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Causal Claim Extraction · yogsoth-ai | DecimalAI

researchby yogsoth-ai

Causal Claim Extraction

yogsoth-ai/causal-claim-extraction

Source yogsoth-ai/de-anthropocentric-research-engine ↗License Apache-2.0

Extract all causal claims (X causes Y, X leads to Y, X enables Y) from an artifact, producing a structured list of cause-effect pairs.

SkillScore61Maintained

Automatic

Research pack

Last verified 8/22/2026

What it changes

Passed 14 of 23 test cases with the skill, and 6 of 23 without it.

Without skill26%

With skill61%

Checks it passed that the model alone missed

sets artifact_type to hypothesis
uses spawn-agent to initiate the subagent
allocates one extraction pass per artifact

and 5 more in the full report

8 fixed6 passed either way9 still failing0 broke

Pass-rate lift: +35 pp
Tokens: -2%
Agent turns: 0%
Response time: -19%

Model gemini-3.6-flashMeasured 8/22/2026v114 of 23 cases passed with skill

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/yogsoth-ai-causal-claim-extraction/SKILL.md https://app.decimal.ai/s/yogsoth-ai-causal-claim-extraction/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add yogsoth-ai-causal-claim-extraction, 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/yogsoth-ai-causal-claim-extraction/ and pins it in .decimal/skills.lock

decimalai skills add yogsoth-ai-causal-claim-extraction

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

curl -fsSL --create-dirs -o .claude/skills/yogsoth-ai-causal-claim-extraction/SKILL.md https://app.decimal.ai/s/yogsoth-ai-causal-claim-extraction/SKILL.md

Raw file: /s/yogsoth-ai-causal-claim-extraction/SKILL.md ↗ · machine-readable summary at /s/yogsoth-ai-causal-claim-extraction.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 8

Prompt

We have a 50-page architecture review document 'Enterprise Cloud Migration Plan'. How many extraction passes per artifact are budgeted for this analysis?

What was checked, without and with the skill
Checked	Without skill	With skill
allocates one extraction pass per artifact	Missed	Passed

case-14 · gemini-3.6-flash · 8/22/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md38 linessingle file

Causal Claim Extraction

Extracts all explicit and implicit causal claims from an artifact.

Execution

Subagent — spawned via subagent-spawning/spawn-agent.

Why Subagent

Causal claim extraction requires careful linguistic analysis of the entire artifact. Isolated context prevents premature evaluation of claims.

Input

artifact: The artifact to analyze
artifact_type: Type of artifact (gap, hypothesis, claim, etc.)

Output

causal_claims: List of {cause, effect, strength, evidence, location}
causal_graph: Directed graph of cause-effect relationships
claim_count: Total number of causal claims found

Budget

One unit = one extraction pass per artifact.

Available SOPs

Optional, no fixed order; the final leaf is always a sop.

SOP	When to use
spawn-agent	Spawn a customized CC subagent with full MCP tool access. Used by SOPs that declare execution: subagent.

Track record

Benchmark

14 / 23

test cases passed, vs 6 / 23 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 — 8/3/2026

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

yogsoth-ai / de-anthropocentric-research-engine

skills/causal-claim-extraction/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1

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

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See it in action

What's inside

Causal Claim Extraction

Execution

Why Subagent

Input

Output

Budget

Available SOPs

Track record

Benchmark

Adoption

SkillSafety

Source

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