Agent skill

Integrity Forensics

by wanshuiyin in wanshuiyin/Auto-claude-code-research-in-sleep

Run the Anti-Autoresearch integrity-forensics DETERMINISTIC slice (numeric core + rules-only reporter) against a paper via a SHA-pinned thin launcher, then convert the verdict into a typed policy…

MITAuto-check passedAgent Workflows

Install Integrity Forensics

skills CLI

$ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill integrity-forensics -a claude-code

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

GitHub CLI

$ gh skill install wanshuiyin/Auto-claude-code-research-in-sleep integrity-forensics --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/wanshuiyin/Auto-claude-code-research-in-sleep.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/skills-codex/integrity-forensics .claude/skills/integrity-forensics && 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/

Paste into Claude Code

Install the "integrity-forensics" agent skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/skills-codex/integrity-forensics into .claude/skills/integrity-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "integrity-forensics", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/skills-codex/integrity-forensics

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill integrity-forensics -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install wanshuiyin/Auto-claude-code-research-in-sleep integrity-forensics --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/skills-codex/integrity-forensics .agents/skills/integrity-forensics && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "integrity-forensics" agent skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/skills-codex/integrity-forensics into .agents/skills/integrity-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "integrity-forensics", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill integrity-forensics -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install wanshuiyin/Auto-claude-code-research-in-sleep integrity-forensics --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/skills-codex/integrity-forensics .cursor/skills/integrity-forensics && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "integrity-forensics" agent skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/skills-codex/integrity-forensics into .cursor/skills/integrity-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "integrity-forensics", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git --path skills/skills-codex/integrity-forensics

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill integrity-forensics -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install wanshuiyin/Auto-claude-code-research-in-sleep integrity-forensics --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/skills-codex/integrity-forensics .gemini/skills/integrity-forensics && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "integrity-forensics" agent skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/skills-codex/integrity-forensics into .gemini/skills/integrity-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "integrity-forensics", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install wanshuiyin/Auto-claude-code-research-in-sleep integrity-forensics

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill integrity-forensics -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/skills-codex/integrity-forensics .github/skills/integrity-forensics && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "integrity-forensics" agent skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/skills-codex/integrity-forensics into .github/skills/integrity-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "integrity-forensics", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill integrity-forensics -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install wanshuiyin/Auto-claude-code-research-in-sleep integrity-forensics --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/skills-codex/integrity-forensics .opencode/skills/integrity-forensics && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "integrity-forensics" agent skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/skills-codex/integrity-forensics into .opencode/skills/integrity-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "integrity-forensics", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: integrity-forensics
GitHub stars: 17k
Used in: 1 other repo
Token cost: ~1.5k tokens
SKILL.md length: 463 words
Files: 1
Skills in repo: 26
Repo updated: Oct 7, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Run the Anti-Autoresearch integrity-forensics DETERMINISTIC slice (numeric core + rules-only reporter) against a paper via a SHA-pinned thin launcher, then convert the verdict into a typed policy…

Works in 4 steps: Bootstrap the pin (identical to mainline) → Delegate: upstream deterministic-only… → Typed gate + obligations → …
User says integrity forensics
SKILL.md covers Constants, Step 0 — Bootstrap the pin…, Step 1 — Delegate: upstream… and Step 2 — Typed gate +…, plus 1 more section
Calls git and python3; reaches github.com

What it does

Integrity Forensics is an agent skill from wanshuiyin/Auto-claude-code-research-in-sleep. Run the Anti-Autoresearch integrity-forensics DETERMINISTIC slice (numeric core + rules-only reporter) against a paper via a SHA-pinned thin launcher, then convert the verdict into a typed policy gate (BLOCK/WARN/NONEWBLOCKER) and an append-only obligations ledger. Codex-native limitation: upstream ships no Codex-native auditor pack, so the full nine-dimension semantic sweep requires a Claude Code session — this pack runs the honestly-scoped deterministic-only mode (it can flag, it can never say CLEAN). Use when…

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows, covering Autonomous loops. The repository describes itself as: ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework… The licence is MIT.

