claim-extraction
Skill2 starsChanged 6 months agoApache-2.0View on GitHub
Strategy for extracting claims from source material — identify propositions, decompose compound claims, classify claim types, create claim pages in the vault.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- Liberty91LTD/cti-skillstheir own version, first seen Sep 30, 2026
- Hash-7777/Hash-Medical-Reasearch-Agent-Skillstheir own version, first seen Jul 14, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- Liberty91LTD/cti-skills★ 35same name
- Hash-7777/Hash-Medical-Reasearch-Agent-Skills★ 1same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository70 other files it gives its agents.
- alias-resolutionSkill
- argument-mappingSkill
- argument-synthesisSkill
- argument-visualizationSkill
- axis-extractionSkill
- axis-validationSkill
- causal-chain-querySkill
- causal-modelingSkill
- claim-decompositionSkill
- claim-page-creationSkill
- combination-enumerationSkill
- combination-mappingSkill
- concept-decompositionSkill
- concept-extractionSkill
- concept-page-creationSkill
- confidence-scoringSkill
- confidence-updateSkill
- consistency-checkingSkill
- contradiction-flaggingSkill
- counterfactual-reasoningSkill
- dimensional-analysisSkill
- dimension-discoverySkill
- dimension-page-creationSkill
- domain-scopingSkill
- edge-batch-creationSkill
- evidence-attachmentSkill
- evidence-collectionSkill
- evidence-linking-argSkill
- evidence-linkingSkill
- evidence-weighingSkill
- feedback-loop-detectionSkill
- gap-detectionSkill
- gap-prioritizationSkill
- hierarchy-constructionSkill
- hierarchy-visualizationSkill
- intervention-analysisSkill
- intervention-page-creationSkill
- knowledge-compilationSkill
- loop-documentationSkill
- matrix-exportSkill
- matrix-generationSkill
- mechanism-edge-creationSkill
- mechanism-mappingSkill
- merge-candidatesSkill
- model-gap-detectionSkill
- model-validationSkill
- novelty-scoringSkill
- ontology-buildingSkill
- ontology-exportSkill
- ontology-refinementSkill
- question-generationSkill
- rebuttal-documentationSkill
- relation-typingSkill
- seed-concept-searchSkill
- source-gatheringSkill
- strength-assessmentSkill
- strength-scoringSkill
- synthesis-reportSkill
- taxonomy-validationSkill
- validation-reportSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
1 rule. About 0 are common, 1 is distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈1
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 38
After budget gate passes, self-check:
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Claim Extraction
Identify and extract claims from source material. Decomposes compound statements into atomic propositions, classifies claim types, and creates structured claim pages in the vault.
Budget Slice
| Metric | Small | Medium | Large |
| Sources processed | 5 | 12 | 25 |
| Claims extracted | 10 | 25 | 50 |
| Compound claims decomposed | 3 | 8 | 15 |
State Ledger
<HARD-GATE>
Print before every iteration:| Metric | Target | Current | % |
| Sources processed | — | — | — |
| Claims extracted | — | — | — |
| Compound claims decomposed | — | — | — |
</HARD-GATE>Budget Gate
Cannot exit until 80% of budget targets met.
Adversarial Completeness Probe
After budget gate passes, self-check:
- Have all major positions in the debate been captured?
- Are there implicit claims that sources assume but don't state?
- Are there claims from minority/dissenting positions?
Max 2 extra iterations if gaps found.
Tactics Available
- claim-decomposition — break compound claims into atomic propositions
SOPs Available
- claim-page-creation — create a claim page in the vault
- rebuttal-documentation — document counter-claims and rebuttals
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
Reviews can't be read right now.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

