The library

Everything we index — ranked by what works, never by stars.

works · untested / no effect · hurts — every rank is measured against a no-skill baseline
untested
Detect bugs in pull request codesubagentEngineeringL1
pr-reviewer-bugs · Catching null-check gaps and breaking changes when deep code reading and cross-file validation matter
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Verify documentation accuracysubagentEngineeringL1
documentation-accuracy-reviewer · Ensuring user docs match implementation when multi-layered documentation must stay in sync
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Review production CLI and git codesubagentEngineeringL1
code-reviewer · Catching Rust safety bugs in compiler code reviews without full AST context.
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Review Rust code and ownership patternssubagentEngineeringL1
rust-specialist · reviewing Rust code for memory safety, ownership patterns, and async correctness
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Evaluate and improve resumesubagentHRL1
resume-evaluator · strengthening resume impact and passing recruiter scan tests
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Research technology best practicessubagentEngineeringL1
tapps-researcher · researching framework documentation and domain best practices
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Review code against MIAGE criteriasubagentEngineeringL1
code-reviewer-ter · finding correctness bugs and design improvements before code review
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Classify procedural content generation queriessubagentL1
procgen-classifier · Distinguishing procedural generation questions from general graphics/ML queries before dispatching to specialized PCG agent
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Audit code performance defectssubagentEngineeringL1
performance · Catching O(n²) loops, N+1 queries, and async-blocking patterns that pass tests but fail in production
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Generate new Claude Code subagentsubagentEngineeringL1
zzaia-meta-agent · Creating new specialized agents without manually writing configuration boilerplate
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Validate HTTP test naming conventionssubagentEngineeringL1
spec-naming-validator · Enforcing consistent BDD-style test naming across multi-component C# test suites
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Research domain evaluation criteriasubagentProductL1
gsd-domain-researcher · Surfacing what actual practitioners care about before turning eval criteria into measurable rubrics
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Review industrial construction planssubagentOpsL1
industrial-specialist · Coordinating industrial MEP and material-handling design in large warehouse/manufacturing projects
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Engineer prompts for Flux generationsubagentEngineeringL1
fd-prompt-engineering · Catching ambiguous instructions that will cause agents to behave unexpectedly in production
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Audit code for bugs and regressionssubagentEngineeringL1
bug-auditor · Systematic bug hunt across a codebase before major releases
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Review security and secrets in PRssubagentEngineeringL1
sv-security-reviewer · Pre-merge security gate for open-source projects shipping to app stores
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Analyze codebase implementation detailssubagentEngineeringL1
codebase-analyst · Onboarding to unfamiliar codebases or assessing code health before major refactors
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Structure product requirements and scopesubagentProductL1
business-analyst · Translating technical decisions into business language for non-technical stakeholders
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Form forensic investigation hypothesessubagentOpsL1
oss-hypothesis-former-agent · Analyzing collected security incident evidence to form testable hypotheses
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Explore Beutl specification detailssubagentProductL1
beutl-spec-explorer · Extracting relevant spec sections before implementing new features
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Find automation opportunities in workflowssubagentOpsL1
slash-command-finder · Mining conversation history to find candidate slash commands
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Review blog posts for quality and reachsubagentMarketingL1
blog-post-reviewer · Ensuring UBERON term metadata includes proper creator attribution and citations
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Plan refactoring with risk mitigationsubagentEngineeringL1
refactoring-planner · Systematic refactoring with minimal behavior change and high test coverage
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Write API docs and runbookssubagentEngineeringL1
coder-tech-writer · When features are complete and need clear, developer-actionable documentation
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Query SwarmKit design documentationsubagentEngineeringProductL1
design-lookup · When developers need design system documentation and component specs from Figma
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Validate story file format and structuresubagentEngineeringL1
story-self-validator · When ensuring story documents meet format requirements and epic fidelity
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Generate skill documentation and examplessubagentEngineeringL1
skill-documenter-agent · When skills are ready to be documented for user adoption
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Triage GitHub Copilot review suggestionssubagentEngineeringL1
copilot-triage · When managing Copilot instruction bugs and architectural concerns
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Update docs to match code changessubagentEngineeringL1
update-docs · When code changes require synchronized documentation updates across the codebase.
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Review code style and namingsubagentEngineeringL1
review-style · When evaluating code clarity and idioms before merging pull requests.
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Evaluate design against UX heuristicssubagentProductL1
ux · When validating rendered UI against design specs and accessibility standards.
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Polish visual and copy aestheticssubagentProductL1
theme-stylist · When applying visual theming and brand copy consistently across the CLI.
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Audit fraud dataset for qualitysubagentDataL1
fraud-quality · When detecting data quality issues and leakage patterns in fraud datasets.
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Generate API and architecture docssubagentEngineeringL1
docs · When you need docs expertise as a specialist agent.
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Write API and code documentationsubagentEngineeringL1
docstring-author · Documenting intent-focused APIs where implementation is already clear.
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Analyze codebase patterns and standardssubagentEngineeringL1
codebase-analyst · Onboarding to unfamiliar codebases and extracting implicit team conventions.
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Review UI and copy for usabilitysubagentProductEngineeringL1
council-ux-critic · Continuous UX debt detection without designer overhead.
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Check training experiment progresssubagentEngineeringDataL1
monitor · Real-time on-call alerting with context-aware thresholds.
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Check code standards compliancesubagentEngineeringL1
overlord · Detecting cross-repo governance drift in continuous integration.
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Find gaps in specificationssubagentEngineeringL1
devils-advocate · Stress-testing architecture before shipping to find edge cases.
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Review code against project rulessubagentEngineeringL1
code-reviewer · Enforcing project-specific code standards across all PR changes.
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Review code for defects and correctnesssubagentEngineeringL1
quality-inspector · Finding runtime defects and standards violations in frontend PRs.
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Write conventional commit messagessubagentEngineeringL1
conventional-commit-writer · Generating precise conventional commit messages that document intent correctly.
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Check code quality against specificationssubagentEngineeringL1
trellis-check · Providing subagent-level automation for trellis check tasks.
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Access code examples librarysubagentEngineeringL1
examples · Providing subagent-level automation for examples tasks.
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Review code before pull requestsubagentEngineeringL1
code-reviewer · Before submitting GitHub PRs, when you need to catch semantic bugs (wrong values passed, wrong recipient, stale captures) that diff-only reviews miss.
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Catch bugs and security issues in codesubagentEngineeringL1
review-agent · Before merging, when you need a senior engineer review catching correctness bugs, security issues, and maintainability problems.
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Scan code for specific review focus areassubagentEngineeringL1
review-scan · Launch multiple in parallel (one per focus area), then pass all results to review-fix — depth over breadth in each area.
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Frame change proposals clearlysubagentL1
proposer · When you need to draft ShapeUp pitches or evaluate project proposals for scope and risk.
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Refine technical drafts to client narrativesubagentOpsSalesL1
fernanda · When technical drafts need structural coherence, reduced redundancy, and executive readability without changing facts.
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