Tool Connector
ZhixiangLuo/10xProductivity
Connect any tool you use at work to your agent — including internal company tools, custom-built systems, deployment portals, incident trackers, internal knowledge bases, HR systems, and commercial…
A skill your agent uses to post or patch ONE GitHub comment for a microsoft/apm autopilot run.
Install Autopilot Comment
$ npx skills add microsoft/apm --skill autopilot-comment -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install microsoft/apm autopilot-comment --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/microsoft/apm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/autopilot-comment .claude/skills/autopilot-comment && 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 "autopilot-comment" agent skill from https://github.com/microsoft/apm/tree/main/.agents/skills/autopilot-comment into .claude/skills/autopilot-comment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autopilot-comment", 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/microsoft/apm/tree/main/.agents/skills/autopilot-commentType 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 microsoft/apm --skill autopilot-comment -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install microsoft/apm autopilot-comment --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/microsoft/apm.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/autopilot-comment .agents/skills/autopilot-comment && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "autopilot-comment" agent skill from https://github.com/microsoft/apm/tree/main/.agents/skills/autopilot-comment into .agents/skills/autopilot-comment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autopilot-comment", 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 microsoft/apm --skill autopilot-comment -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install microsoft/apm autopilot-comment --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/microsoft/apm.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/autopilot-comment .cursor/skills/autopilot-comment && 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 "autopilot-comment" agent skill from https://github.com/microsoft/apm/tree/main/.agents/skills/autopilot-comment into .cursor/skills/autopilot-comment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autopilot-comment", 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/microsoft/apm.git --path .agents/skills/autopilot-comment--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 microsoft/apm --skill autopilot-comment -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install microsoft/apm autopilot-comment --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/microsoft/apm.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/autopilot-comment .gemini/skills/autopilot-comment && 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 "autopilot-comment" agent skill from https://github.com/microsoft/apm/tree/main/.agents/skills/autopilot-comment into .gemini/skills/autopilot-comment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autopilot-comment", 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 microsoft/apm autopilot-commentInstalls 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 microsoft/apm --skill autopilot-comment -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/microsoft/apm.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/autopilot-comment .github/skills/autopilot-comment && 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 "autopilot-comment" agent skill from https://github.com/microsoft/apm/tree/main/.agents/skills/autopilot-comment into .github/skills/autopilot-comment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autopilot-comment", 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 microsoft/apm --skill autopilot-comment -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install microsoft/apm autopilot-comment --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/microsoft/apm.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/autopilot-comment .opencode/skills/autopilot-comment && 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 "autopilot-comment" agent skill from https://github.com/microsoft/apm/tree/main/.agents/skills/autopilot-comment into .opencode/skills/autopilot-comment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autopilot-comment", 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
autopilot-comment- GitHub stars
- 4k
- Token cost
- ~883 tokens
- SKILL.md length
- 300 words
- Files
- 2
- Skills in repo
- 27
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses to post or patch ONE GitHub comment for a microsoft/apm autopilot run.
- Works in 4 steps: Drop JSON fences and… → Build the body from debug as above.… → Append this exact footer, substituting… → …
- Patch ONE GitHub comment for a microsoft/apm autopilot run
- SKILL.md covers Activation card, Assemble, Write and Hard nos
- Calls gh
What it does
Autopilot Comment is an agent skill from microsoft/apm, published by the product's own GitHub organization. Use this skill to post or patch ONE GitHub comment for a microsoft/apm autopilot run. It owns public vs debug body assembly and the AI disclaimer footer. Never labels, assigns, requests reviewers, or merges. Autopilot skills that write comments must load this skill and must not call gh comment APIs themselves.
Its SKILL.md is about 880 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `apm.yml`).
It sits in DevOps & Cloud, covering Monitoring and alerting. It works with GitHub. The repository describes itself as: Agent Package Manager. The licence is MIT.
When your agent uses it
- Patch ONE GitHub comment for a microsoft/apm autopilot run
- Tasks that involve Monitoring and alerting
Example prompts
- “/autopilot-comment”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Drop JSON fences and triage-recommendation blocks.
- Build the body from debug as above. ASCII only.
- Append this exact footer, substituting source_skill
- If the footer is already the last lines, do not duplicate it.
What it can do on your machine
Read from SKILL.md and the folder at commit 280b8a7. 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:
gh
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use gh, 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
Autopilot Comment loads about 883 tokens when it runs. Until then it costs about 82 tokens; SKILL.md has 300 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 microsoft/apm at commit 280b8a7, republished under its MIT licence (© microsoft). 300 words, ~883 tokens.
Download SKILL.mdSave it as
.claude/skills/autopilot-comment/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- autopilot-comment
- description
- Use this skill to post or patch ONE GitHub comment for a microsoft/apm autopilot run. It owns public vs debug body assembly and the AI disclaimer footer. Never labels, assigns, requests reviewers, or merges. Autopilot skills that write comments must load this skill and must not call gh comment APIs themselves.
- activation_card
- on
autopilot-comment -- Sole GitHub comment writer
Any autopilot skill that would write a GitHub comment loads this skill in the same session and stops if the card is missing. Do not spawn a nested session. Do not comment from the caller.
