wiki-claims

Extract and classify factual claims from wiki entries to detect sentence-level contradictions.

Updated May 14, 2026
One-click install
npx skills add https://github.com/dadlabs-io/llm-wiki-bootstrap --skill wiki-claims-dadlabs-io
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: wiki-claims
Source: https://github.com/dadlabs-io/llm-wiki-bootstrap/tree/main/bootstrap/skills/wiki-claims
Command: npx skills add https://github.com/dadlabs-io/llm-wiki-bootstrap --skill wiki-claims-dadlabs-io

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Page-level consistency checks miss subtle factual conflicts: two wiki entries that broadly agree but disagree on one benchmark number, or a stale count embedded in an otherwise-current entry. This Skill makes every factual assertion explicit, classifies it by evidence type, and flags contradictions at the sentence level. ## Core Features & Use Cases - Claim Extraction & Classification: Pulls every factual assertion from wiki entries and labels it as direct-quote, sourced, synthesis, or inference, with confidence scores and subject/predicate/object structure. - Contradiction Detection: Scans for cross-entry conflicts and intra-entry drift (TL;DR overstating the body, mismatched tags, stale counts), typed as direct_conflict, stale_data, scope_difference, framing_difference, or intra_entry_drift. - Structured Outputs: Writes a growing claims index to _inbox/claims-index.json and a severity-grouped report to _inbox/reports/claims-report-<date>.md; integrates with /wiki-cycle, /wiki-update, and /wiki-lint. - Use Case: After ingesting a new entry about a project's benchmark results, run /wiki-claims --compare <entry> to check its claims against the existing index and surface any conflicting numbers before filing. ## Quick Start Ask the AI to run /wiki-claims across the wiki folder to extract all factual claims and report any contradictions between entries.

Frequently Asked Questions about wiki-claims

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I find contradictions across wiki or knowledge base entries?▼

Run /wiki-claims to extract every factual assertion into a structured claims index, then scan for claim pairs about the same subject with conflicting objects or predicates. Use --contradictions-only to rescan an existing index without re-extracting.

How to check a new wiki entry against existing content before filing it?▼

Use /wiki-claims --compare <filename> to extract claims from the new entry and compare them against the existing claims index. Found contradictions surface in the eval gate output so you can decide before filing.

What claim classifications does wiki-claims use?▼

Claims are classified as direct-quote (verbatim from source), sourced (attributed paraphrase), synthesis (conclusion from multiple sources), or inference (unsupported assertion). Inference claims carry the lowest trust and are listed for periodic review.

Does wiki-claims automatically fix contradictions it finds?▼

No, contradictions are flagged but never auto-resolved. The policy is to keep both sides of a direct conflict, add a disambiguation note, and let a human decide; only stale_data claims get an update suggestion.

Why does claim comparison skip when checking a new entry?▼

Compare mode requires an existing claims-index.json to compare against. If no index exists, there is nothing to compare, so run a full extraction first to build the index before using --compare.