Agent skill

Moai Workflow Docs Claim Check

by modu-ai in modu-ai/moai-adk

Read-only check of whether the claims a public-facing document makes (README, release notes, install and usage guides) are supported by user-supplied evidence.

Apache-2.0Auto-check passedDevelopment

Install Moai Workflow Docs Claim Check

skills CLI
$ npx skills add modu-ai/moai-adk --skill moai-workflow-docs-claim-check -a claude-code

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

GitHub CLI
$ gh skill install modu-ai/moai-adk moai-workflow-docs-claim-check --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/modu-ai/moai-adk.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/moai-workflow-docs-claim-check .claude/skills/moai-workflow-docs-claim-check && 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
moai-workflow-docs-claim-check
GitHub stars
1.2k
Token cost
~2.6k tokens
SKILL.md length
1,278 words
Files
3 (incl. references)
Skills in repo
48
Repo updated
First seen
Licence
Apache-2.0

At a glance

Read-only check of whether the claims a public-facing document makes (README, release notes, install and usage guides) are supported by user-supplied evidence.

  • Works in 3 steps: Preflight → Claim Triage → Validation
  • Tasks that involve Changelog and release notes
  • SKILL.md covers Hard boundaries, Phase 1 — Preflight, Phase 2 — Claim Triage and Phase 3 — Validation, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Moai Workflow Docs Claim Check is an agent skill from modu-ai/moai-adk. Read-only check of whether the claims a public-facing document makes (README, release notes, install and usage guides) are supported by user-supplied evidence. Runs Preflight, Claim Triage, and Validation, splits composite claims into atomic ones, and labels each. Runs no commands and writes no fixes.

Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/label-decision-tree.md` and `references/worked-examples.md`). Compatibility notes: Designed for Claude Code

It sits in Development, covering Changelog and release notes and Technical documentation. The repository describes itself as: Agentic development harness for Claude Code — SPEC-driven plan/run/sync, TRUST 5 quality gates, model+effort routing, and Claude×GLM multi-LLM cost control. Single Go binary, 16… The licence is Apache-2.0.

When your agent uses it

  • Tasks that involve Changelog and release notes
  • Tasks that involve Technical documentation

Example prompts

  • “/moai-workflow-docs-claim-check”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Grep, Glob

Workflow steps

3 steps, taken from the step headings in SKILL.md.

  1. Preflight
  2. Claim Triage
  3. Validation

What it can do on your machine

Read from SKILL.md and the folder at commit 2aab5f7. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Grep
    • Glob

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    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.

  • Compatibility

    Designed for Claude Code

    From compatibility in the SKILL.md frontmatter.

Context cost

Moai Workflow Docs Claim Check loads about 2.6k tokens when it runs, and up to ~6.7k if it reads all its reference files. Until then it costs about 83 tokens; SKILL.md has 1,278 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~83
When it runs · the whole SKILL.md, loaded when a task matches
~2.6k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~6.7k

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); files beside SKILL.md are not scanned.

SKILL.md

The full file from modu-ai/moai-adk at commit 2aab5f7, republished under its Apache-2.0 licence (© modu-ai). 1,278 words, ~2,636 tokens.

Download SKILL.mdSave it as .claude/skills/moai-workflow-docs-claim-check/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
moai-workflow-docs-claim-check
description
Read-only check of whether the claims a public-facing document makes (README, release notes, install and usage guides) are supported by user-supplied evidence. Runs Preflight, Claim Triage, and Validation, splits composite claims into atomic ones, and labels each. Runs no commands and writes no fixes.
allowed-tools
Read, Grep, Glob
compatibility
Designed for Claude Code
when_to_use
Use when asked whether documentation claims are backed by evidence, to audit a README or release note before publishing, or to find unsupported or outdated…
license
Apache-2.0
user-invocable
false
metadata.version
1.0.0
metadata.category
workflow
metadata.status
active
metadata.updated
2026-07-24
metadata.modularized
true
metadata.tags
documentation, claim-check, evidence, verification, readme, release-notes, read-only
metadata.related-skills
moai-workflow-project, moai-foundation-quality

Documentation Claim Check

Assess whether the statements a public-facing document makes are actually supported by the evidence supplied alongside it. The assessment reads, judges, and reports. It changes nothing and runs nothing.

