MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Explain how to use and operate Agent Harness Kit= workflows, providers, MCP, health gates, and upgrades.
Install Ahk Docs
$ npx skills add enmanuelmag/agent-harness-kit --skill ahk-docs -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install enmanuelmag/agent-harness-kit ahk-docs --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-docs .claude/skills/ahk-docs && rm -rf skills-srcUse ~/.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/
Install the "ahk-docs" agent skill from https://github.com/enmanuelmag/agent-harness-kit/tree/main/src/core/materializer/skills/ahk-docs into .claude/skills/ahk-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ahk-docs", 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 install https://github.com/enmanuelmag/agent-harness-kit/tree/main/src/core/materializer/skills/ahk-docsType 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.
$ npx skills add enmanuelmag/agent-harness-kit --skill ahk-docs -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install enmanuelmag/agent-harness-kit ahk-docs --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/enmanuelmag/agent-harness-kit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src/core/materializer/skills/ahk-docs .agents/skills/ahk-docs && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ahk-docs" agent skill from https://github.com/enmanuelmag/agent-harness-kit/tree/main/src/core/materializer/skills/ahk-docs into .agents/skills/ahk-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ahk-docs", 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.
$ npx skills add enmanuelmag/agent-harness-kit --skill ahk-docs -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install enmanuelmag/agent-harness-kit ahk-docs --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/enmanuelmag/agent-harness-kit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src/core/materializer/skills/ahk-docs .cursor/skills/ahk-docs && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ahk-docs" agent skill from https://github.com/enmanuelmag/agent-harness-kit/tree/main/src/core/materializer/skills/ahk-docs into .cursor/skills/ahk-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ahk-docs", 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 https://github.com/enmanuelmag/agent-harness-kit.git --path src/core/materializer/skills/ahk-docs--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add enmanuelmag/agent-harness-kit --skill ahk-docs -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install enmanuelmag/agent-harness-kit ahk-docs --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/enmanuelmag/agent-harness-kit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src/core/materializer/skills/ahk-docs .gemini/skills/ahk-docs && rm -rf skills-srcUse ~/.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/
Install the "ahk-docs" agent skill from https://github.com/enmanuelmag/agent-harness-kit/tree/main/src/core/materializer/skills/ahk-docs into .gemini/skills/ahk-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ahk-docs", 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.
$ gh skill install enmanuelmag/agent-harness-kit ahk-docsInstalls 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).
$ npx skills add enmanuelmag/agent-harness-kit --skill ahk-docs -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/enmanuelmag/agent-harness-kit.git skills-src && mkdir -p .github/skills && cp -r skills-src/src/core/materializer/skills/ahk-docs .github/skills/ahk-docs && rm -rf skills-srcUse ~/.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/
Install the "ahk-docs" agent skill from https://github.com/enmanuelmag/agent-harness-kit/tree/main/src/core/materializer/skills/ahk-docs into .github/skills/ahk-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ahk-docs", 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.
$ npx skills add enmanuelmag/agent-harness-kit --skill ahk-docs -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install enmanuelmag/agent-harness-kit ahk-docs --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/enmanuelmag/agent-harness-kit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src/core/materializer/skills/ahk-docs .opencode/skills/ahk-docs && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ahk-docs" agent skill from https://github.com/enmanuelmag/agent-harness-kit/tree/main/src/core/materializer/skills/ahk-docs into .opencode/skills/ahk-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ahk-docs", 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
ahk-docs- GitHub stars
- 182
- Token cost
- ~503 tokens
- SKILL.md length
- 219 words
- Files
- 8
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Explain how to use and operate Agent Harness Kit= workflows, providers, MCP, health gates, and upgrades.
- Tasks that involve MCP servers
- SKILL.md covers Boundaries and Route the question
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Ahk Docs is an agent skill from enmanuelmag/agent-harness-kit. Explain how to use and operate Agent Harness Kit= workflows, providers, MCP, health gates, and upgrades. Read-only; does not create harness state or change a project.
Its SKILL.md is about 500 tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files (for example `resources/cli-and-configuration.md`, `resources/development-and-safety.md` and `resources/maintenance.md`).
It sits in Agent Workflows, covering MCP servers. 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
- Tasks that involve MCP servers
Example prompts
- “/ahk-docs”
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 Docs loads about 503 tokens when it runs. Until then it costs about 44 tokens; SKILL.md has 219 words of instructions outside code blocks.
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). 219 words, ~503 tokens.
Download SKILL.mdSave it as
.claude/skills/ahk-docs/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.- name
- ahk-docs
- description
- Explain how to use and operate Agent Harness Kit= workflows, providers, MCP, health gates, and upgrades. Read-only; does not create harness state or change a project.
