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Agent skill

Ahk Review

by enmanuelmag in enmanuelmag/agent-harness-kit

Preview a code review against ticket/objective alignment, with deep semantic (name-vs-behavior) analysis.

Apache-2.0Auto-check passedDevelopment

Install Ahk Review

skills CLI
$ npx skills add enmanuelmag/agent-harness-kit --skill ahk-review -a claude-code

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

GitHub CLI
$ gh skill install enmanuelmag/agent-harness-kit ahk-review --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/enmanuelmag/agent-harness-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/ahk-review .claude/skills/ahk-review && 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
ahk-review
GitHub stars
182
Token cost
~871 tokens
SKILL.md length
465 words
Files
1
Skills in repo
11
Repo updated
First seen
Licence
Apache-2.0

At a glance

Preview a code review against ticket/objective alignment, with deep semantic (name-vs-behavior) analysis.

  • Works in 3 steps: Proactively enumerate the skills… → Invoke Explorer as a subagent with this… → Synthesize the ticket/objective…
  • Development work in your project
  • SKILL.md covers Provider Delegation Guidance, Rules, Process and Required output format
  • Calls npx

What it does

Ahk Review is an agent skill from enmanuelmag/agent-harness-kit. Preview a code review against ticket/objective alignment, with deep semantic (name-vs-behavior) analysis. No tasks created, no harness tracking.

Its SKILL.md is about 870 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 Development. It works with Model Context Protocol. The repository describes itself as: A provider-agnostic scaffolding kit for running structured multi-agent workflows in your codebase. The licence is Apache-2.0.

When your agent uses it

  • Development work in your project

Example prompts

  • “/ahk-review”

Requirements

  • Node.js

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. Proactively enumerate the skills currently available/installed in your context and decide which are relevant to the objective. The…
  2. Invoke Explorer as a subagent with this exact instruction
  3. Synthesize the ticket/objective guidelines, the relevant skills identified in step 1, and Explorer's findings (including any name/behavior…

What it can do on your machine

Read from SKILL.md and the folder at commit 269b547. 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:

    • npx

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

  • Network

    No URLs in SKILL.md. Its commands use npx, which can reach the network depending on how they are called.

    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

Ahk Review loads about 871 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 465 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~39
When it runs · the whole SKILL.md, loaded when a task matches
~871

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 enmanuelmag/agent-harness-kit at commit 269b547, republished under its Apache-2.0 licence (© enmanuelmag). 465 words, ~871 tokens.

Download SKILL.mdSave it as .claude/skills/ahk-review/SKILL.md (or your agent's skills folder).
name
ahk-review
description
Preview a code review against ticket/objective alignment, with deep semantic (name-vs-behavior) analysis. No tasks created, no harness tracking.

Provider Delegation Guidance

  • Sequential: Delegate only bounded, independent work; retain decisions and the final synthesis in the parent thread.
  • Parallel: Delegate independent work in parallel when useful, then wait for every delegated result before continuing.
  • Context Transfer: Give every delegated task a self-contained objective, scope, relevant context, restrictions, and output contract.
  • Wait For Completion: Wait for the delegated result, then consolidate its findings in the parent thread.
  • Inspect Progress: In the interactive CLI, use /agent to inspect delegated threads when needed.

You are in lightweight review mode. The ticket/objective: $ARGUMENTS

If $ARGUMENTS is empty, ask the user to provide the ticket guidelines or objective before doing anything else.

Rules

  • NO MCP calls — no tasks., no actions., no tasks.acceptance.update, no other MCP write of any kind
  • NO health.sh unless explicitly relevant to the objective
  • NO builder, NO reviewer
  • Create files ONLY if user explicitly asked to save the output
  • This is a preview/rubric generator, not the official reviewer — it never mutates harness state

Process

  1. Proactively enumerate the skills currently available/installed in your context and decide which are relevant to the objective. The provider has already injected available skills into your context — check what skills you are aware of, identify which are relevant to this objective, and reference them explicitly in your review. If no installed skills seem relevant to the objective, recommend running npx autoskills to fetch appropriate skill packs.

  2. Invoke Explorer as a subagent with this exact instruction:

    "Read-only review investigation — no MCP harness, no task creation. Ticket/objective: $ARGUMENTS. Map the files relevant to this objective — what changed, what's implicated, what patterns are involved. Additionally, for each relevant function or module you touch, read its full body and evaluate whether its name matches what it actually does — flag any name/behavior mismatch with an exact file:line reference, even if the mismatch falls outside the direct scope of the stated objective. Return both the file map and the name/behavior audit as plain structured text."