Activation card
activation_card: on. Before any GitHub comment write, emit this
Enter card with every field filled. Missing field -> stop.
skill: autopilot-comment
skill_path: <resolved directory of this SKILL.md>
mode: run
subject: microsoft/apm#<number>
path: comment
intent: post one GitHub comment | patch one GitHub comment
origin: unattended | actor-session
write: on | off
debug: off | on
repo: microsoft/apm
target_kind: issue | pull
target: <positive integer>
source_skill: <canonical autopilot skill name>
comment_id: none | <positive integer>
invocation: agentic-workflow | actor-session
receipt: <HTML comment watermark line>
public_body: <author-facing prose, no JSON, no footer>
debug_body: <full internal template without JSON fence, or none>Rules:
writedefaults toonwhen the caller omitted it.write: offreturns the assembled body only. Do not post or patch.write: onposts or patches exactly one comment. Never labels, assigns, requests reviewers, or merges.debugdefaults tooffwhen omitted or unknown. Omitteddebugis not a missing-field stop.debug: off-> HTMLreceiptpluspublic_body. Do not post internal headings fromdebug_body.debug: on-> first line[i] Skill debug is on.thenreceiptplusdebug_body(orpublic_bodyifdebug_bodyisnone).comment_id: nonewith intentpost. A numericcomment_idwith intentpatch. Mismatch -> stop.source_skillis the caller (for exampleautopilot-issue-triage-worker). Neverautopilot-comment.originfail-closed unknown ->unattended.- Strip any JSON fence from bodies before assembly. Never post JSON on GitHub.
After the write (or dry-run), emit this Exit receipt:
skill: autopilot-comment
subject: microsoft/apm#<number>
path: comment
write: on | off
debug: off | on
posted: yes | no
patched: yes | no
comment_id: <id or none>
source_skill: <canonical autopilot skill name>
approved: n/aAssemble
- Drop JSON fences and
triage-recommendationblocks. - Build the body from
debugas above. ASCII only. - Append this exact footer, substituting
source_skill:
---
Generated by <source_skill>. This comment is AI-generated and may contain errors.- If the footer is already the last lines, do not duplicate it.
Write
Actor-session / Copilot App / Cloud / Remote:
- issue + post:
gh issue comment <target> --body-file ... - pull + post:
gh pr comment <target> --body-file ... - patch:
gh api -X PATCH /repos/microsoft/apm/issues/comments/<comment_id>
Agentic Workflow: safe-outputs.add-comment for post. Patch is
not available; stop if intent is patch.
One comment per activation. No progress comments.
Hard nos
- Do not assign, request reviewers, merge, or edit labels.
- Do not implement.
- Do not compose schedulers or other workers.
- ASCII only.
© microsoft, MIT. 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 1 other file in .agents/skills/autopilot-comment of microsoft/apm.
- SKILL.md
- apm.yml
Open the folder on GitHubat commit 280b8a7
Compare with similar skills
Autopilot Comment 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 |
|---|---|---|---|---|---|---|
| Autopilot Comment this skillmicrosoft/apm | 4k | — | ~883 | Automated safety check: Pass | MIT | |
| Tool ConnectorZhixiangLuo/10xProductivity | 478 | — | ~925 | Automated safety check: Pass | MIT | |
| Golang Samber Hotsamber/cc-skills-golang | 3.4k | — | ~2k | Automated safety check: Pass | MIT | |
| Admingrafana/skills | 278 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Skill Findermizchi/skills | 356 | — | ~3.2k | Automated safety check: Pass | None | |
| Datasources Provisioninggrafana/skills | 278 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 |
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Questions about Autopilot Comment
What does Autopilot Comment do?
A skill your agent uses to post or patch ONE GitHub comment for a microsoft/apm autopilot run. Autopilot Comment is an agent skill from microsoft/apm, published by the product's own GitHub organization. Use this skill to post or patch ONE GitHub comment for a microsoft/apm autopilot run.
When should I use Autopilot Comment?
Autopilot Comment fits situations like: patch ONE GitHub comment for a microsoft/apm autopilot run; tasks that involve Monitoring and alerting.
How do I install Autopilot Comment in Claude Code?
Run `npx skills add microsoft/apm --skill autopilot-comment -a claude-code`. Or copy the skill folder (.agents/skills/autopilot-comment in microsoft/apm) into .claude/skills/autopilot-comment in your project. Claude Code loads it when a task matches its description.
How do I install Autopilot Comment in Codex?
Run `npx skills add microsoft/apm --skill autopilot-comment -a codex`. Or copy the skill folder (.agents/skills/autopilot-comment in microsoft/apm) into .agents/skills/autopilot-comment in your project. Codex loads it when a task matches its description.
Can I use Autopilot Comment 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 microsoft/apm --skill autopilot-comment -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/autopilot-comment, .gemini/skills/autopilot-comment, .github/skills/autopilot-comment and .opencode/skills/autopilot-comment in your project.
What does Autopilot Comment need to run?
Going by SKILL.md and its folder, Autopilot Comment needs the command-line tools its instructions call (gh).
Does Autopilot Comment access the network?
SKILL.md contains no URLs. Its commands use gh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Autopilot Comment 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 Autopilot Comment use?
Autopilot Comment 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 Autopilot Comment use?
About 883 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 Autopilot Comment?
Skills that share tags, products or a category with Autopilot Comment: Tool Connector (ZhixiangLuo/10xProductivity, 478 stars), Golang Samber Hot (samber/cc-skills-golang, 3.4k stars), Admin (grafana/skills, 278 stars) and Skill Finder (mizchi/skills, 356 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Autopilot Comment?
microsoft (a GitHub organization, an official publisher) maintains it in microsoft/apm, which has 3,968 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on October 6, 2026.
Source: microsoft/apm on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.