Improved	-47%	0%
case-05	✗→✓	▲ Improved	-58%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

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

composio-community / awesome-claude-plugins

perf/skills/theory/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

Skill contents

SKILL.md

perf-theory-gatherer

Generate performance hypotheses for a specific scenario.

Follow docs/perf-requirements.md as the canonical contract.

Required Steps

Review recent git history (scope to relevant paths when possible).
Identify code paths involved in the scenario (repo-map or grep).
Produce up to 5 hypotheses with evidence + confidence.

Output Format

hypotheses:
  - id: H1
    hypothesis: <short description>
    evidence: <file/path or git change>
    confidence: low|medium|high
  - id: H2
    ...

Constraints

MUST check git history before hypothesizing.
No optimization suggestions; only hypotheses.
Keep to 5 hypotheses maximum.

Want to see if composio-community/perf-theory-gatherer would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.