ai-extender
AGENTS.md0 starsChanged 39 days agoMITView on GitHub
AI Extender for Claude: plans, builds, checks and packages Claude skills, plugins, connectors and agents. Structure: skills/ai-extender (router) and claude-planner|developer|maintainer|reviewer|packager, agents/ (comparator, grader), hooks/hooks.json, evals/, .github/ (CI).
Where files are headingNew AGENTS.md files have more rules about keeping secrets out of the code, and fewer about code style.
Of the AGENTS.md files we read, the 31,774 first seen in the last six months, against the older ones: the kind of rule that gained most share, and the kind that lost most. About files like this in general, not this one, and an estimate, since a kind is a pattern in the words.
In this repository9 other files it gives its agents.
- skills/claude-developer/references/agents.mdAGENTS.md
- .claude/CLAUDE.mdCLAUDE.md
- ai-extenderSkill
- claude-developerSkill
- claude-maintainerSkill
- claude-packagerSkill
- claude-plannerSkill
- claude-reviewerSkill
- prompt-builderSkill
The file
We split this AGENTS.md into the rules it gives an agent
7 rules. About 1 is common, 4 are distinctive, and 2 are very specific to this project.
≈1
Common · estimate
Many files like this have a rule of this kind.
≈4
Distinctive · estimate
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- could be automatic: a setting could enforce it
- Distinctive: line 16
Read the skill or script you change, plus its neighbours.
- Very specific: line 18
Update CHANGELOG.md for behavior changes.
- Distinctive: line 21
Run the closest check and the full gate before committing.
- Very specific: line 22
Follow neighbouring files.
- Distinctive: line 24
No commits, pushes or PRs unless asked.
- Distinctive: line 25
No new dependencies without asking (scripts stay on the Python standard library).
- Common: line 26
Never commit secrets. Never pick names or slugs without user confirmation.
≈ “Common” is an estimate: at least 1 in 5 of the 40,246 AGENTS.md files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
ai-extender agent guide
AI Extender for Claude: plans, builds, checks and packages Claude skills, plugins, connectors and agents.
Structure: skills/ai-extender (router) and claude-planner|developer|maintainer|reviewer|packager, agents/ (comparator, grader), hooks/hooks.json, evals/, .github/ (CI).
Commands
- Self-test (must pass):
python skills/claude-reviewer/scripts/selftest.py - Strict validation (must pass):
python skills/claude-reviewer/scripts/validate_extension.py . --strict --target directory --require-meta author,company - Secret scan:
python skills/claude-reviewer/scripts/scan_secrets.py - Version bump:
skills/claude-maintainer/scripts/bump_version.py; package:skills/claude-packager/scripts/package_extension.py - Validate:
claude plugin validate . --strict - Evals (real model calls):
claude plugin eval . --trust-plugin --ablation none --scaffold --allow-tools Read Glob Grep Skill -j 4 --no-publish. Rebuild cases withpython A:\Automation\plugin-evals\regen_evals.py <plugin> <router> <fixture ids>. Write results outside the repo (D:\SyncWin\AI Outputs\<plugin>\eval-results); the packager includes repo files.
Workflow
- Read the skill or script you change, plus its neighbours.
- Make the smallest change; run the closest check, then the full gate.
- Update
CHANGELOG.mdfor behavior changes; log ideas inIMPROVEMENTS.md.
Rules
- Run the closest check and the full gate before committing. Never delete or weaken tests or evals. Report failed, skipped or timed-out runs honestly; NOT RUN is never a pass.
- Follow neighbouring files. Keep each
SKILL.mdunder 500 lines; move detail intoreferences/. - On release, bump
versionin.claude-plugin/plugin.jsonand every skill'smetadata.versiontogether; add aCHANGELOG.mdentry per behavior change. - No commits, pushes or PRs unless asked. Work on a branch and open a PR; never push to main.
- No new dependencies without asking (scripts stay on the Python standard library).
- Never commit secrets. Never pick names or slugs without user confirmation.
- Pin any GitHub Action to a full commit SHA with the version in a comment; give each job least permissions.
- A platform fact needs its official page and the date checked. Keep private data (keys, client names, internal URLs) out of every file.
- Plugin versions 1.0.0 and 1.1.0 are both kept (user decision, 4 Nov). The public-review
syncwinmarketplace entry is not changed.
Model routing
Opus plans, decides, writes self-contained briefs with a report word limit, and reviews every result. Haiku for search, reading and mechanical edits. Sonnet for coding, tests and multi-step work. Do 1-2 tool calls inline.
Docs
README.md, CONTRIBUTING.md, CHANGELOG.md, SECURITY.md; ideas and feedback in IMPROVEMENTS.md.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

