knowledge-bus
AGENTS.md4 starsChanged 2 months agoMITView on GitHub
Read CONTRIBUTING.md and the AI Policy first. Set up as in Development Setup. Run commands from the repository root. just evals-calibrate, just evals-grade, just evals-play and just evals-run-claude call paid models. Run them only when the person asks you to. Fixture command: Never edit the files these commands write. In a skill folder, edit only SKILL.md. Run just check. The person commits the generated files with their source change. Adapted from Handy's AGENTS.md.
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 31,700 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 repository8 other files it gives its agents.
- docs/AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- kb-checkSkill
- kb-evolveSkill
- kb-exploreSkill
- kb-ingestSkill
- kb-uncover-decisionSkill
- kb-uncover-questionSkill
The file
We split this AGENTS.md into the rules it gives an agent
12 rules. About 0 are common, 8 are distinctive, and 4 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈8
Distinctive · estimate
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 3
Read CONTRIBUTING.md and the AI Policy first.
- Distinctive: line 7
Run commands from the repository root.
- Very specific: line 41
Never edit the files these commands write.
- Very specific: line 43
Run just check. The person commits the generated files with their source change.
- Distinctive: line 47
Never commit, push, open issues or pull requests, or post comments on the person's behalf.
- Very specific: line 48
When drafting a pull request description, write TODO in "In Your Own Words", "AI Use", "Source kind", "People present" and "Origin …
- Distinctive: line 49
When drafting an issue, leave these to the person: the problem or case, its source, the people present, and the consent boxes.
- Distinctive: line 50
Leave replies to maintainers to the person.
- Distinctive: line 53
Never invent an eval example, scenario or situation.
- Very specific: line 54
Keep transcript text, names and local paths out of the repository, issues and pull requests.
- Distinctive: line 55
Keep one change per pull request.
- Distinctive: line 56
Add no runtime dependency to the checker.
≈ “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
Agents
Read CONTRIBUTING.md and the AI Policy first. Set up as in Development Setup.
Commands
Run commands from the repository root.
| Command | Does |
just check | Every check a pull request needs |
just test | Regression tests |
just lint | Python and Markdown lint |
just fix | Formats files and applies lint fixes |
just validate <files> | Checks definition and guidance files |
just mint <kind> [count] | New definition codes; kind is element, artifact, frame or factor |
just skills-check, just docs-check | Checks that generated files are current |
just evals-check | Checks the eval files; calls no model |
just explorer-check, just explorer-test | Explorer checks and tests |
just evals-calibrate, just evals-grade, just evals-play and just evals-run-claude call paid models. Run them only when the person asks you to.
Regenerate After Editing
| You edited | Run |
protocol/, checker/, plugins/shared/runtime/, docs/knowledge-bus-directory.mdx, plugins/shared/references/agent-runtime.md | just skills-build |
universe-samples/product-development/ | just skills-build, the fixture command below, then just explorer-gallery |
explorer/src/ or explorer/styles/ | just explorer-build, just skills-build, then just explorer-gallery |
explorer/styles/visual-tokens.json | just explorer-tokens first, then the row above |
evals/universe.yaml | just evals-write |
evals/runs.yaml | just evals-report; for an added run, just evals-report --run-folders <folder> |
The In Short section of PHILOSOPHY.md | just docs-build |
Fixture command:
uv run --locked python tools/explorer/prepare_model.py --input universe-samples/product-development/universe.kbp.yaml --guidance universe-samples/product-development/type-guidance.kbp.yaml --marks universe-samples/product-development/marks.explorer.yaml --output explorer/test/fixtures/product-development.jsonNever edit the files these commands write. In a skill folder, edit only SKILL.md.
Run just check. The person commits the generated files with their source change.
Rules
- Never commit, push, open issues or pull requests, or post comments on the person's behalf.
- When drafting a pull request description, write
TODOin "In Your Own Words", "AI Use", "Source kind", "People present" and "Origin statement". The person fills in those fields. - When drafting an issue, leave these to the person: the problem or case, its source, the people present, and the consent boxes.
- Leave replies to maintainers to the person. Never write in their voice.
- Draft from the pull request template and the matching issue form. Fill the other sections that apply.
- An eval or model change needs an issue a maintainer has accepted. Before its pull request, run
just evals-check. The person runsjust evals-calibrateon the part they changed, and onejust evals-playscenario after a skill change. - Never invent an eval example, scenario or situation. Each must come from real cases. AI can help you restate and de-identify a case. It must not invent one.
- Keep transcript text, names and local paths out of the repository, issues and pull requests. From
tools/evals/intake.py gate, paste only the last line. The others quote private sources. - Keep one change per pull request. Draft commit messages as in Commits.
- Add no runtime dependency to the checker. Write no comments in explorer source.
Adapted from Handy's AGENTS.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.

