lobster
AGENTS.md1.3k starsChanged 5 months agoMITView on GitHub
Guidance for coding assistants operating in this repository.
We split this AGENTS.md into the rules it gives an agent
8 rules. About 0 are common, 5 are distinctive, and 3 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈5
Distinctive · estimate
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 7
Prefer lobster for multi-step or repeatable workflows.
- Distinctive: line 8
Use direct shell commands for simple one-off tasks.
- Distinctive: line 9
Prefer deterministic pipelines/workflows over ad-hoc LLM re-planning loops.
- Distinctive: line 13
Use tool mode for machine-readable output:
- Very specific: line 16
If lobster is not on PATH, use:
- Very specific: line 21
Treat status: "needs_approval" as a hard stop.
- Distinctive: line 22
Never auto-approve on behalf of a user.
- Distinctive: line 34
Avoid embedding unsafe user strings directly into shell command text.
≈ “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
Guidance for coding assistants operating in this repository.
When To Use Lobster
- Prefer
lobsterfor multi-step or repeatable workflows. - Use direct shell commands for simple one-off tasks.
- Prefer deterministic pipelines/workflows over ad-hoc LLM re-planning loops.
Invocation Contract
- Use tool mode for machine-readable output:
lobster run --mode tool '<pipeline>'lobster run --mode tool --file <workflow.lobster> --args-json '<json>'
- If
lobsteris not onPATH, use:node bin/lobster.js ...
Approval And Resume
- Treat
status: "needs_approval"as a hard stop. - Never auto-approve on behalf of a user.
- Resume only after explicit user decision:
lobster resume --token <resumeToken> --approve yes|no
Output Handling
- Parse the tool envelope JSON fields:
ok,status,output,requiresApproval,error. - On
ok: false, surface the error and stop.
Safety And Shell Usage
- For workflow-file commands, prefer environment variables (
LOBSTER_ARG_*) for untrusted or quoted values. - Avoid embedding unsafe user strings directly into shell command text.
Trending
More talk lately.thin dataabout the whole repository
Who's talking about openclaw/lobster
- openclaw/openclaw“fix(lobster): validate workflows without runtime code generation in AOT”GitHub · Oct 24, 2026 · 2 reactions
- openclaw/openclaw“fix(lobster): require operator approval for workflow continuations”GitHub · Oct 15, 2026 · 1 reactions
- openclaw/openclaw“fix(lobster): stop external commands after workflow cancellation”GitHub · Sep 13, 2026 · 1 reactions
- miguelbranco80/lobster“feat: structured input requests, step flow control, and error recovery”GitHub · Mar 18, 2026 · 1 reactions
- lusipad/RocketX“AI管家重构”GitHub · Jul 22, 2026
The biggest 5 of 10 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 10
Talked about on GitHub (10 times).
On GitHub · 10
- Oct 24, 2026fix(lobster): validate workflows without runtime code generation in AOT — openclaw/openclaw2 reactions · 5 comments
- Oct 15, 2026fix(lobster): require operator approval for workflow continuations — openclaw/openclaw1 reaction · 4 comments
- Sep 13, 2026fix(lobster): stop external commands after workflow cancellation — openclaw/openclaw1 reaction · 4 comments
- Mar 18, 2026feat: structured input requests, step flow control, and error recovery — miguelbranco80/lobster1 reaction · 4 comments
- Jul 22, 2026AI管家重构 — lusipad/RocketX0 reactions · 7 comments
5 more on GitHub
- Apr 11, 2026[SUBMISSION] lobster — ProSkillsMD/proskills0 reactions
- Apr 6, 2026[SUBMISSION] lobster — ProSkillsMD/proskills0 reactions
- Apr 5, 2026Feature Request: `ironclaw-lobster` — A Native Rust Workflow Shell for IronClaw — nearai/ironclaw0 reactions
- Mar 18, 2026[Research] AI 记忆系统与自进化机制:从神经科学到工程实践 — Dwsy/agent0 reactions
- Mar 14, 2026[Research] Lobster 工作流引擎研究与 pi-gateway 集成方案 — Dwsy/agent0 reactions
Other versions1 project uses a version of this.
Word for word · 1
- clawdbot/lobster★ 1.3k100% 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.
- crabboxSkill
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.

