noah-sheldon/ai-dev-kit
28 subagents
Subagent
ai-judgeGatekeeper agent for structured rubric scoring of research, architecture, security, and planning outputs. Validates completeness, correctness, security, feasibility, and testability before…architectSystem design specialist for scalability, technical decisions, and component boundaries. Spawns parallel deep sub-agents for repository research and architecture spikes. Emits ADRs and requests…architecture-debt-analyzerAnalyzes architecture debt — circular dependencies, God modules, tight coupling, layer violations, missing separation of concerns, and structural decay. Produces a structured architecture debt report.build-error-resolverBuild and type error specialist who fixes compilation failures incrementally using Pyrefly (Python) and tsc/ESLint/Biome (TypeScript). Keeps diffs minimal, preserves behavior, and restores green CI…chrome-ext-developerWXT Chrome extension specialist for Manifest V3, content scripts, service workers, Chrome APIs, React integration, cross-browser compatibility, Chrome Web Store publishing, and extension…code-quality-analyzerAnalyzes code quality debt — God files, long functions, deep nesting, cyclomatic complexity, naming inconsistencies, DRY violations, and readability issues. Produces a structured quality debt report…code-reviewerCode quality and maintainability reviewer with absorbed quality-nonconformance playbook. Checks for bugs, anti-patterns, performance issues, test coverage gaps, and regressions across Python,…codebase-analyzerDeep codebase analysis agent. Maps architecture, data flow, coding styles, patterns, dependency graphs, and structural health. Produces a structured report after scanning. Use this to understand any…codebase-learnerCodebase learning agent. Systematically studies a new codebase by reading entry points, tracing data flows, mapping module relationships, identifying patterns, and building a mental model. Produces a…data-engineerData processing specialist for Pandas/NumPy workflows, ETL pipelines, data validation, performance optimization, database migrations, streaming ingestion, data versioning, and big data integration.…database-reviewerPostgreSQL/Supabase database specialist for schema design, query optimization, indexing strategies, Alembic migration safety, SQLAlchemy ORM/Core patterns, connection pooling, and migration review.…dependency-debt-analyzerAnalyzes dependency debt — outdated packages, known CVEs, abandoned libraries, license conflicts, excessive transitive dependencies, and version drift. Produces a structured dependency health report.doc-updaterDocumentation and codemap sync specialist. Handles OpenAPI spec regeneration, README/codemap updates, docstring refresh, architecture decision record maintenance, and example synchronization.…docs-lookupDocumentation lookup specialist using Context7 MCP for fast, authoritative reference retrieval. Handles framework docs, library API reference, configuration guides, and best-practice lookups.…documentation-debt-analyzerAnalyzes documentation debt — stale docs, missing READMEs, undocumented public APIs, outdated comments, missing ADRs, and knowledge gaps. Produces a structured documentation debt report.e2e-runnerEnd-to-end Playwright testing specialist for FastAPI + Next.js + Chrome extension (WXT) full-stack flows. Handles test authoring, flaky test diagnosis, CI integration, test stability, and…git-agent-coordinatorOrchestrates multi-agent Git workflow from issue to PR. Spawns parallel research, architecture, and security agents; coordinates AI-Judge validation; creates implementation plans on feature branches;…infra-as-code-specialistTerraform, AWS CDK, and Kubernetes specialist who owns infrastructure manifests, drift detection, GitOps with ArgoCD, policy-as-code, secrets management, infrastructure testing, and delivery pipeline…ml-engineerML/AI/LLMOps/MLOps specialist for model training, evaluation, RAG pipelines, vector DBs, experiment tracking, hyperparameter tuning, deployment, and PyTorch build/CUDA toolchain triage. Owns the full…multi-agent-project-managerMulti-workflow project manager agent. Continuously monitors all active multi-agent git workflows, manages agent allocation across 30+ specialists, prioritizes features from docs/features/ and Git…observability-telemetryEnd-to-end telemetry/observability SRE who instruments services with OpenTelemetry, maintains Prometheus/Grafana dashboards, triages production issues using structured logs and traces, and provides…performance-debt-analyzerAnalyzes performance debt — N+1 queries, missing indexes, unoptimized loops, memory leaks, missing caching, large bundle sizes, and slow startup times. Produces a structured performance debt report.plannerImplementation planning for complex features. Breaks work into phases, identifies risks and dependencies, emits ADR IDs for architecture decisions, and requests AI-Judge validation passes before…process-debt-analyzerAnalyzes process debt — missing CI/CD, no linting/formatting, absent PR templates, no commit conventions, no release process, missing code review requirements. Produces a structured process debt…python-reviewerPython code review specialist with Pyrefly static analysis, Ruff typing rules (ANN/PYI/NPY), FastAPI patterns, SQLAlchemy async, Pandas/NumPy review, Alembic migrations, and Python testing…reddit-researcherReddit-focused research agent. Searches Reddit for real-world user experiences, production war stories, gotchas, community consensus, and sentiment on technical decisions. Uses web search to find…refactor-cleanerDead code elimination, modernization, and code quality specialist. Handles Python upgrades, React 19 migration, TypeScript strict mode, dead code removal, dependency deduplication, and pattern…security-debt-analyzerAnalyzes security debt — hardcoded secrets, missing input validation, auth gaps, injection vectors, exposed error messages, insecure defaults, and compliance gaps. Produces a structured security debt…