Answer product and operating questions about Agent Harness Kit using the installed guide resources. This is documentation help, not a project-code investigation or a change workflow.
Boundaries
- Do not create tasks, actions, specs, approvals, handoffs, or files.
- Do not run
ahk build,ahk sync, health checks, package installation, migrations, or implementation. - You may inspect a project's files or installed package version when that read-only evidence is necessary. Treat commands as suggestions for the developer to run.
- Prefer these bundled resources to internet research. They ship with the package and work offline. If a fact is absent, say so rather than inventing provider behavior.
Route the question
- Read workflows for choosing a skill, use cases, specifications, and implementation.
- Read setup and providers for installation, initialization, provider files, model preferences, and storage.
- Read MCP and lifecycle for tasks, actions, handoffs, health gates, and repair.
- Read maintenance for build, sync, doctor, updates, and skill migrations.
- Read CLI and configuration for commands, flags, generated files, and configuration shape.
- Read MCP tools when exact tool families or document operations matter.
- Read development and safety for local development, package checks, backups, and evidence limits.
Send project-specific source-code questions to ahk-ask. Send a request to define product work to ahk-use-case, ahk-spec, ahk-feature, or ahk-fix; do not silently begin one of those workflows from a documentation question.
© 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 7 other files in src/core/materializer/skills/ahk-docs of enmanuelmag/agent-harness-kit.
- SKILL.md
- resources/cli-and-configuration.md
- resources/development-and-safety.md
- resources/maintenance.md
- resources/mcp-and-lifecycle.md
- resources/mcp-tools.md
- resources/setup-and-providers.md
- resources/workflows.md
Open the folder on GitHubat commit f8977b4
Compare with similar skills
Ahk Docs 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ahk Docs this skillenmanuelmag/agent-harness-kit | 182 | — | ~503 | Automated safety check: Pass | Apache-2.0 | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Context Mode Output Sandboxmksglu/context-mode | 26k | — | ~4.1k | Automated safety check: Pass | Custom licence |
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Routes large command, file, API and browser output through context-mode tools so only the needed result enters the agent's context, instead of dumping it via Bash.
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More from enmanuelmag/agent-harness-kit
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Get technical advice or review on an approach, idea, or change.
Ahk Review
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Preview a code review against ticket/objective alignment, with deep semantic (name-vs-behavior) analysis.
Ahk Test
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Design, write, and run behavior-focused tests for an objective or existing code.
Ahk Triage
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Triage a bug or unexpected behavior. An agent skill from enmanuelmag/agent-harness-kit.
Ahk Ask
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Ask a question about this codebase — where is X, does Y exist, how does Z work.
Ahk Feature
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Turn an idea or Jira request into a reviewable, evidence-backed feature specification.
Related
Works with
Categories
Questions about Ahk Docs
What does Ahk Docs do?
Explain how to use and operate Agent Harness Kit= workflows, providers, MCP, health gates, and upgrades. Ahk Docs is an agent skill from enmanuelmag/agent-harness-kit. Explain how to use and operate Agent Harness Kit= workflows, providers, MCP, health gates, and upgrades.
When should I use Ahk Docs?
Ahk Docs fits situations like: tasks that involve MCP servers.
How do I install Ahk Docs in Claude Code?
Run `npx skills add enmanuelmag/agent-harness-kit --skill ahk-docs -a claude-code`. Or copy the skill folder (src/core/materializer/skills/ahk-docs in enmanuelmag/agent-harness-kit) into .claude/skills/ahk-docs in your project. Claude Code loads it when a task matches its description.
How do I install Ahk Docs in Codex?
Run `npx skills add enmanuelmag/agent-harness-kit --skill ahk-docs -a codex`. Or copy the skill folder (src/core/materializer/skills/ahk-docs in enmanuelmag/agent-harness-kit) into .agents/skills/ahk-docs in your project. Codex loads it when a task matches its description.
Can I use Ahk Docs 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-docs -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-docs, .gemini/skills/ahk-docs, .github/skills/ahk-docs and .opencode/skills/ahk-docs in your project.
What does Ahk Docs need to run?
SKILL.md names no scripts, command-line tools or credentials: Ahk Docs is instructions for the agent only.
Does Ahk Docs 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 Docs 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 Docs use?
Ahk Docs 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 Docs use?
About 503 tokens (SKILL.md is roughly 2k 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 Docs?
Skills that share tags, products or a category with Ahk Docs: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Crush Configuration (charmbracelet/crush, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ahk Docs?
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.