verification-loop
Skill17 starsChanged 59 days agoMITView on GitHub
Unified verification engine for Python data science projects. Covers environment checks, type checking, linting, tests, security scans, code review with DS anti-patterns, and notebook checks. Commands (/verify, /quality-gate) invoke different subsets of this skill.
84 other projects use a version of this.
Adopted by
Most recently taken up by
- Rojios/everything-claude-codetheir own version, first seen Nov 8, 2026
- lhbsaa/apex-unifiedtheir own version, first seen Nov 8, 2026
- ahmadvahidi/skill-atlastheir own version, first seen Nov 8, 2026
- shkodnik1917/claude-brainlabtheir own version, first seen Nov 8, 2026
- pankaj-mahaur/Agent-Daemontheir own version, first seen Nov 6, 2026
- ek0212/agent-ready-repo-kittheir own version, first seen Nov 1, 2026
Used with
Projects with it also use everything-claude-code, everything-claude-code-conventions and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
InfopibeSkilleverything-claude-code
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mryeastcodeSkilleverything-claude-code-conventions
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InfopibeSkillinvestor-materials
Create and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials. Use when the user needs investor-facing documents, projections, use-of-funds tables, milestone plans, or materials that must stay internally consistent across multiple fundraising assets.
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Build an evidence-backed ECC install plan for a specific repo by sorting skills, commands, rules, hooks, and extras into DAILY vs LIBRARY buckets using parallel repo-aware review passes. Use when ECC should be trimmed to what a project actually needs instead of loading the full bundle.
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tpavanipradeepSkillnextjs-turbopack
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CodeWithBehnamSkilldmux-workflows
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Also in 17 projects that use this
- +1 more from Infopibe
Other versions84 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 84
- affaan-m/ECC★ 246ksame name
- Galaxy-Dawn/claude-scholar★ 5.9ksame name
- xu-xiang/everything-claude-code-zh★ 1.9ksame name
- openJiuwen-ai/agent-core★ 464same name
- loulanyue/awesome-claude-notes★ 272same name
- Resgrid/Core★ 238same name
- cloudnative-co/claude-code-starter-kit★ 153same name
- cohen-liel/hivemind★ 108same name
- MRCalderon3D/everything-game-dev-code★ 105same name
- tpavanipradeep/everything-claude-code★ 104same name
74 more not listed
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.
In this repository9 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- brainstormingSkill
- ci-guardSkill
- cost-speed-meterSkill
- python-patternsSkill
- refactoring-patternsSkill
- security-checkSkill
- semantic-versioningSkill
- update-docsSkill
The file
We split this skill into the rules it gives an agent
5 rules. 1 is common, 2 are distinctive, and 2 are very specific to this project.
1
Common
Most of the 78 edited versions we read keep these.
2
Distinctive
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
- Common: line 17
After completing a feature or significant code change
- Distinctive: line 18
Before creating an MR/PR
- Distinctive: line 20
When the user says "verify", "review", "check", or "quality gate"
- Very specific: line 24
Read skills/phases.md for all 7 phases with exact commands, the code review checklist, and the output format.
- Very specific: line 28
Read guidelines.md for verdict rules, coverage targets, and escalation criteria.
“Common” is measured: kept by at least 6 in 10 of the 78 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Verification Loop
The single source of truth for all code checks. Commands invoke specific phases:
/verify→ Phases 1-4 (does my code work?)/quality-gate→ Phases 1-4 + Phase 6 (safe to push?)
Phase 5 (code review) runs when the user asks for a code review directly.
When to Activate
- After completing a feature or significant code change
- Before creating an MR/PR
- After refactoring
- When the user says "verify", "review", "check", or "quality gate"
Phases
Read skills/phases.md for all 7 phases with exact commands, the code review checklist, and the output format.
Behavioral Rules
Read guidelines.md for verdict rules, coverage targets, and escalation criteria.
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.

