ai-maestro-code-graph-query
PROACTIVELY query the code graph database to understand relationships and impact of changes. Use this skill WHEN READING any file to understand context, when searching for files, when exploring the codebase, or when you need to understand what depends on a component. This is your primary tool for understanding code structure and avoiding breaking changes.
What this skill does
# AI Maestro Code Graph Query ## CRITICAL: AUTOMATIC BEHAVIOR - READ THIS FIRST **THIS IS NOT OPTIONAL. THIS IS YOUR DEFAULT BEHAVIOR.** Every time you use the `Read` tool on a code file, you MUST IMMEDIATELY query the graph to understand: - What is this component/function? - What depends on it? (callers, serializers, child classes) - What does it depend on? (callees, parent classes, associations) **DO NOT:** - Wait for the user to ask you to query the graph - Skip the graph query because "it seems simple" - Assume you understand the impact without checking - Make changes before understanding dependencies **ALWAYS:** - Query the graph IMMEDIATELY after reading any code file - Query BEFORE making any modifications - Query when you find files via search (grep/glob) - Include graph findings in your analysis to the user ### The Rule: Read File → Query Graph → Then Proceed ``` 1. You read a file with Read tool 2. IMMEDIATELY run graph queries (describe, find-callers, find-serializers, etc.) 3. NOW you understand the full context 4. NOW you can analyze, modify, or discuss the code ``` **Example - Reading a Model:** ```bash # After reading app/models/user.rb, IMMEDIATELY run: graph-describe.sh User graph-find-serializers.sh User graph-find-associations.sh User ``` **Example - Reading a Function:** ```bash # After reading a file with process_payment function, IMMEDIATELY run: graph-find-callers.sh process_payment graph-find-callees.sh process_payment ``` --- ## Available Commands All commands auto-detect your agent ID from the tmux session. Just run them: ### Query Commands | Command | Description | |---------|-------------| | `graph-describe.sh <name>` | Describe a component or function | | `graph-find-callers.sh <function>` | Find all functions that call this function | | `graph-find-callees.sh <function>` | Find all functions called by this function | | `graph-find-related.sh <component>` | Find related components (extends, includes, etc.) | | `graph-find-by-type.sh <type>` | Find all components of a type (model, controller, etc.) | | `graph-find-serializers.sh <model>` | Find serializers for a model | | `graph-find-associations.sh <model>` | Find model associations (belongs_to, has_many) | | `graph-find-path.sh <from> <to>` | Find call path between two functions | ### Indexing Commands | Command | Description | |---------|-------------| | `graph-index-delta.sh [project-path]` | **Delta index** - only re-index changed files | ## Delta Indexing (New) When files change in your codebase, use delta indexing to quickly update the graph: ```bash # Delta index - only process changed files graph-index-delta.sh # Delta index a specific project graph-index-delta.sh /path/to/project ``` **First Run Behavior:** - First time: Does a full index + initializes file tracking metadata - Subsequent runs: Only indexes new/modified/deleted files **Output shows:** - New files added - Modified files re-indexed - Deleted files removed - Unchanged files skipped **Performance:** - Full index: 30-120 seconds (1000+ files) - Delta index: 1-5 seconds (5-10 changed files) ## What to Query Based on What You Read | File Type | IMMEDIATELY Query | |-----------|-------------------| | Model | `graph-describe.sh`, `graph-find-serializers.sh`, `graph-find-associations.sh` | | Controller | `graph-describe.sh`, `graph-find-callees.sh` | | Service | `graph-describe.sh`, `graph-find-callers.sh` | | Function | `graph-find-callers.sh`, `graph-find-callees.sh` | | Serializer | `graph-describe.sh` | | Any class | `graph-find-related.sh` | ## Why This Matters Without querying the graph, you will: - Miss serializers that need updating when you change a model - Break callers when you change a function signature - Miss child classes that inherit your changes - Overlook associations that depend on this model **The graph query takes 1 second. A broken deployment takes hours to fix.** ## Component Types Use with `graph-find-by-type.sh`: - `model` - Database models - `serializer` - JSON serializers - `controller` - API controllers - `service` - Service objects - `job` - Background jobs - `concern` - Shared modules - `component` - React/Vue components - `hook` - React hooks ## Error Handling **Script not found:** - Check PATH: `which graph-describe.sh` - Verify scripts installed: `ls -la ~/.local/bin/graph-*.sh` - Scripts are installed to `~/.local/bin/` which should be in your PATH - If not found, run: `./install-graph-tools.sh` **API connection fails:** - Ensure AI Maestro is running: `curl http://localhost:23000/api/agents` - Ensure your agent is registered (scripts auto-detect from tmux session) - Check exact component names (case-sensitive) **Graph is unavailable:** - Inform the user: "Graph unavailable, proceeding with manual analysis - increased risk of missing dependencies." ## Installation If commands are not found: ```bash ./install-graph-tools.sh ``` This installs scripts to `~/.local/bin/`.