Typical subjects: a README, a release note, an install guide, a quickstart, a migration note, a feature or compatibility table.

Hard boundaries

Three boundaries are absolute. They hold even when the request asks for more; in that case perform the assessment and decline the rest in Boundary Notes.

  1. No command execution. Do not run builds, tests, package managers, linters, network requests, or any shell command as part of the assessment. When a claim can only be settled by running something, name the exact command and the file it should run against and label the claim needs-human. Naming the command is the deliverable; running it is not.
  2. No fixes. Do not produce patches, diffs, rewritten passages, or file edits. Describe what a maintainer would change and where, then stop.
  3. No code review and no security review. Do not assess code quality, architecture, performance, or vulnerabilities. If asked, state the boundary in Boundary Notes and continue with the claim assessment only.

Opening the files the user pointed at, to locate the evidence they supplied, is in scope — that is reading, not executing.

Phase 1 — Preflight

Complete all three steps before triaging a single claim. If a step cannot be completed, report that and stop rather than guessing.

  1. Confirm the document is public-facing. This skill judges documents written for users of the software: README, release notes, install and usage guides, published site pages. Internal design notes, task trackers, and private runbooks are out of scope — say so and stop.
  2. Inventory the supplied evidence. For every item record what it is, where it came from, its version identifier, and its timestamp. An item with neither is still usable, but record it as undated: it cannot later support a freshness judgment.
  3. Flag secrets for redaction before proceeding. Scan the supplied evidence for credentials, tokens, private keys, connection strings, and personal data. On a hit, flag the location for redaction, never reproduce the secret in any output, and continue only once a redacted copy is available.

Phase 2 — Claim Triage

Turn the document into an inventory of atomic claims.

Extract. Walk the document and pull out every statement that asserts something checkable about the software: supported platforms and versions, install and usage steps, defaults, limits, guarantees, availability, counts.

Decompose composite claims. A composite claim bundles several independently-checkable assertions into one sentence. Split it so that each atomic claim carries exactly one assertion and therefore receives exactly one label. A sentence that would otherwise need two labels is not yet atomic.

"Installs with a single command on macOS and Linux" splits into three atomic claims: single-command install, macOS support, Linux support. Each is evidenced — and can fail — independently.

Set aside the subjective. Statements of taste or ambition ("fast", "developer-friendly", "production-grade") cannot be checked against evidence. Exclude them from labeling and list them under Input Scope Reviewed with a one-line reason. When a subjective adjective wraps a checkable core, split it: label the core, exclude the adjective.

Bind evidence. For each atomic claim, note which supplied evidence items bear on it — or record that none does.

Phase 3 — Validation

Assign exactly one label to every atomic claim by walking the ordered decision tree. Stop at the first gate that fires; do not re-open an earlier gate.

needs-human  ->  stale-suspected  ->  verified  ->  unsupported
LabelGate condition
needs-humanSettling the claim requires something outside this skill: running a command, reaching a private system, exercising a UI, or a call only a maintainer can make.
stale-suspectedEvidence indicates the claim was true earlier, but current evidence disagrees on a version, date, count, or name. A temporal mismatch, not a contradiction of substance.
verifiedSupplied evidence directly supports the claim and the supporting item can be named.
unsupportedNone of the above fired: the evidence does not carry the claim.

unsupported always carries exactly one reason:

ReasonMeaning
missing-evidenceNo supplied evidence speaks to the claim at all.
contradictedSupplied evidence asserts the opposite.
insufficient-coverageEvidence is on-topic but narrower than the claim — one platform of three, one version of a declared range, one path of several.

