database-lab-engine
AGENTS.md2.8k starsChanged 4 months agoApache-2.0View on GitHub
For any non-trivial change (a new feature, a behaviour change, or anything spanning several repos), use the /feature-loop:feature-loop skill (/feature-loop if you copied the file by hand). It passes every story end to end before review and caps REV at 3 rounds (about 1 hour per repo), so it replaces a separate open-ended REV loop. Skip it for typos, docs-only edits, routine version bumps with no expected behaviour change, and small fixes covered by one test. The skill lives in…
We split this AGENTS.md into the rules it gives an agent
1 rule. About 0 are common, 1 is distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈1
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 22
If the skill isn't installed, carry on without it.
≈ “Common” is an estimate: at least 1 in 5 of the 36,368 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.md
Non-trivial changes (PostgresAI team)
For any non-trivial change (a new feature, a behaviour change, or anything spanning several repos),
use the /feature-loop:feature-loop skill (/feature-loop if you copied the file by hand). It
passes every story end to end before review and caps REV at 3 rounds (about 1 hour per repo), so it
replaces a separate open-ended REV loop. Skip it for typos, docs-only edits, routine version bumps
with no expected behaviour change, and small fixes covered by one test.
The skill lives in postgres-ai/air (team access only). Install it with:
claude plugin install feature-loop --marketplace git@gitlab.com:postgres-ai/air.gitThen turn on auto-update, which Claude Code leaves off for this marketplace: run /plugin, open
Marketplaces, select air, and choose Enable auto-update. Without it you keep the version
you first installed.
If the skill isn't installed, carry on without it.
Trending
Quiet since February.thin dataabout the whole repository
Who's talking about postgres-ai/database-lab-engine
- A Hacker News story“Thin PostgreSQL Clones”Hacker News · Jan 25, 2022 · 114 points
- A Hacker News story“Database Lab Engine 3.1 for PostgreSQL”Hacker News · Apr 5, 2022 · 2 points
- A Hacker News story“Database Lab Engine 3.0 for PostgreSQL”Hacker News · Dec 22, 2021 · 1 points
- ariffazil/arifOS“[P3] Sprint 3.2: Add Database Lab Engine for F1 Reversibility”GitHub · Feb 3, 2026
- github/release-radar“[Release Radar Request] Database Lab Engine v3.0.0”GitHub · Dec 22, 2021
The biggest 5 of 5 mentions linking to the repository that our crawl found. Each line is their own headline.
Other versions1 project uses a version of this.
Word for word · 1
- postgres-ai/postgresai★ 140100% same
Edited · 0
None found.
Wrote their own version · 0
None found.
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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 28,693 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 repositoryOne other file it gives its agents.
- CLAUDE.mdCLAUDE.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.