The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
● works · ● untested / no effect · ● hurts — every rank is measured against a no-skill baseline
untested★136→untested★97→untested★35→untested★57→untested★37→untested★66→untested★60→untested★38→untested★27→untested★29→untested★27→untested★7→untested★4→untested★4→untested★9→untested★4→untested★1→untested★2→untested★1→untested★1→untested★0→untested★4→untested★7→untested★330→untested★9→untested★1→untested★4→untested★4→untested★4→untested★6→untested★6→untested★6→untested★13→untested★1→untested★0→untested★0→untested★1→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★41,689→untested★2,304→untested★2,504→untested★2,035→untested★156→untested★611→untested★52→
Debug scraper-to-analyst pipelinecommandEngineeringDataL1
debug-pipeline · Rapid triage of multi-stage data pipeline failures in production with clear diagnostic separation per pipeline stage.
Run Flutter security verificationcommandEngineeringL1
check-security · Pre-launch or post-incident Flutter security audits with scored rubric and priority-ranked remediations tailored to French/multilingual teams.
Manage contract review librarycommandLegalOpsL1
library · Centralized contract clause and document management with full lifecycle (approval → deprecation → archive) and semantic search across large clause libraries.
Remove AI-generated slop from codecommandEngineeringL1
deslop · Pre-merge cleanup of AI-generated code that introduced verbose comments, unnecessary error handling, or type-unsafe patterns inconsistent with codebase norms.
Execute implementation plan from taskscommandEngineeringL1
speckit.implement · Large feature implementations with interdependent tasks, spec-driven contracts, and multi-stage quality gates (setup, test, build, integration, polish).
Read memory slot datacommandEngineeringL1
memcord-read · Quick memory retrieval during a session without manual slot name specification when project binding is configured.
Initialize new specificationcommandEngineeringProductL1
spec-init · Creating language-agnostic single-source-of-truth specifications for new projects with enforced contracts and versioning.
Research codebase for factscommandEngineeringL1
2_research · Objective technical investigations in large codebases requiring evidence-based answers to specific architectural or behavioral questions.
Generate dependency-ordered taskscommandEngineeringProductL1
tasks-spec · When you have a feature design doc and need to break it into parallel-executable LLM-friendly tasks
Brainstorm and mature ideascommandProductL1
brainstorm · When you want structured criticism and risk analysis BEFORE coding anything
Perform root cause analysis deeplycommandEngineeringL1
devlyn.resolve · When you have a mysterious bug and need deep root-cause analysis with test-driven validation
Create severity-assessed bug ticketscommandEngineeringOpsL1
incident · When you have a production incident and need to create properly-escalated tickets immediately
Create pull request with screenshotscommandEngineeringL1
create-pr · When you have UI changes committed and want to auto-generate desktop+mobile screenshots in the PR
Clean up completed feature workcommandEngineeringL1
finalize · When you've built a feature through iterations and want to remove all experimental branches
Query codebase intelligencecommandEngineeringL1
query-intel · When you need quick background facts on a person or company for context
Create MoonShine navigation layoutscommandEngineeringL1
forty-five.layout · MoonShine apps needing sidebar/topbar layouts with proper Blade component structure.
Run code quality checkscommandEngineeringL1
lint · Projects using ruff for code formatting and linting with auto-fix support.
Generate release changelogcommandMarketingL1
draft-changelog · Releases requiring both user-facing and technical changelog entries with versioning.
Teach from documentation vaultcommandProductivityL1
teach · Students preparing for specific certs with analogies tuned to their background.
Review code against conventionscommandEngineeringL1
review · Code changes requiring quality audits, architecture review, and compliance checks.
Append lesson to documentationcommandProductivityL1
lessons · Recording discoveries and learnings during active development without breaking flow
Archive completed workflow changescommandEngineeringL1
OPSX: Archive · Formal closure of a workflow change with audit trail and optional spec propagation to main
Execute single sales skillcommandSalesL1
sales-skill · Ad-hoc execution of individual sales workflow skills with real-time UI updates
Diagnose and prune context bloatcommandEngineeringL1
cozempic · Slimming bloated sessions without losing critical context, enabling longer conversations in constrained token budgets
Validate schemas and required fieldscommandEngineeringL1
schema-validation · Centralized routing for plugin marketplace and schema validation across multiple backends
Design polished custom UI componentssubagentEngineeringL1
ui-designer · Creating beautiful, accessible interfaces that meet design and usability standards.
Verify documentation matches codesubagentEngineeringL1
doc-reviewer · Catching outdated or inaccurate documentation before publication.
Audit test coverage before mergesubagentEngineeringL1
qa-reviewer · Validating user-facing features before production release.
Audit code for security vulnerabilitiessubagentEngineeringL1
security-reviewer · Detecting OWASP Top 10 issues and enforcing secure-by-default patterns.
Write prompt cookbook documentationsubagentEngineeringL1
cookbook-writer · Creating accessible, copy-paste-ready agent recipes with clear steps.
Update roadmap and release notessubagentEngineeringL1
roadmap-docs-editor · Keep public release wording honest and match verified shipped state
Design feature specs and wireframessubagentEngineeringL1
td-architect · Turn a vague idea into a spec multiple builders can implement in parallel
Refresh and compress memory filessubagentL1
mb · only Claude Code tools allowed by this subagent frontmatter
Optimize game factory layouts and recipessubagentL1
ada · Satisfactory factory planning that needs exact recipes, ratios, and bottleneck analysis with current game state verification.
Define testable system behaviorsubagentEngineeringProductL1
QA · Quality assurance that validates features meet acceptance criteria before production release.
Design and write database schemasubagentEngineeringL1
dba · When data layer must be explicit and performant before backend implements repositories.
Analyze unit economics and marginssubagentFinanceL1
The CFO · Reality-checking startup assumptions when the board needs to hear if numbers actually work.
Evaluate technology and hosting choicessubagentEngineeringL1
cto · Making infrastructure or agent-backbone choices with cross-cutting impact across teams.
Build RAG and knowledge systemssubagentEngineeringL1
rag · Building semantic search over regulatory documents (Verordnungen) when 700-word chunks matter.
Optimize database schema and queriessubagentEngineeringL1
dba · Building semantic search over regulatory documents (Verordnungen) when 700-word chunks matter.
Manage projects and dispatch worksubagentOpsL1
pam · Front-door assistant when requests mix personal advice, capture, and project execution.
Generate SEO tags and structured datasubagentMarketingL1
seo · Improving search ranking when structured data and crawlability are critical.
Write production Python codesubagentEngineeringL1
sde · Staff-level coding when production discipline and maintainability matter over speed.
Investigate PR history and repository statesubagentEngineeringL1
gitnexus-pr-facts-historian · Understanding PR scope before review when changed files, commits, and regressions matter.
Guide architecture and codebase decisionssubagentEngineeringL1
edgartools-architect · Planning major EdgarTools changes when beginner-friendly simplicity must survive refactor.
Bump tool and dependency versionssubagentEngineeringL1
version-bumper · Automating releases when version coordination across repos needed.
Apply specified code fixessubagentEngineeringL1
pr-fix-implementer · Executing code fixes when the design is locked but implementation needs care.
Create new database entity classessubagentEngineeringL1
new-entity · Creating ORM entities when schema design needs code generation.
Simplify code without changing behaviorsubagentEngineeringL1
code-simplifier · Cleaning code when reuse wins matter more than bug hunting.
Update and sync documentationsubagentEngineeringL1
docs-agent · Keeping docs fresh when code changes need user-facing explanation.