Anchoring rules: every verified names its evidence anchor; every stale-suspected names the mismatched field and both values; every needs-human names the command or file that would settle it; every unsupported carries its reason.

Gate criteria in full, tie-breaks between adjacent gates, and a claim-type table live in references/label-decision-tree.md. Worked end-to-end assessments live in references/worked-examples.md.

Output contract

Emit exactly these three sections, in this order, every time — including when the claim inventory is empty.

Show full SKILL.md (507 more words)Show less
1. Input Scope Reviewed
  • Documents read, with version or date when known.
  • Evidence items inventoried, each with version and timestamp (or undated).
  • Statements excluded as subjective, each with a one-line reason.
  • Evidence that was needed but not supplied, named specifically.
2. Claim Assessments

One row per atomic claim:

#Atomic claimLabelReasonEvidence anchor or what is missing

Reason is filled only for unsupported rows.

3. Boundary Notes
  • The certification, stated literally: no commands executed during this assessment.
  • Anything declined, with the boundary that forbade it (fix requests, code or security review requests).
  • Residual risk: what this assessment still does not prove even where every row is verified.
  • For each needs-human row, the specific command or file a maintainer needs.

Relationship to the claim-integrity policy

This skill is the document-facing procedure for the project rule at .claude/rules/moai/core/verification-claim-integrity.md. That rule owns the norm and its reporting format; this skill only applies the norm to a published document. Read the rule directly when the norm itself is in question — it is not restated here.

Bundled references

FileContents
references/label-decision-tree.mdFull gate criteria, adjacent-gate tie-breaks, claim-type table, composite-splitting guidance
references/worked-examples.mdEnd-to-end assessments across several language ecosystems
<!-- moai:evolvable-start id="rationalizations" -->

Common Rationalizations

RationalizationReality
"One quick command settles this claim, so I will just run it"The no-execution boundary has no size exemption. Name the command and label the claim needs-human.
"The claim is obviously true, I know this ecosystem"Background knowledge is not supplied evidence. Absent an evidence anchor the label is unsupported, reason missing-evidence.
"No evidence contradicts it, so it passes"Nothing arriving to contradict a claim is not support for it. Silence maps to missing-evidence, never to verified.
"The doc is wrong, I will just fix the sentence"Findings only. Describe the change and where it belongs; the edit is a maintainer action.
"This sentence has two parts but one obvious verdict"Two assertions need two labels. Split it before labeling.
"The Linux log is missing but the macOS log is close enough"Narrower evidence than the claim is insufficient-coverage, not verified.
<!-- moai:evolvable-end -->
<!-- moai:evolvable-start id="red-flags" -->

Red Flags

  • A claim row carries two labels, or a label plus a hedge.
  • A verified row names no evidence anchor.
  • An unsupported row carries no reason, or more than one.
  • A subjective adjective was labeled instead of excluded.
  • Boundary Notes are missing, or omit the literal no-commands-executed line.
  • A command was run "just to confirm" during the assessment.
  • Zero evidence was supplied and some claim still came back verified.
  • Evidence was inventoried without a version or timestamp and then used to judge freshness.
<!-- moai:evolvable-end -->
<!-- moai:evolvable-start id="verification" -->

Verification

  • All three Preflight steps completed and recorded before any labeling.
  • Every composite claim split until each atomic claim holds one assertion.
  • Every atomic claim carries exactly one label from the four-value set.
  • The decision tree was walked in order for each claim.
  • Every unsupported row carries exactly one reason.
  • All three output sections are present, in order.
  • Boundary Notes state the literal no-commands-executed certification.
  • No patch, diff, or edited passage appears anywhere in the output.
<!-- moai:evolvable-end -->

© modu-ai, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 2 other files (references) in .claude/skills/moai-workflow-docs-claim-check of modu-ai/moai-adk.

