evidence-ledger

Construct deterministic evidence ledgers from LaTeX, PDF, and text papers.

123|7|Updated Jun 26, 2026

Search Tags:#audit #paper analysis #claims extraction #artifact manifest #evidence ledger

Ready to run

npx skills add https://github.com/wanshuiyin/Anti-Autoresearch --skill evidence-ledger

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: evidence-ledger
Source: https://github.com/wanshuiyin/Anti-Autoresearch/tree/main/skills/evidence-ledger
Command: npx skills add https://github.com/wanshuiyin/Anti-Autoresearch --skill evidence-ledger

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires Bash, Read, Write, Grep, Glob, mcp__codex__codex, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill automates the construction of a deterministic evidence ledger, ensuring accurate and reproducible analysis of paper content.

Core Features & Use Cases

Artifact Manifest: Generates a manifest of observable artifacts and their observability level (L0, L1, L2).
Claims Extraction: Extracts span-anchored, hashed claims from the paper text.
Enrichment Pass: Optionally adds semantic claims extracted by a separate model for additional context.
Use Case: Before conducting an audit on a research paper, use this Skill to build a comprehensive ledger of its claims and artifacts, providing a solid foundation for the audit process.

Quick Start

Build the evidence ledger for the paper located at 'path/to/paper' using the evidence-ledger skill.

Frequently Asked Questions about evidence-ledger

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

FAQPage Schema

How do I extract claims and build an evidence ledger from a research paper?▼

To build an evidence ledger from a research paper, this Skill identifies observable artifacts and extracts span-anchored, hashed claims from text. It generates a manifest classifying artifacts by observability levels (L0, L1, L2) for accurate, reproducible analysis.

What file formats are supported for automated paper analysis and artifact extraction?▼

Automated paper analysis and artifact extraction support LaTeX, PDF, and text-only source files. The Skill processes these formats to construct a deterministic ledger by parsing the document content and identifying observable artifacts within the provided text.

Do I need specific MCP access to generate a deterministic artifact manifest?▼

Generating a deterministic artifact manifest requires Bash, Read, Write, Grep, and Glob tools, alongside specific Codex MCP access. This environment setup is necessary for the Skill to parse files and optionally enrich the ledger with semantic claims using an LLM.

How does semantic enrichment work for extracted paper claims?▼

Semantic enrichment for extracted paper works by optionally adding semantic claims using an LLM during an enrichment pass. This process supplements the deterministic, span-anchored hashed claims extracted directly from the text with additional context for audit preparation.

Can I use this paper audit tool for LaTeX and PDF sources simultaneously?▼

You can use this paper audit tool for LaTeX and PDF sources simultaneously, as it operates on LaTeX, PDF, and text-only sources. It constructs a deterministic evidence ledger across these formats to support comprehensive pre-audit preparation.