When your agent uses it

User says integrity forensics
Forensic audit this paper

Example prompts

“integrity forensics”
“forensic audit this paper”
“投稿前自查诚信”
“/integrity-forensics”

Requirements

Python 3

Workflow steps

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

Bootstrap the pin (identical to mainline)
Delegate: upstream deterministic-only mode, unchanged
Typed gate + obligations
Fix what it found

What it can do on your machine

Read from SKILL.md and the folder at commit 26b95cf. 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
Shell commands in SKILL.md call:
- git
- python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
- github.com
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

Integrity Forensics loads about 1.5k tokens when it runs. Until then it costs about 153 tokens; SKILL.md has 463 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~153
When it runs · the whole SKILL.md, loaded when a task matches: ~1.5k

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 wanshuiyin/Auto-claude-code-research-in-sleep at commit 26b95cf, republished under its MIT licence (© wanshuiyin). 463 words, ~1,524 tokens.

Download SKILL.mdSave it as .claude/skills/integrity-forensics/SKILL.md (or your agent's skills folder).

name: integrity-forensics
description: Run the Anti-Autoresearch integrity-forensics DETERMINISTIC slice (numeric core + rules-only reporter) against a paper via a SHA-pinned thin launcher, then convert the verdict into a typed policy gate (BLOCK/WARN/NO_NEW_BLOCKER) and an append-only obligations ledger. Codex-native limitation: upstream ships no Codex-native auditor pack, so the full nine-dimension semantic sweep requires a Claude Code session — this pack runs the honestly-scoped deterministic-only mode (it can flag, it can never say CLEAN). Use when user says "integrity forensics", "forensic audit this paper", "投稿前自查诚信".
argument-hint: [paper-dir | pdf | arxiv-id]

Integrity Forensics — thin launcher (Codex-native: deterministic slice)

Audit target: $ARGUMENTS

Same launcher doctrine as the mainline skill: SHA-pin, upstream eval-gate validation per pin, delegate unchanged, no vendoring, no forking, no reviewer knobs. The one Codex-native difference: upstream's nine auditor skills are Claude-Code contracts, so this pack runs upstream's deterministic-only mode — the numeric forensic core (GRIM / GRIMMER / statcheck / delta arithmetic) plus the rules-only reporter with an all-review_unavailable coverage map. That mode is honestly scoped by upstream: it can raise HARD/SOFT flags; it can NEVER return CLEAN_GIVEN_EVIDENCE. Translating upstream's reviewer calls into spawn_agent would REWRITE an upstream contract — forbidden.

Constants

ANTI_AR_REPO = https://github.com/wanshuiyin/Anti-Autoresearch.git
ANTI_AR_COMMIT = b47af6f983b38347b6d2110379e266400597cf66 — never tracks HEAD; bumping is a reviewed change (mainline Pin-bump checklist).
CLONE_DIR = ~/.aris/anti-autoresearch — host-neutral. An older clone at ~/.claude/anti-autoresearch is unused; move it and its .aris_eval_ok_* receipt to keep an offline deterministic-only run working — this pack's own mode — otherwise delete it whenever convenient.
NO REVIEWER KNOBS — and no — effort: mapping onto upstream settings.

Step 0 — Bootstrap the pin (identical to mainline)