Related in Design
contribute
IncludedLocal-only OSS contribution command center. Auto-refreshes the user's in-flight PR and issue state on invoke so conversations start with full context — no need to brief Claude on what's in flight. Helps the user find issues to contribute to on GitHub, builds per-repo dossiers of what each upstream expects (CLA, DCO, branch convention, AI policy, draft-first, review bots, issue templates), runs deterministic gates before any external action so AI-assisted contributions don't reach maintainers as slop. State is markdown-only: candidate files at ~/.contribute-system/candidates/, repo dossiers at ~/.contribute-system/research/, append-only event log at ~/.contribute-system/log.jsonl. No database, no cloud calls. Use when the user asks about their PRs / issues / contributions, wants to find new work to take on, claim an issue, build/refresh a repo's dossier, or draft a Design Issue or PR. Trigger with "/contribute", "what's my PR status", "find a contribution", "claim issue X", "draft a Design Issue for Y", "refresh dossier for Z".
architectural-analysis
IncludedUser-triggered deep architectural analysis of a codebase or scoped subtree across eight modes — information architecture, data flow, integration points, UI surfaces, interaction patterns, data model, control flow, and failure modes. This skill should be used when the user asks to "diagram this codebase," "map the architecture," "show the data flow," "give me an ERD," "trace control flow," "find the integration points," "verify the layout pattern," "audit the UX architecture," or any similar request whose primary deliverable is mermaid diagrams plus cited reports under docs/architecture/. Dispatches haiku/sonnet sub-agents in parallel for per-mode exploration, then verifies every citation mechanically before any node lands in a diagram. Not for one-off prose explanations of code (use code-explanation) or for high-level system design from scratch (use system-design).
mcp
IncludedModel Context Protocol (MCP) server development and tool management. Languages: Python, TypeScript. Capabilities: build MCP servers, integrate external APIs, discover/execute MCP tools, manage multi-server configs, design agent-centric tools. Actions: create, build, integrate, discover, execute, configure MCP servers/tools. Keywords: MCP, Model Context Protocol, MCP server, MCP tool, stdio transport, SSE transport, tool discovery, resource provider, prompt template, external API integration, Gemini CLI MCP, Claude MCP, agent tools, tool execution, server config. Use when: building MCP servers, integrating external APIs as MCP tools, discovering available MCP tools, executing MCP capabilities, configuring multi-server setups, designing tools for AI agents.
react-native-skia
IncludedDesign, build, debug, and optimise high-polish animated graphics in React Native or Expo using @shopify/react-native-skia, Reanimated, and Gesture Handler. Use when the user wants canvas-driven UI, shaders, paths, rich text, image filters, sprite fields, Skottie, video frames, snapshots, web CanvasKit setup, or performance tuning for custom motion-heavy elements such as loaders, hero art, cards, charts, progress indicators, particle systems, or gesture-driven surfaces. Also use when the user asks for fluid, glow, glass, blob, parallax, 60fps/120fps, or GPU-friendly animated effects in React Native, even if they do not explicitly say "Skia". Do not use for ordinary form/layout work with standard views.
plaid
IncludedProduct Led AI Development — guides founders from idea to launched product. Six capabilities: Idea (discover a product idea), Validate (pressure-test the idea against fatal flaws, problem reality, competition, and 2-week MVP feasibility), Plan (vision intake + document generation), Design (translate image references into a design.md spec), Launch (go-to-market strategy), and Build (roadmap execution). Use when someone says "PLAID", "plaid idea", "help me find an idea", "product idea", "idea from my business", "idea from my expertise", "plaid validate", "validate my idea", "pressure-test", "is this idea good", "find fatal flaws", "validate the problem", "plan a product", "define my vision", "generate a PRD", "product strategy", "plaid design", "design from image", "translate image to design", "create design.md", "extract design tokens", "plaid launch", "go-to-market", "launch plan", "GTM strategy", "launch playbook", "plaid build", "build the app", "start building", or "execute the roadmap".
nextjs-framer-motion-animations
IncludedAdds production-safe Motion for React or Framer Motion animations to Next.js apps, including reveal, hover and tap micro-interactions, whileInView, stagger, AnimatePresence, layout and layoutId transitions, reorder, scroll-linked UI, and lightweight route-content transitions. Use when the user asks to add, refactor, or debug Motion or Framer Motion in App Router or Pages Router codebases, especially around server/client boundaries, reduced motion, LazyMotion, bundle size, hydration, or route transitions. Avoid for GSAP-style timelines, WebGL or 3D scenes, heavy scroll storytelling, or CSS-only effects unless Motion is explicitly requested.