qf
Tool-agnostic 13-phase AI development pipeline — turns a task description into reviewed, committed code through automated design, adversarial review, security, test, and code-review gates. One bash engine, balanced Opus/Sonnet routing, self-healing commit review.
Install / Use
npx skills add TheAstrelo/Claude-PipelineInstalls into whichever agent you are using.
Claude Commands
Claude Code slash commands
Quality Score
Category
SecuritySupported Platforms
Our assessment of qf
qf scores 66/100 on our quality scale, 688th of 734 Security skills we index.
Its Claude Commands is 1.7 KB long, well organised into 11 sections with 1 code example: moderately detailed.
It has no GitHub stars yet, so there is no community track record; judge it on its content.
Maintenance, license and trust
- The repository was last updated 23 days ago, so qf is actively maintained.
- Our last check on 2026-09-27 found the source still online.
- No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
- Its trust signals score 80/100, with 2 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
Safety scan
No issues foundOur scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.
AI review by kimi-k2.7-code on 2026-09-24. Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.
qf compared with similar skills
All 4 of these similar skills score higher than qf; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| qf (this skill)by TheAstrelo | 66 | 0 | 23d ago | Claude Commands |
| claude-memby thedotmack | 100 | 94.8k | 1d ago | CLAUDE.md |
| Agent-Reachby Panniantong | 100 | 85.7k | 12d ago | CLAUDE.md |
| Understand-Anythingby Egonex-AI | 100 | 84.3k | 15d ago | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 73.9k | today | CLAUDE.md |
Frequently asked questions
- How do I install qf?
- Run
npx skills add TheAstrelo/Claude-Pipeline. The install tabs above show the steps for each supported agent. - Which AI agents does qf work with?
- It is written for Claude Code, as a Claude Commands file. Other agents that read the same format can often use it too.
- Is qf safe to use?
- Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It declares no license and scores 80/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is qf still maintained?
- The repository was last updated 23 days ago, so qf is actively maintained.
Skill content
View source on GitHubCode quality check - verify types, lint, and project conventions.
Purpose
Verify that implemented code fits RDO project quality standards:
- TypeScript types are correct
- ESLint rules pass
- Project conventions followed
Execution
Use the quality-fit agent.
Input: Read build-report.md to identify changed files.
Process:
-
Run automated checks:
npx tsc --noEmit— Type checkingnpx eslint [files]— Lint checking
-
Check RDO conventions:
- Database:
import pool from '@infrastructure/database/connection' - Auth:
requireAuth+AuthenticatedRequest+req.userId! - API: Swagger docs, method checks, error handling
- Frontend: MUI Grid v2 syntax, theme tokens, React Query
- Database:
-
Append results to
qa-report.md
Convention Checklist
| Convention | Check |
|------------|-------|
| Database import | @infrastructure/database/connection |
| Parameterized queries | No string interpolation in SQL |
| No do alias | Use d instead |
| Auth middleware | requireAuth or requireAdmin |
| MUI Grid v2 | size={{ xs: 12 }} not item xs={12} |
| Theme tokens | No hardcoded hex colors |
| React Query | Not SWR |
Output
After check, report:
## Quality Fit Complete
**Verdict:** [PASS | FAIL]
### Automated Checks
- TypeScript: [PASS | FAIL]
- ESLint: [PASS | FAIL]
### Convention Compliance
[Table of conventions and status]
### Issues Found
[List of specific issues with file:line references]
### Required Fixes
[If FAIL, specific fixes needed]
### Next Step
Run `/qb` for behavior validation.
Gate
This command is part of the QA pipeline.
Order: /denoise → /qf → /qb → /qd → /security-review
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Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.