Query review
Review an authorized codebase for ORM misuse, N+1 query patterns, authorization-after-fetch bugs, raw SQL risks, cache key collisions, and missing tenant scopes. Use for data-access layers and security-adjacent performance pitfalls.From its SKILL.md
npx -y skills add MuhammedZohaib/patchman --skill query-reviewAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 2 stars2 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
SKILL.md
0.7 KB, 85 tokens by cl100k_base, as published. Nobody here has run it
Query Review
Focus
- missing tenant scopes
- authorization after broad fetches
- raw SQL without parameter binding
- N+1 patterns that become availability or side-channel issues
- eager loads that overexpose sensitive associations
- cache keys missing tenant or role context
Heuristic
Treat data-access issues as security-relevant when they change scope, leak metadata, or undermine availability controls.
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.
Gives 0 of the 12 instructions most review quality skills give in 85 tokens
Counted across 1,273 of the 2,403 authors here whose files we hold, read 2026-09-06
- Ask one question at a timein 63 of 1273, across 62 files
- Provide a recommended answer for each questionin 47 of 1273, across 45 files
- Rank findings by severityin 44 of 1273
- Use parameterized queries for database accessin 38 of 1273, across 20 files
- Validate all user input with schemasin 33 of 1273, across 15 files
- Store secrets in environment variablesin 32 of 1273, across 14 files
- Explore the codebase to answer questionsin 31 of 1273, across 29 files
- Store tokens in httpOnly cookiesin 30 of 1273, across 12 files
- Implement rate limiting on API endpointsin 30 of 1273, across 12 files
- Sanitize user-provided HTMLin 29 of 1273, across 11 files
- Return generic error messages to usersin 28 of 1273, across 10 files
- Cite file and line for every findingin 28 of 1273, across 25 files
Said here and by no other author read
- Check for missing tenant scopes
- Identify authorization after broad fetches
- Detect raw SQL without parameter binding
- Verify eager loads do not overexpose associations
- Ensure cache keys include tenant or role context
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.