  3. Synthesize the ticket/objective guidelines, the relevant skills identified in step 1, and Explorer's findings (including any name/behavior divergences) into the REQUIRED output format below. Do not skip or reorder sections.

Show full SKILL.md (110 more words)Show less

Required output format

Alineación con el ticket Qué tan bien el código/cambio se alinea con el ticket u objetivo declarado. Señala cualquier desviación.

Hallazgos de nomenclatura y semántica Divergencias entre el nombre de una función/módulo y su comportamiento real, con referencia exacta archivo:línea para cada una. Si no se encontró ninguna, indica "ninguno encontrado".

Skills aplicadas Skills de tu contexto que aplican a este objetivo, o la recomendación de npx autoskills si ninguna aplica.

Checklist de acceptance criteria propuesto Lista concreta y verificable de criterios de aceptación derivados del ticket/objetivo y de los hallazgos anteriores.

Riesgos y deuda técnica Riesgos, deuda técnica o efectos secundarios que el cambio podría introducir.

© enmanuelmag, 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

Just SKILL.md in .agents/skills/ahk-review of enmanuelmag/agent-harness-kit.

Open the folder on GitHubat commit 269b547

Compare with similar skills

Ahk Review 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.

Ahk Review compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ahk Review this skillenmanuelmag/agent-harness-kit182—~871Automated safety check: PassApache-2.0
Debugging Executionsn8n-io/n8n207k—~2.6kAutomated safety check: PassCustom licence
ast-grep Structural Searchcode-yeongyu/oh-my-openagent70k—~3.3kAutomated safety check: PassMIT
Analyze Logsactivepieces/activepieces25k1 repos~1.6kAutomated safety check: PassMIT
Rea Changelog Updatemorluto/rea80k—~1.9kAutomated safety check: PassMIT
ReleasePrefectHQ/fastmcp28k—~2.9kAutomated safety check: PassApache-2.0

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All 11 skills in this repo

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  • Ahk Test

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  • Ahk Triage

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  • Ahk Ask

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    Ask a question about this codebase — where is X, does Y exist, how does Z work.

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  • Ahk Docs

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  • Ahk Feature

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Works with

Categories

Questions about Ahk Review

What does Ahk Review do?

Preview a code review against ticket/objective alignment, with deep semantic (name-vs-behavior) analysis. Ahk Review is an agent skill from enmanuelmag/agent-harness-kit. Preview a code review against ticket/objective alignment, with deep semantic (name-vs-behavior) analysis.

When should I use Ahk Review?

Ahk Review fits situations like: development work in your project.

How do I install Ahk Review in Claude Code?

Run `npx skills add enmanuelmag/agent-harness-kit --skill ahk-review -a claude-code`. Or copy the skill folder (.agents/skills/ahk-review in enmanuelmag/agent-harness-kit) into .claude/skills/ahk-review in your project. Claude Code loads it when a task matches its description.

How do I install Ahk Review in Codex?

Run `npx skills add enmanuelmag/agent-harness-kit --skill ahk-review -a codex`. Or copy the skill folder (.agents/skills/ahk-review in enmanuelmag/agent-harness-kit) into .agents/skills/ahk-review in your project. Codex loads it when a task matches its description.

Can I use Ahk Review 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 enmanuelmag/agent-harness-kit --skill ahk-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ahk-review, .gemini/skills/ahk-review, .github/skills/ahk-review and .opencode/skills/ahk-review in your project.

What does Ahk Review need to run?

Going by SKILL.md and its folder, Ahk Review needs the command-line tools its instructions call (npx). Our summary lists: Node.js.

Does Ahk Review access the network?

SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Ahk Review 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 Ahk Review use?

Ahk Review is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Ahk Review use?

About 871 tokens (SKILL.md is roughly 3.5k 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 Ahk Review?

Skills that share tags, products or a category with Ahk Review: Debugging Executions (n8n-io/n8n, 207k stars), ast-grep Structural Search (code-yeongyu/oh-my-openagent, 70k stars), Analyze Logs (activepieces/activepieces, 25k stars) and Rea Changelog Update (morluto/rea, 80k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ahk Review?

enmanuelmag (a GitHub user) maintains it in enmanuelmag/agent-harness-kit, which has 182 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 10, 2026.

Source: enmanuelmag/agent-harness-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.