bash

CLONE_DIR="$HOME/.aris/anti-autoresearch"
ANTI_AR_COMMIT="b47af6f983b38347b6d2110379e266400597cf66"
mkdir -p "$HOME/.aris"
if [ ! -d "$CLONE_DIR/.git" ]; then
    git clone --no-checkout https://github.com/wanshuiyin/Anti-Autoresearch.git "$CLONE_DIR"
fi
git -C "$CLONE_DIR" cat-file -e "$ANTI_AR_COMMIT^{commit}" 2>/dev/null \
    || git -C "$CLONE_DIR" fetch -q origin
git -C "$CLONE_DIR" checkout -qf "$ANTI_AR_COMMIT" || { echo "FATAL: cannot checkout pin"; exit 1; }
# pristine tree at the pin — local tampering (incl. nested-repo injections;
# hence double -f) must not run under the pin's name; verify, don't assume
git -C "$CLONE_DIR" reset --hard -q "$ANTI_AR_COMMIT" || { echo "FATAL: reset failed"; exit 1; }
git -C "$CLONE_DIR" clean -ffdxq || { echo "FATAL: clean failed"; exit 1; }
[ -z "$(git -C "$CLONE_DIR" status --porcelain)" ] || { echo "FATAL: tree not pristine"; exit 1; }
# marker OUTSIDE the clone (a marker inside a tamperable tree proves nothing)
MARKER="${CLONE_DIR}.aris_eval_ok_${ANTI_AR_COMMIT}"
if [ ! -f "$MARKER" ]; then
    ( cd "$CLONE_DIR" && python3 eval/run_eval.py ) || {
        echo "FATAL: upstream eval gate FAILED at pin — refusing an unvalidated pin"; exit 1; }
    touch "$MARKER"
fi

Step 1 — Delegate: upstream deterministic-only mode, unchanged

Open $CLONE_DIR/workflows/anti-autoresearch/SKILL.md and follow its deterministic-only path (its own documented degraded mode): Step 0 ingest → Step 1 evidence ledger → deterministic auditors → adjudication with the generated all-review_unavailable coverage map. Wrapper rules: run every upstream bash block with cd "$CLONE_DIR" (upstream self-locates via git rev-parse --show-toplevel); refer to the paper by ABSOLUTE path; never rewrite upstream outputs.

Expected outcome: report.json whose verdict is HARD_FLAGS / SOFT_FLAGS / REVIEW_UNAVAILABLE — by construction never CLEAN_GIVEN_EVIDENCE.

Show full SKILL.md (225 more words)Show less

Step 2 — Typed gate + obligations

Resolve forensics_gate.py via the canonical helper chain (shared-references/integration-contract.md §2, Policy A), then:

bash

python3 "$GATE_HELPER" evaluate --report "$PAPER_DIR/report.json" --paper-dir "$PAPER_DIR" \
    --anti-ar-commit "$ANTI_AR_COMMIT" --executor-model "codex-gpt-6-astra"

Policy: HARD_FLAGS → BLOCK · REVIEW_UNAVAILABLE → BLOCK (which a deterministic-only run reports whenever it found no flags — the semantic dimensions never ran, so nothing may wave the paper through) · SOFT_FLAGS → WARN. The gate records same-family proposal provenance for a Codex executor — informational: this gate only raises flags, it grants nothing. The downstream preflight is ONE command: python3 "$GATE_HELPER" fresh --paper-dir "$PAPER_DIR" --anti-ar-commit "$ANTI_AR_COMMIT" — exit 0 ⟺ produced at the current pin ∧ gate exists ∧ paper unchanged since ∧ gate matches the current ledger ∧ decision pass-capable (WARN/NO_NEW_BLOCKER), where the decision is RE-computed from the sha-verified archived report + live ledger (the stored token is display, not authority). Any ledger mutation deletes the standing gate.json, and evaluate refuses a report older than any paper file — neither a stale pass nor a stale report can be replayed.

Step 3 — Fix what it found

Identical obligations discipline to the mainline skill: append-only ledger, UNRESOLVED_DISAPPEARANCE on vanished-but-unresolved findings, typed + hashed resolve receipts (corrected-from-results | claim-narrowed | claim-withdrawn | citation-replaced; --verified-by must be typed provenance — human:<name> / checker:<tool> / cross-family-review:<thread-id> — and the evidence file is RE-hashed on every later gate), human-only waive (never a resolution), and The One Forbidden Loop: never "edit → re-sweep → repeat until it stops flagging". Numeric obligations route to the result files; the rest to the matching audit skill or the human.

Files

Just SKILL.md in skills/skills-codex/integrity-forensics of wanshuiyin/Auto-claude-code-research-in-sleep.

Open the folder on GitHubat commit 26b95cf

Used in 1 other repository

We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in wanshuiyin/Auto-claude-code-research-in-sleep, which our catalogue first saw on October 7, 2026.

