cyberneticlibrary

The library

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

WORKS 48
Design polished custom UI componentssubagentEngineeringL1
ui-designer · Creating beautiful, accessible interfaces that meet design and usability standards.
WORKS 48
Verify documentation matches codesubagentEngineeringL1
doc-reviewer · Catching outdated or inaccurate documentation before publication.
WORKS 48
Audit test coverage before mergesubagentEngineeringL1
qa-reviewer · Validating user-facing features before production release.
WORKS 52
Audit code for security vulnerabilitiessubagentEngineeringL1
security-reviewer · Detecting OWASP Top 10 issues and enforcing secure-by-default patterns.
WORKS 48
Write prompt cookbook documentationsubagentEngineeringL1
cookbook-writer · Creating accessible, copy-paste-ready agent recipes with clear steps.
WORKS 48
Update roadmap and release notessubagentEngineeringL1
roadmap-docs-editor · Keep public release wording honest and match verified shipped state
WORKS 48
Design feature specs and wireframessubagentEngineeringL1
td-architect · Turn a vague idea into a spec multiple builders can implement in parallel
WORKS 48
Refresh and compress memory filessubagentL1
mb · only Claude Code tools allowed by this subagent frontmatter
WORKS 48
Optimize game factory layouts and recipessubagentL1
ada · Satisfactory factory planning that needs exact recipes, ratios, and bottleneck analysis with current game state verification.
WORKS 48
Define testable system behaviorsubagentEngineeringProductL1
QA · Quality assurance that validates features meet acceptance criteria before production release.
WORKS 48
Design and write database schemasubagentEngineeringL1
dba · When data layer must be explicit and performant before backend implements repositories.
WORKS 48
Analyze unit economics and marginssubagentFinanceL1
The CFO · Reality-checking startup assumptions when the board needs to hear if numbers actually work.
WORKS 48
Evaluate technology and hosting choicessubagentEngineeringL1
cto · Making infrastructure or agent-backbone choices with cross-cutting impact across teams.
WORKS 48
Build RAG and knowledge systemssubagentEngineeringL1
rag · Building semantic search over regulatory documents (Verordnungen) when 700-word chunks matter.
WORKS 48
Optimize database schema and queriessubagentEngineeringL1
dba · Building semantic search over regulatory documents (Verordnungen) when 700-word chunks matter.
WORKS 48
Manage projects and dispatch worksubagentOpsL1
pam · Front-door assistant when requests mix personal advice, capture, and project execution.
WORKS 51
Generate SEO tags and structured datasubagentMarketingL1
seo · Improving search ranking when structured data and crawlability are critical.
WORKS 48
Write production Python codesubagentEngineeringL1
sde · Staff-level coding when production discipline and maintainability matter over speed.
WORKS 48
Investigate PR history and repository statesubagentEngineeringL1
gitnexus-pr-facts-historian · Understanding PR scope before review when changed files, commits, and regressions matter.
WORKS 48
Guide architecture and codebase decisionssubagentEngineeringL1
edgartools-architect · Planning major EdgarTools changes when beginner-friendly simplicity must survive refactor.
WORKS 46
Bump tool and dependency versionssubagentEngineeringL1
version-bumper · Automating releases when version coordination across repos needed.
WORKS 48
Apply specified code fixessubagentEngineeringL1
pr-fix-implementer · Executing code fixes when the design is locked but implementation needs care.
WORKS 48
Create new database entity classessubagentEngineeringL1
new-entity · Creating ORM entities when schema design needs code generation.
WORKS 50
Simplify code without changing behaviorsubagentEngineeringL1
code-simplifier · Cleaning code when reuse wins matter more than bug hunting.
WORKS 48
Update and sync documentationsubagentEngineeringL1
docs-agent · Keeping docs fresh when code changes need user-facing explanation.
WORKS 55
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
WORKS 48
Verify documentation accuracysubagentEngineeringL1
documentation-accuracy-reviewer · Ensuring user docs match implementation when multi-layered documentation must stay in sync
WORKS 49
Review production CLI and git codesubagentEngineeringL1
code-reviewer · Catching Rust safety bugs in compiler code reviews without full AST context.
WORKS 39
Review Rust code and ownership patternssubagentEngineeringL1
rust-specialist · reviewing Rust code for memory safety, ownership patterns, and async correctness
WORKS 48
Evaluate and improve resumesubagentHRL1
resume-evaluator · strengthening resume impact and passing recruiter scan tests
WORKS 48
Research technology best practicessubagentEngineeringL1
tapps-researcher · researching framework documentation and domain best practices
WORKS 39
Review code against MIAGE criteriasubagentEngineeringL1
code-reviewer-ter · finding correctness bugs and design improvements before code review
WORKS 48
Classify procedural content generation queriessubagentL1
procgen-classifier · Distinguishing procedural generation questions from general graphics/ML queries before dispatching to specialized PCG agent
WORKS 48
Audit code performance defectssubagentEngineeringL1
performance · Catching O(n²) loops, N+1 queries, and async-blocking patterns that pass tests but fail in production
WORKS 48
Generate new Claude Code subagentsubagentEngineeringL1
zzaia-meta-agent · Creating new specialized agents without manually writing configuration boilerplate
WORKS 48
Validate HTTP test naming conventionssubagentEngineeringL1
spec-naming-validator · Enforcing consistent BDD-style test naming across multi-component C# test suites
WORKS 48
Research domain evaluation criteriasubagentProductL1
gsd-domain-researcher · Surfacing what actual practitioners care about before turning eval criteria into measurable rubrics
WORKS 48
Review industrial construction planssubagentOpsL1
industrial-specialist · Coordinating industrial MEP and material-handling design in large warehouse/manufacturing projects
WORKS 48
Engineer prompts for Flux generationsubagentEngineeringL1
fd-prompt-engineering · Catching ambiguous instructions that will cause agents to behave unexpectedly in production
WORKS 48
Audit code for bugs and regressionssubagentEngineeringL1
bug-auditor · Systematic bug hunt across a codebase before major releases
WORKS 50
Review security and secrets in PRssubagentEngineeringL1
sv-security-reviewer · Pre-merge security gate for open-source projects shipping to app stores
WORKS 47
Analyze codebase implementation detailssubagentEngineeringL1
codebase-analyst · Onboarding to unfamiliar codebases or assessing code health before major refactors
WORKS 48
Structure product requirements and scopesubagentProductL1
business-analyst · Translating technical decisions into business language for non-technical stakeholders
WORKS 48
Form forensic investigation hypothesessubagentOpsL1
oss-hypothesis-former-agent · Analyzing collected security incident evidence to form testable hypotheses
WORKS 48
Explore Beutl specification detailssubagentProductL1
beutl-spec-explorer · Extracting relevant spec sections before implementing new features
WORKS 48
Find automation opportunities in workflowssubagentOpsL1
slash-command-finder · Mining conversation history to find candidate slash commands
WORKS 48
Review blog posts for quality and reachsubagentMarketingL1
blog-post-reviewer · Ensuring UBERON term metadata includes proper creator attribution and citations
WORKS 53
Plan refactoring with risk mitigationsubagentEngineeringL1
refactoring-planner · Systematic refactoring with minimal behavior change and high test coverage
WORKS 57
Write API docs and runbookssubagentEngineeringL1
coder-tech-writer · When features are complete and need clear, developer-actionable documentation
WORKS 48
Query SwarmKit design documentationsubagentEngineeringProductL1
design-lookup · When developers need design system documentation and component specs from Figma
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