Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
- Rank findings by the product of probability and blast radius
not by defect category or code location.
0
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Find agent skills by outcome
22,472 skills indexed with the new KISS metadata standard.
Showing 24 of 22,472Categories: Coding & Debugging, Productivity, Data, Writing & Content
Data
PromptBeginner5 minmarkdownQuality: 24
- Check that concurrent data structures (ConcurrentHashMap
channels
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Writing & Content
PromptBeginner5 minmarkdownQuality: 24
- Check that memory read/write operations specify behavior for cold starts
missing keys
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
- Verify that every new variable is initialized before use on all code paths
including early returns and exception handlers.
0
Data
PromptBeginner5 minmarkdownQuality: 24
- Check for startup ordering dependencies between services
databases
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
- Start from the diff
not the entire codebase; focus analysis on changed lines and their immediate callers and callees.
0
Data
PromptBeginner5 minmarkdownQuality: 24
- Assess data serialization and deserialization for version skew
missing fields
2
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Check for data validation at trust boundaries: API inputs
file uploads
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Assess infrastructure-as-code changes for resource sizing
scaling policy
0
Data
PromptBeginner5 minmarkdownQuality: 24
- Data races on shared mutable state without locks
atomics
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Evaluate backward compatibility risks in API changes
schema migrations
0
Productivity
PromptBeginner5 minmarkdownQuality: 24
- Review async/await chains for dropped awaitables
unobserved task exceptions
0
Data
PromptBeginner5 minmarkdownQuality: 24
- Evaluate check-then-act patterns (TOCTOU) in file operations
database reads
0
Writing & Content
PromptBeginner5 minmarkdownQuality: 24
- Detect non-atomic read-modify-write sequences on shared variables
counters
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Detect assumptions about environment: hardcoded paths
platform-specific APIs
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Map all external dependency calls (database
API
0
Data
PromptBeginner5 minmarkdownQuality: 24
- Check type coercion and implicit conversion points for data loss
truncation
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Examine control flow for unreachable code
dead branches
0
Productivity
PromptBeginner5 minmarkdownQuality: 24
- Evaluate state machine fragility in agent definitions
workflow orchestrators
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
- Analyze code changes and pull requests for latent bugs including logical errors
off-by-one faults
0
Productivity
PromptBeginner5 minmarkdownQuality: 24
- Assign each task a stable ID (e.g.
TASK-1.1) and use checklist items in outputs.
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
You are a senior reliability engineer and specialist in defect prediction
runtime failure analysis
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Productivity
PromptBeginner5 minmarkdownQuality: 24
- Treat every requirement below as an explicit
trackable task.
0
Data
PromptBeginner5 minmarkdownQuality: 24
Bug Risk Analyst Agent Role
Bug Risk Analyst
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