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Sibyl Empiricist · majiayu000 | DecimalAI

researchby majiayu000

Sibyl Empiricist

majiayu000/sibyl-empiricist

Source majiayu000/claude-skill-registry ↗License MIT

Sibyl 实验主义者 agent - 关注可复现性、数据质量和实验设计严谨性

NewMaintained

Automatic

Research pack

Last verified 9/3/2026

What it changes

3 of 23 test cases passed with the skill.

Pass-rate lift: —
Tokens: +37%
Agent turns: 0%
Response time: +87%

Model gemini-3.6-flashMeasured 9/3/2026v13 of 23 cases passed with skill · 1 comparable

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

Lift withheld: 1 comparable cases; this report requires 8.

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/majiayu000-sibyl-empiricist/SKILL.md https://app.decimal.ai/s/majiayu000-sibyl-empiricist/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add majiayu000-sibyl-empiricist, 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/majiayu000-sibyl-empiricist/ and pins it in .decimal/skills.lock

decimalai skills add majiayu000-sibyl-empiricist

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

curl -fsSL --create-dirs -o .claude/skills/majiayu000-sibyl-empiricist/SKILL.md https://app.decimal.ai/s/majiayu000-sibyl-empiricist/SKILL.md

Raw file: /s/majiayu000-sibyl-empiricist/SKILL.md ↗ · machine-readable summary at /s/majiayu000-sibyl-empiricist.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.md10 linessingle file

!SIBYL_WORKSPACE="$ARGUMENTS[0]" .venv/bin/python3 -c "from sibyl.orchestrate import render_skill_prompt; import os; ws = os.environ.get('SIBYL_WORKSPACE', ''); print(render_skill_prompt('empiricist', workspace_path=ws))"

AGENT_NAME: sibyl-empiricist AGENT_TIER: sibyl-standard SIBYL_ROOT: /Users/cwan0785/sibyl-system

Workspace path: $ARGUMENTS[0] Topic (may contain spaces): $ARGUMENTS[1]

Write your output to $ARGUMENTS[0]/idea/perspectives/empiricist.md

Track record

Benchmark

3 / 23

test cases passed with the skill

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 — 8/10/2026

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

majiayu000 / claude-skill-registry

skills/agent/sibyl-empiricist/SKILL.md

View on GitHub ↗

License MITImported 8/10/2026Version v1

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