Tai609/NebulaMatruntime/skills-bundle/aris-integrity-forensics runtime/aris/skills-nebulamat/aris-integrity-forensics+1 more

Compare with similar skills

Integrity Forensics 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.

Integrity Forensics compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Integrity Forensics this skillwanshuiyin/Auto-claude-code-research-in-sleep	17k	1 repos	~1.5k	Automated safety check: Pass	MIT	3 days ago
Show Me Your Work Decision Logcursor/plugins	11k	8 repos	~1.6k	Automated safety check: Pass	None	today
Autoresearch Iteration Loopuditgoenka/autoresearch	6.5k	1 repos	~2k	Automated safety check: Pass	MIT	1 mo ago
Install Loop Engineeringcobusgreyling/loop-engineering	11k	1 repos	~648	Automated safety check: Pass	MIT	today
LoopyForward-Future/loopy	3.2k	—	~3.9k	Automated safety check: Pass	MIT	29 days ago
AI Performance Improvement Plantanweai/pua	20k	2 repos	~6.9k	Automated safety check: Pass	MIT	1 mo ago

Similar skills

Show Me Your Work Decision Log
cursor/plugins
Official
Keeps a TSV decision log for long or unattended agent runs, one row per decision with what, why, evidence and result, so a reviewer can check the work later.
11k GitHub starsUsed in 8 repos~1.6k tokens
Agent WorkflowsAuto-check passed
Autoresearch Iteration Loop
uditgoenka/autoresearch
Runs an autonomous modify, verify, keep-or-discard loop against any metric, with subcommands for planning, debugging, fixing, security audits, shipping and more.
6.5k GitHub starsUsed in 1 repo~2k tokens
Agent WorkflowsAuto-check passed
Install Loop Engineering
cobusgreyling/loop-engineering
Installs Loop Engineering into a project through the single @cobusgreyling/loop CLI, scaffolding a report-only loop and a readiness score.
11k GitHub starsUsed in 1 repo~648 tokens
Agent WorkflowsAuto-check passed
Loopy
Forward-Future/loopy
Discover, find, compare, audit, repair, adapt, craft, run, debrief, save, and prepare repeatable AI-agent loops for publication.
3.2k GitHub stars~3.9k tokensUpdated 29 days ago
Agent WorkflowsAuto-check passed
AI Performance Improvement Plan
tanweai/pua
Pushes an agent to exhaust every option, investigate before asking and take initiative beyond the literal request, instead of giving up or waiting passively.
20k GitHub starsUsed in 2 repos~6.9k tokens
Agent WorkflowsAuto-check passed
LoopX Self Repair
loopx-project/loopx
Diagnoses surprising LoopX behavior, such as stale recommendations or tiny progress, assigns it to the responsible layer and repairs it at the lowest durable level.
6.2k GitHub stars~2.2k tokensUpdated today
Agent WorkflowsAuto-check passed

More from wanshuiyin/Auto-claude-code-research-in-sleep

All 26 skills in this repo

Academic Poster Builder
wanshuiyin/Auto-claude-code-research-in-sleep
Builds an academic conference poster as a single HTML and CSS file with measurement-based gates, real paper figures and a print-ready PDF rendered through headless Chromium.
17k GitHub starsUsed in 1 repo~4.5k tokens
Auto-check: notes
Proof Run Orchestrator
wanshuiyin/Auto-claude-code-research-in-sleep
Runs a mathematical proof project as a stateful pipeline of run directories: a local attempt first, then a manual GPT Pro handoff package, with an optional DeepSeek audit.
17k GitHub starsUsed in 1 repo~4.7k tokens
Auto-check passed
Render HTML
wanshuiyin/Auto-claude-code-research-in-sleep
Render an ARIS Markdown / JSON artifact (IDEAREPORT, AUTOREVIEW, KILLARGUMENT, PAPERPLAN, research-wiki state, etc.) into a single-file HTML view designed for human reading.
17k GitHub starsUsed in 1 repo~5.4k tokens
Auto-check: notes
Experiment Audit
wanshuiyin/Auto-claude-code-research-in-sleep
Audit experiment integrity before claiming results. An agent skill from wanshuiyin/Auto-claude-code-research-in-sleep.
17k GitHub starsUsed in 1 repo~2.7k tokens
Auto-check: notes
Interview Cheatsheet
wanshuiyin/Auto-claude-code-research-in-sleep
Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 / L2 进阶 / L3 顶级 lab).
17k GitHub starsUsed in 1 repo~3.3k tokens
Auto-check: notes
Meta Apply
wanshuiyin/Auto-claude-code-research-in-sleep
Privileged applier that LANDS meta-optimize / corpus-audit patches the user approved, with a fresh landing review and human approval.
17k GitHub starsUsed in 1 repo~2.1k tokens
Auto-check: notes

