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Extraction Proposer · jacksonjp0311-gif | DecimalAI

agent toolingby jacksonjp0311-gif

Extraction Proposer

jacksonjp0311-gif/extraction-proposer

Source jacksonjp0311-gif/clawbot-skills ↗License MIT

Scan ICE-Crawler extraction logs, pick promising algorithms/tools, and emit skill creation proposals (name, scope, source files, next steps).

SkillScore77Maintained

Automatic

Doc Ops pack

Last verified 8/6/2026

What it changes

Passed 14 of 18 test cases with the skill, and 6 of 18 without it.

Without skill32%

With skill77%

Checks it passed that the model alone missed

Uses summary_path as the key name
Uses ts for the ISO timestamp field name
Uses next_actions as the array field name

and 11 more in the full report

10 fixed7 passed either way5 still failing0 broke

Pass-rate lift: +45 pp
Tokens: 0%
Agent turns: 0%
Response time: -47%

Model gemini-3.6-flashMeasured 8/6/2026v117 of 22 cases passed with skill · 18 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/jacksonjp0311-gif-extraction-proposer/SKILL.md https://app.decimal.ai/s/jacksonjp0311-gif-extraction-proposer/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add jacksonjp0311-gif-extraction-proposer, 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/jacksonjp0311-gif-extraction-proposer/ and pins it in .decimal/skills.lock

decimalai skills add jacksonjp0311-gif-extraction-proposer

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

curl -fsSL --create-dirs -o .claude/skills/jacksonjp0311-gif-extraction-proposer/SKILL.md https://app.decimal.ai/s/jacksonjp0311-gif-extraction-proposer/SKILL.md

Raw file: /s/jacksonjp0311-gif-extraction-proposer/SKILL.md ↗ · machine-readable summary at /s/jacksonjp0311-gif-extraction-proposer.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

In the proposal spec JSON for config-loader, what schema key records the path to the human-readable summary document, and what is its standard relative path pattern?

What was checked, without and with the skill
Checked	Without skill	With skill
Uses summary_path as the key name	Missed	Passed
Sets the value pattern to extractions/config-loader/SUMMARY.md	Missed	Passed

case-13 · gemini-3.6-flash · 8/6/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md60 lines2 files

Extraction Proposer

Use this skill after ICE-Crawler runs to convert harvested fossils into concrete skill proposals. It expects the extraction registry under ../ice-crawler-harvester/extractions (relative to this skill folder) and writes proposal specs under proposals/.

Reference: references/registry-workflow.md

Prerequisites

ICE-Crawler run metadata appended to extractions/index.jsonl.
Per-repo notes in extractions/<repo-slug>/SUMMARY.md (preferred) with code pointers.
jq or Python available for filtering JSONL (optional but useful).

Workflow

Review registry
- Open extractions/index.jsonl to find recent entries. Use jq or Python to filter by tags, repo, or notable files.
- Inspect corresponding SUMMARY.md files for algorithm descriptions and code paths.
Select a candidate
- Criteria examples: unique algorithm, reusable CLI, monitoring utility, scaffolding snippet, etc.
- Note the run folder (state/runs/<run_id>) and manifest path for provenance.
Extract details
- List the files from artifact_manifest.json (or the trimmed subset copied into extractions/<slug>/).
- Summarize what the algorithm/tool does, triggers, dependencies, and why it deserves a skill.

Create a proposal

Use the template below to write proposals/<candidate>.json (create proposals/ if missing):

{
  "ts": "2026-02-24T16:40:00Z",
  "skill_name": "triadic-selector",
  "description": "Deterministic triadic-balanced file selector for repository harvesting pipelines.",
  "source_repo": "https://github.com/...",
  "run_dir": "state/runs/run_20260224_113500",
  "manifest": "state/runs/run_20260224_113500/artifact_manifest.json",
  "notable_files": ["engine/glacier_selector.py", "docs/triadic_strategy.md"],
  "summary_path": "extractions/triadic-selector/SUMMARY.md",
  "proposed_skill_structure": {
    "SKILL.md": ["workflow", "parameters", "safety"],
    "references/triadic.md": ["derivation", "examples"],
    "scripts/selector_demo.py": "optional CLI"

Track record

Benchmark

14 / 18

test cases passed, vs 6 / 18 without

Adoption

Users: 4
Times used: 61

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/2/2026

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

jacksonjp0311-gif / clawbot-skills

skills/extraction-proposer/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version 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

Extraction Proposer

Prerequisites

Workflow

Track record

Benchmark

Adoption

SkillSafety

Source

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