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
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Monitor performance and observability infrastructuresubagentEngineeringOpsL3
analytics-observability · Real-time observability of bot health, performance, and business metrics.
Audit Python code for security vulnerabilitiessubagentEngineeringOpsL2
security-reviewer · Pre-deployment security hardening of LLM-powered Python tools.
Review UI and copy for usabilitysubagentProductEngineeringL1
council-ux-critic · Continuous UX debt detection without designer overhead.
Detect dead code and structural complexitysubagentEngineeringL2
vault-code-health · CI/CD gates to enforce vault code quality baselines.
Suggest next workflow commandssubagentOpsEngineeringL2
auditor · Keeping spec and doc repositories consistent during rapid growth.
Check training experiment progresssubagentEngineeringDataL1
monitor · Real-time on-call alerting with context-aware thresholds.
Plan multi-expert Android implementationsubagentProductEngineeringL2
planner · Breaking down large features without middle-manager overhead.
Diagnose and fix mobile build errorssubagentEngineeringL3
expo-config-resolver · Multi-platform React Native builds with config inheritance.
Optimize code for legacy hardwaresubagentEngineeringL3
perf-optimizer · Turning performance insights into specific, measurable improvements.
Triage CI failures and test failuressubagentEngineeringL2
ci-triage-engineer · Reducing CI toil and keeping developers in flow state.
Audit code for security issuessubagentEngineeringOpsL2
security · Automated security gates that don't slow down legitimate deployments.
Generate and open pull requests automaticallysubagentEngineeringL2
pr-agent · Scaling code review to multiple repos without bottlenecks.
Run security audit and pattern detectionsubagentEngineeringOpsL2
security · Finding security vulnerabilities faster than manual code review.
Debug errors and test failuressubagentEngineeringL2
debugger · Root-causing errors in unfamiliar codebases with structured investigation.
Optimize PostgreSQL queriessubagentEngineeringL3
database · Crafting zero-downtime migrations and optimizing query patterns.
Check code standards compliancesubagentEngineeringL1
overlord · Detecting cross-repo governance drift in continuous integration.
Find gaps in specificationssubagentEngineeringL1
devils-advocate · Stress-testing architecture before shipping to find edge cases.
Design relational and document databasessubagentEngineeringL3
database-specialist · Crafting zero-downtime migrations and optimizing query patterns.
Validate Firestore naming conventionssubagentEngineeringL2
firestore-validator · Enforcing field naming consistency across Firestore and frontend.
Build RAG indexing pipelinessubagentEngineeringL3
archon-rag-engineer · Building RAG context that lets agents understand large codebases.
Implement code and fix bugssubagentEngineeringL2
wolverine · Shipping focused implementation tasks with TDD discipline.
Run and classify test resultssubagentEngineeringL2
qa-runner · Detecting flaky tests and getting consistent multi-platform results.
Assess v1 implementation patternssubagentEngineeringL2
v1-expert · Solving v1-expert-specific problems that require domain expertise.
Verify Zendesk API specificationssubagentEngineeringL2
zendesk-help-center-researcher · Solving zendesk-help-center-researcher-specific problems that require domain expertise.
Build serverless file processingsubagentEngineeringL4
lambda-builder · Creating reusable component specs without writing React code.
Design Prisma schemas and migrationssubagentEngineeringL2
database-admin · Crafting zero-downtime migrations and optimizing query patterns.
Build React components and pagessubagentEngineeringL2
ui-builder · Creating reusable component specs without writing React code.
Initialize and verify dev infrastructuresubagentEngineeringL4
devops · Setting up repeatable, idempotent dev environments with smoke-test CI validation.
Analyze codebase structure and qualitysubagentEngineeringL2
gsd-codebase-mapper · Documenting codebase structure and patterns to guide future implementations.
Review and improve pull requestssubagentEngineeringL2
pr-cleanup-reviewer · Addressing test failures and reviewer feedback systematically with detailed GitHub updates.
Review code against project rulessubagentEngineeringL1
code-reviewer · Enforcing project-specific code standards across all PR changes.
Review code for defects and correctnesssubagentEngineeringL1
quality-inspector · Finding runtime defects and standards violations in frontend PRs.
Write conventional commit messagessubagentEngineeringL1
conventional-commit-writer · Generating precise conventional commit messages that document intent correctly.
Sync RIPDPI codebase findings to vaultsubagentEngineeringL2
ripdpi-vault-sync · Keeping documentation wikis in sync with codebase changes automatically.
Review BehaviorTree node implementationssubagentEngineeringL2
behaviortree-reviewer · Auditing BehaviorTree.CPP nodes for non-blocking ticks and correct base-class choice.
Write and run tests for sigclisubagentEngineeringL2
tester · Writing and running isolated unit tests with mocked dependencies.
Create structured development workflow promptssubagentEngineeringL2
prompt-writer · Creating structured feature prompts with GitHub issue integration for dev workflows.
Audit DayZ mods for compliancesubagentEngineeringL2
dayz-mod-reviewer · Providing subagent-level automation for dayz mod reviewer tasks.
Create development project planssubagentEngineeringL2
planner · Providing subagent-level automation for planner tasks.
Generate tests and analyze coverage gapssubagentEngineeringL2
aether-probe · Providing subagent-level automation for aether probe tasks.
Verify code review findingssubagentEngineeringL2
code-review-part-4-three-state-verification-phase · Providing subagent-level automation for code review part 4 three state verification phase tasks.
Implement gloggur featuressubagentEngineeringL2
feature-implementation · Providing subagent-level automation for feature implementation tasks.
Check code quality against specificationssubagentEngineeringL1
trellis-check · Providing subagent-level automation for trellis check tasks.
Access code examples librarysubagentEngineeringL1
examples · Providing subagent-level automation for examples tasks.
Audit Akeneo API client coveragesubagentEngineeringL2
akeneo-api-auditor · When you need to sync a TypeScript Akeneo client with the official REST API spec, finding missing endpoints and type mismatches before implementation.
QA test freediving Garmin appssubagentEngineeringL2
qa · When releasing a freediving feature (timer, cues, pause/resume) and you need risk-based verification that state machine is sound and edge cases are covered.
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.
Develop GhostDrive storage pluginssubagentEngineeringL3
dev-plugin · When implementing a new backend plugin (WebDAV, S3, CephFS) that must conform to StorageBackend interface and pass deterministic gap-analysis checks.
Set up DevOps infrastructure and CI/CDsubagentEngineeringOpsL3
devops · When moving from Docker Compose dev environment to production Kubernetes, setting up liveness/readiness probes and external secrets.
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.