  • SKILL.md
  • references/label-decision-tree.md
  • references/worked-examples.md

Open the folder on GitHubat commit 2aab5f7

Compare with similar skills

Moai Workflow Docs Claim Check 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.

Moai Workflow Docs Claim Check compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Moai Workflow Docs Claim Check this skillmodu-ai/moai-adk1.2k—~2.6kAutomated safety check: PassApache-2.0
Simple Englishmoeru-ai/airi50k2 repos~4.6kAutomated safety check: PassMIT
Ccb GitHubSeemSeam/claude_codex_bridge3.6k—~4.9kAutomated safety check: PassCustom licence
Golang Documentationunxed/f42413 repos~3.5kAutomated safety check: PassMIT
Simple Englishropensci/ckanr1043 repos~2kAutomated safety check: PassMIT
Opik Documentation Patternscomet-ml/opik22k—~1.3kAutomated safety check: PassApache-2.0

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Categories

Questions about Moai Workflow Docs Claim Check

What does Moai Workflow Docs Claim Check do?

Read-only check of whether the claims a public-facing document makes (README, release notes, install and usage guides) are supported by user-supplied evidence. Moai Workflow Docs Claim Check is an agent skill from modu-ai/moai-adk. Read-only check of whether the claims a public-facing document makes (README, release notes, install and usage guides) are supported by user-supplied evidence.

When should I use Moai Workflow Docs Claim Check?

Moai Workflow Docs Claim Check fits situations like: tasks that involve Changelog and release notes; tasks that involve Technical documentation.

How do I install Moai Workflow Docs Claim Check in Claude Code?

Run `npx skills add modu-ai/moai-adk --skill moai-workflow-docs-claim-check -a claude-code`. Or copy the skill folder (.claude/skills/moai-workflow-docs-claim-check in modu-ai/moai-adk) into .claude/skills/moai-workflow-docs-claim-check in your project. Claude Code loads it when a task matches its description.

How do I install Moai Workflow Docs Claim Check in Codex?

Run `npx skills add modu-ai/moai-adk --skill moai-workflow-docs-claim-check -a codex`. Or copy the skill folder (.claude/skills/moai-workflow-docs-claim-check in modu-ai/moai-adk) into .agents/skills/moai-workflow-docs-claim-check in your project. Codex loads it when a task matches its description.

Can I use Moai Workflow Docs Claim Check 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 modu-ai/moai-adk --skill moai-workflow-docs-claim-check -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/moai-workflow-docs-claim-check, .gemini/skills/moai-workflow-docs-claim-check, .github/skills/moai-workflow-docs-claim-check and .opencode/skills/moai-workflow-docs-claim-check in your project.

What does Moai Workflow Docs Claim Check need to run?

SKILL.md names no scripts, command-line tools or credentials: Moai Workflow Docs Claim Check is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob. Compatibility (from SKILL.md): Designed for Claude Code.

Does Moai Workflow Docs Claim Check 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 Moai Workflow Docs Claim Check 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. Review the folder before installing.

What licence does Moai Workflow Docs Claim Check use?

Moai Workflow Docs Claim Check is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Moai Workflow Docs Claim Check use?

About 2.6k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 4.1k tokens, read only when the agent opens those files.

What are the alternatives to Moai Workflow Docs Claim Check?

Skills that share tags, products or a category with Moai Workflow Docs Claim Check: Simple English (moeru-ai/airi, 50k stars), Ccb GitHub (SeemSeam/claude_codex_bridge, 3.6k stars), Golang Documentation (unxed/f4, 241 stars) and Simple English (ropensci/ckanr, 104 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Moai Workflow Docs Claim Check?

modu-ai (a GitHub organization) maintains it in modu-ai/moai-adk, which has 1,232 GitHub stars. The repository holds 48 skills in this directory. The repository was last updated on October 9, 2026.

Source: modu-ai/moai-adk on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.