Agent skill

Ahk Feature

by enmanuelmag in enmanuelmag/agent-harness-kit

Turn an idea or Jira request into a reviewable, evidence-backed feature specification.

Apache-2.0Auto-check passed

Install Ahk Feature

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

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

GitHub CLI
$ gh skill install enmanuelmag/agent-harness-kit ahk-feature --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/src/core/materializer/skills/ahk-feature .claude/skills/ahk-feature && 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-feature
GitHub stars
182
Token cost
~214 tokens
SKILL.md length
92 words
Files
3
Skills in repo
11
Repo updated
First seen
Licence
Apache-2.0

At a glance

Turn an idea or Jira request into a reviewable, evidence-backed feature specification.

  • SKILL.md covers Purpose and Persistence and handoff
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Ahk Feature is an agent skill from enmanuelmag/agent-harness-kit. Turn an idea or Jira request into a reviewable, evidence-backed feature specification.

Its SKILL.md is about 210 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `resources/feature-template.md` and `resources/feature-workflow.md`).

It works with Jira and 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.

Example prompts

  • “/ahk-feature”

What it can do on your machine

Read from SKILL.md and the folder at commit f8977b4. 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

    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.

Context cost

Ahk Feature loads about 214 tokens when it runs. Until then it costs about 25 tokens; SKILL.md has 92 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~25
When it runs · the whole SKILL.md, loaded when a task matches
~214

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 f8977b4, republished under its Apache-2.0 licence (© enmanuelmag). 92 words, ~214 tokens.

Download SKILL.mdSave it as .claude/skills/ahk-feature/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
ahk-feature
description
Turn an idea or Jira request into a reviewable, evidence-backed feature specification.

Purpose

Read the feature workflow before discovery and the feature template before saving.

Persistence and handoff

After the required questions and project evidence produce a complete first synthesis, create or update a feature draft with structured specification MCP tools. Use specs.list and specs.search to find related context, specs.get to read it, and specs.validate after every write. Keep drafts reviewable and editable through MCP; transition to approved only after explicit user confirmation.

Do not choose an implementation design. Offer ahk-spec-tech only after this feature is approved and the user asks for technical design.

© 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

SKILL.md and 2 other files in src/core/materializer/skills/ahk-feature of enmanuelmag/agent-harness-kit.

  • SKILL.md
  • resources/feature-template.md
  • resources/feature-workflow.md

Open the folder on GitHubat commit f8977b4

Compare with similar skills

Ahk Feature 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 Feature compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ahk Feature this skillenmanuelmag/agent-harness-kit182—~214Automated safety check: PassApache-2.0
Link Ticket To SessionJayantDevkar/claude-code-karma329—~1.8kAutomated safety check: NotesApache-2.0
Jira Natural Language Interfacejjmartres/opencode1333 repos~1.7kAutomated safety check: PassMIT
Create Epic RecapDataDog/datadog-agent3.8k—~5kAutomated safety check: NotesApache-2.0
Pilot Updatequay/quay2.8k—~3.5kAutomated safety check: PassApache-2.0
Akb Ingestdnotitia/akb162—~2kAutomated safety check: PassCustom licence

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More from enmanuelmag/agent-harness-kit

All 11 skills in this repo
  • Ahk Consultant

    enmanuelmag/agent-harness-kit

    Get technical advice or review on an approach, idea, or change.

    182 GitHub stars~563 tokensUpdated today
    Auto-check passed
  • Ahk Review

    enmanuelmag/agent-harness-kit

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

    182 GitHub stars~871 tokensUpdated today
    Auto-check passed
  • Ahk Test

    enmanuelmag/agent-harness-kit

    Design, write, and run behavior-focused tests for an objective or existing code.

    182 GitHub stars~1.1k tokensUpdated today
    Auto-check passed
  • Ahk Triage

    enmanuelmag/agent-harness-kit

    Triage a bug or unexpected behavior. An agent skill from enmanuelmag/agent-harness-kit.

    182 GitHub stars~569 tokensUpdated today
    Auto-check passed
  • Ahk Ask

    enmanuelmag/agent-harness-kit

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

    182 GitHub stars~415 tokensUpdated today
    Auto-check passed
  • Ahk Docs

    enmanuelmag/agent-harness-kit

    Explain how to use and operate Agent Harness Kit= workflows, providers, MCP, health gates, and upgrades.

    182 GitHub stars~503 tokensUpdated today
    Auto-check passed

Questions about Ahk Feature

What does Ahk Feature do?

Turn an idea or Jira request into a reviewable, evidence-backed feature specification. Ahk Feature is an agent skill from enmanuelmag/agent-harness-kit. Turn an idea or Jira request into a reviewable, evidence-backed feature specification.

How do I install Ahk Feature in Claude Code?

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

How do I install Ahk Feature in Codex?

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

Can I use Ahk Feature 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-feature -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-feature, .gemini/skills/ahk-feature, .github/skills/ahk-feature and .opencode/skills/ahk-feature in your project.

What does Ahk Feature need to run?

SKILL.md names no scripts, command-line tools or credentials: Ahk Feature is instructions for the agent only.

Does Ahk Feature 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 Ahk Feature 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 Feature use?

Ahk Feature 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 Feature use?

About 214 tokens (SKILL.md is roughly 856 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 Feature?

Skills that share tags, products or a category with Ahk Feature: Link Ticket To Session (JayantDevkar/claude-code-karma, 329 stars), Jira Natural Language Interface (jjmartres/opencode, 133 stars), Create Epic Recap (DataDog/datadog-agent, 3.8k stars) and Pilot Update (quay/quay, 2.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ahk Feature?

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 9, 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.