Agent skill

Evidence Auditor

by WILLOSCAR in WILLOSCAR/research-units-pipeline-skills

A skill your agent uses when paper-review needs a claim-by-claim evidence gap report grounded in an extracted claim ledger.

No licenceAuto-check passedResearch & Science

Install Evidence Auditor

skills CLI
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill evidence-auditor -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install WILLOSCAR/research-units-pipeline-skills evidence-auditor --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/evidence-auditor .claude/skills/evidence-auditor && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
evidence-auditor
GitHub stars
513
Token cost
~363 tokens
SKILL.md length
151 words
Files
2 (incl. scripts)
Skills in repo
107
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when paper-review needs a claim-by-claim evidence gap report grounded in an extracted claim ledger.

  • Paper-review needs a claim-by-claim evidence gap report grounded in an extracted claim ledger
  • SKILL.md covers Triggers & routing, Input, Output and Contract, plus 3 more sections
  • Runs Python scripts from its folder
  • Tasks that involve Peer review

What it does

Evidence Auditor is an agent skill from WILLOSCAR/research-units-pipeline-skills. Use when paper-review needs a claim-by-claim evidence gap report grounded in an extracted claim ledger.

Its SKILL.md is about 360 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/run.py`).

It sits in Research & Science, covering Peer review. The repository describes itself as: Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing…

When your agent uses it

  • Paper-review needs a claim-by-claim evidence gap report grounded in an extracted claim ledger
  • Tasks that involve Peer review

Example prompts

  • “/evidence-auditor”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit c92912a. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Evidence Auditor loads about 363 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 151 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~31
When it runs · the whole SKILL.md, loaded when a task matches
~363

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 151 words (~363 tokens).

“Transforms a claim ledger into a gap report for paper-review.”

— opening of SKILL.md by WILLOSCAR
name
evidence-auditor

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (scripts) in .codex/skills/evidence-auditor of WILLOSCAR/research-units-pipeline-skills.

  • SKILL.md
  • scripts/run.py

Open the folder on GitHubat commit c92912a

Compare with similar skills

Evidence Auditor next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Evidence Auditor compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Evidence Auditor this skillWILLOSCAR/research-units-pipeline-skills513—~363Automated safety check: PassNone
Peer Reviewspacering-net/codeg3.9k17 repos~5.9kAutomated safety check: NotesMIT
Scholar Evaluationspacering-net/codeg3.9k11 repos~3.2kAutomated safety check: PassMIT
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence
Academic Paper ReviewerImbad0202/academic-research-skills51k—~11kAutomated safety check: PassCustom licence
Peer ReviewK-Dense-AI/claude-scientific-writer2.4k2 repos~3.1kAutomated safety check: NotesMIT

Similar skills

  • Peer Review

    spacering-net/codeg

    Structured manuscript/grant review with checklist-based evaluation.

    3.9k GitHub starsUsed in 17 repos~5.9k tokens
    Research & ScienceAuto-check: notes
  • Scholar Evaluation

    spacering-net/codeg

    Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and…

    3.9k GitHub starsUsed in 11 repos~3.2k tokens
    Research & ScienceAuto-check passed
  • Academic Paper Writing Pipeline

    Imbad0202/academic-research-skills

    Runs a 12-agent pipeline that plans, drafts, cites, reviews and formats academic papers, with modes for revision, rebuttals, abstracts and citation checks.

    51k GitHub stars~16k tokensUpdated yesterday
    Research & ScienceAuto-check passed
  • Academic Paper Reviewer

    Imbad0202/academic-research-skills

    Simulates a journal peer review of a manuscript with a five-seat reviewer panel, an editorial synthesizer and several review modes.

    51k GitHub stars~11k tokensUpdated yesterday
    Research & ScienceAuto-check passed
  • Peer Review

    K-Dense-AI/claude-scientific-writer

    Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.

    2.4k GitHub starsUsed in 2 repos~3.1k tokens
    Research & ScienceAuto-check: notes
  • Academic Research Pipeline

    Imbad0202/academic-research-skills

    Orchestrates a ten-stage academic workflow from research to finished manuscript, including integrity checks, two rounds of peer review and revision.

    51k GitHub stars~15k tokensUpdated yesterday
    Research & ScienceAuto-check passed

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  • Arxiv Search

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  • Chapter Lead Writer

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    Write H2 chapter lead blocks (sections/S<secidlead.md) that preview the chapter's comparison lens and connect its H3 subsections, without adding new facts.

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    Auto-check passed
  • Chapter Skeleton

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    Build a retrieval-informed chapter skeleton (outline/chapterskeleton.yml) from taxonomy/core scope before stable H3 decomposition.

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  • Dedupe Rank

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Questions about Evidence Auditor

What does Evidence Auditor do?

A skill your agent uses when paper-review needs a claim-by-claim evidence gap report grounded in an extracted claim ledger. Evidence Auditor is an agent skill from WILLOSCAR/research-units-pipeline-skills. Use when paper-review needs a claim-by-claim evidence gap report grounded in an extracted claim ledger.

When should I use Evidence Auditor?

Evidence Auditor fits situations like: paper-review needs a claim-by-claim evidence gap report grounded in an extracted claim ledger; tasks that involve Peer review.

How do I install Evidence Auditor in Claude Code?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill evidence-auditor -a claude-code`. Or copy the skill folder (.codex/skills/evidence-auditor in WILLOSCAR/research-units-pipeline-skills) into .claude/skills/evidence-auditor in your project. Claude Code loads it when a task matches its description.

How do I install Evidence Auditor in Codex?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill evidence-auditor -a codex`. Or copy the skill folder (.codex/skills/evidence-auditor in WILLOSCAR/research-units-pipeline-skills) into .agents/skills/evidence-auditor in your project. Codex loads it when a task matches its description.

Can I use Evidence Auditor in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill evidence-auditor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/evidence-auditor, .gemini/skills/evidence-auditor, .github/skills/evidence-auditor and .opencode/skills/evidence-auditor in your project.

What does Evidence Auditor need to run?

Going by SKILL.md and its folder, Evidence Auditor needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Evidence Auditor access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Evidence Auditor safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Evidence Auditor use?

No licence was found for Evidence Auditor or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Evidence Auditor use?

About 363 tokens (SKILL.md is roughly 1.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Evidence Auditor?

Skills that share tags, products or a category with Evidence Auditor: Peer Review (spacering-net/codeg, 3.9k stars), Scholar Evaluation (spacering-net/codeg, 3.9k stars), Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars) and Academic Paper Reviewer (Imbad0202/academic-research-skills, 51k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Evidence Auditor?

WILLOSCAR (a GitHub user) maintains it in WILLOSCAR/research-units-pipeline-skills, which has 513 GitHub stars. The repository holds 107 skills in this directory. The repository was last updated on October 5, 2026.

Source: WILLOSCAR/research-units-pipeline-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.