By wilrf
Surgical bug fixing with validation-first approach. Reads BUGHUNT.md and applies minimal, tactical fixes. Prefers deletion over addition.
Fixes API bugs with efficient precision. Validates meticulous findings, applies minimal endpoint fixes.
Fixes authentication and authorization bugs with trust-but-verify approach. Validates distrustful findings, applies minimal auth fixes.
Fixes backend bugs with trusting precision. Validates skeptical findings, applies minimal logic fixes.
Fixes database bugs with methodical precision. Validates suspicious findings, applies minimal schema/query fixes.
Fixes dependency bugs with decisive precision. Validates wary findings, applies minimal dependency changes.
Uses power tools
Uses Bash, Write, or Edit tools
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Sign in to claimBased on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
AI agents perform better when they have personalities. Paranoid agents find bugs others miss. Obsessive agents find bloat others ignore.
Paranoid hunters find bugs others miss.
Calm fixers apply minimal, surgical repairs.
Obsessive optimizers find every wasted byte and millisecond.
Bug Hunting:
/bughunt → BUGHUNT.md → /bugfix → BUGFIX.md + fixed code
Optimization:
/speedrun → baseline metrics → hunters → SPEEDRUN.md → fixes → verification
/plugin marketplace add wilrf/wilrf-marketplace
/plugin install bughunt@wilrf-marketplace
/plugin install bugfix@wilrf-marketplace
/plugin install speedrun@wilrf-marketplace
| Hunter | Archetype | Focus |
|---|---|---|
| security | PARANOID | XSS, injection, secrets |
| auth | DISTRUSTFUL | Sessions, tokens, perms |
| edge-case | OBSESSIVE | Null, empty, boundaries |
| error-handling | PESSIMISTIC | Try/catch, boundaries |
| test | CYNICAL | Flaky, coverage, assertions |
| env | CAUTIOUS | Config, env vars |
| frontend | EMPATHETIC | React, CSS, a11y |
| performance | IMPATIENT | N+1, memory, bundle |
| backend | SKEPTICAL | API, logic, data |
| database | SUSPICIOUS | Queries, RLS, N+1 |
| type-safety | PEDANTIC | TypeScript, any |
| api | METICULOUS | Endpoints, validation |
| dependency | WARY | Outdated, vulnerabilities |
| Fixer | Archetype | Approach |
|---|---|---|
| security | CALM | Minimal secure patches |
| auth | TRUSTING-BUT-VERIFYING | Verify then fix |
| edge-case | PRAGMATIC | Simple defensive code |
| error-handling | OPTIMISTIC | Graceful handling |
| test | CONSTRUCTIVE | Improve tests minimally |
| env | CONFIDENT | Simplify config |
| frontend | OBJECTIVE | Minimal UI fixes |
| performance | PATIENT | Measured optimizations |
| backend | TRUSTING | Minimal logic fixes |
| database | METHODICAL | Careful schema/query fixes |
| type-safety | PRACTICAL | Minimal type fixes |
| api | EFFICIENT | Minimal endpoint fixes |
| dependency | DECISIVE | Clean dependency changes |
| Hunter | Archetype | Focus |
|---|---|---|
| bundle | OBSESSIVE | File sizes, tree-shaking, code splitting |
| complexity | PEDANTIC | Cyclomatic complexity, nesting, length |
| dead-code | SUSPICIOUS | Unused exports, orphan files |
| dependency | WARY | Bloat, duplicates, vulnerabilities |
| build | IMPATIENT | Compilation time, caching |
| algorithm | ANALYTICAL | Big O, data structures |
| query | SKEPTICAL | N+1, indexes, slow queries |
| web-vitals | EMPATHETIC | LCP, CLS, INP, TTFB |
| memory | PARANOID | Leaks, unbounded caches |
| image | METICULOUS | Formats, compression, lazy loading |
Find every bug. Miss nothing. Three passes minimum.
The best diff: +100 -1000
The Iron Law: NO OPTIMIZATION CLAIM WITHOUT MEASUREMENT
| Plugin | Output | Purpose |
|---|---|---|
| bughunt | BUGHUNT.md | Bugs with severity, evidence, confidence |
| bugfix | BUGFIX.md | Fixes applied, false positives rejected |
| speedrun | SPEEDRUN.md | Optimizations with ROI, before/after metrics |
npx claudepluginhub wilrf/wilrf-marketplace --plugin bugfixPsychologically-enhanced bug hunting with personality-primed parallel agents. Each hunter has a distinct archetype and cognitive style for deeper, more thorough bug detection.
Parallel optimization agents that find performance bottlenecks, reduce bundle sizes, eliminate dead code, and verify improvements with before/after metrics.
Post-refactoring codebase cleanup: detects stale/dead code via git history and dependency analysis, simplifies active code, and archives unused files with a full paper trail.
The autonomous build engine (build mode of the agent-loops toolkit): given any task, designs a gate that can prove it done (and can fail), gets human sign-off on the target, then builds and self-verifies against that gate until green — stopping at a committed slice. Install the companion agent-loops (foundation playbook), review, planning, and infra plugins for the other modes.
Find and fix a bug. Default is the careful path (reproduce, investigate, test). Add `--fast` for emergency hotfix mode.
Proactive bug finding with static and semantic analysis
Point it at a codebase and it figures out what's worth doing — bugs, perf, tech debt, what to build next — then writes plans any agent can execute. It can hand the work to a cheaper model and review the result. It never edits your code.
Autonomous improvement engine for Claude Code. Runs an unbounded modify-verify-keep/discard loop against any mechanical metric. 10 subcommands: plan, debug, fix, security, ship, scenario, predict, learn, and reason.
Debug issues systematically with root cause analysis and execution tracing
Analyze and optimize code performance