Questions about Integrity Forensics

What does Integrity Forensics do?

Run the Anti-Autoresearch integrity-forensics DETERMINISTIC slice (numeric core + rules-only reporter) against a paper via a SHA-pinned thin launcher, then convert the verdict into a typed policy…. Integrity Forensics is an agent skill from wanshuiyin/Auto-claude-code-research-in-sleep. Run the Anti-Autoresearch integrity-forensics DETERMINISTIC slice (numeric core + rules-only reporter) against a paper via a SHA-pinned thin launcher, then convert the verdict into a typed policy gate (BLOCK/WARN/NONEWBLOCKER) and an append-only obligations ledger.

When should I use Integrity Forensics?

Integrity Forensics fits situations like: user says integrity forensics; forensic audit this paper.

How do I install Integrity Forensics in Claude Code?

Run `npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill integrity-forensics -a claude-code`. Or copy the skill folder (skills/skills-codex/integrity-forensics in wanshuiyin/Auto-claude-code-research-in-sleep) into .claude/skills/integrity-forensics in your project. Claude Code loads it when a task matches its description.

How do I install Integrity Forensics in Codex?

Run `npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill integrity-forensics -a codex`. Or copy the skill folder (skills/skills-codex/integrity-forensics in wanshuiyin/Auto-claude-code-research-in-sleep) into .agents/skills/integrity-forensics in your project. Codex loads it when a task matches its description.

Can I use Integrity Forensics 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 wanshuiyin/Auto-claude-code-research-in-sleep --skill integrity-forensics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/integrity-forensics, .gemini/skills/integrity-forensics, .github/skills/integrity-forensics and .opencode/skills/integrity-forensics in your project.

What does Integrity Forensics need to run?

Going by SKILL.md and its folder, Integrity Forensics needs the command-line tools its instructions call (git and python3). Our summary lists: Python 3.

Does Integrity Forensics access the network?

SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Integrity Forensics 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 Integrity Forensics use?

Integrity Forensics is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Integrity Forensics use?

About 1.5k tokens (SKILL.md is roughly 6.1k 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 Integrity Forensics?

Skills that share tags, products or a category with Integrity Forensics: Show Me Your Work Decision Log (cursor/plugins, 11k stars), Autoresearch Iteration Loop (uditgoenka/autoresearch, 6.5k stars), Install Loop Engineering (cobusgreyling/loop-engineering, 11k stars) and Loopy (Forward-Future/loopy, 3.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Integrity Forensics?

wanshuiyin (a GitHub user) maintains it in wanshuiyin/Auto-claude-code-research-in-sleep, which has 17,205 GitHub stars. The repository holds 26 skills in this directory. The repository was last updated on October 7, 2026.

Source: wanshuiyin/Auto-claude-code-research-in-sleep on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Integrity Forensics

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Integrity Forensics — thin launcher (Codex-native: deterministic slice)

Constants

Step 0 — Bootstrap the pin (identical to mainline)

Step 1 — Delegate: upstream deterministic-only mode, unchanged

Step 2 — Typed gate + obligations

Step 3 — Fix what it found

Files

Used in 1 other repository

Compare with similar skills

Similar skills

More from wanshuiyin/Auto-claude-code-research-in-sleep

Related

Questions about Integrity Forensics