SpillwaveSolutions

BM25 keyword search for agent-memory. Use when asked to "find exact terms", "keyword search", "search for specific function names", "locate exact phrase", or when semantic search returns too many results. Provides fast BM25 full-text search via Tantivy index.

Query past conversations from the agent-memory system. Use when asked to "recall what we discussed", "search conversation history", "find previous session", "what did we talk about last week", or "get context from earlier". Provides tier-aware retrieval with automatic fallback chains, intent-based routing, and full explainability. Includes command-equivalent instructions for search, recent, and context operations.

Agent retrieval policy for intelligent memory search. Use when implementing memory queries to detect capabilities, classify intent, route through optimal layers, and handle fallbacks. Provides tier detection, intent classification, fallback chains, and full explainability for all retrieval operations.

Topic graph exploration for agent-memory. Use when asked to "explore topics", "show related concepts", "what themes have I discussed", "find topic connections", or "discover patterns in conversations". Provides semantic topic extraction with time-decayed importance scoring.

Semantic vector search for agent-memory. Use when asked to "find similar discussions", "semantic search", "find related topics", "what's conceptually related to X", or when keyword search returns poor results. Provides vector similarity search and hybrid BM25+vector fusion.

Wizard-style configuration guidance for a single-agent agent-memory setup. Shows defaults inline, provides a full sample config, and includes a dry-run config check step. Always confirm before creating or editing files.

Wizard-style installation guide for agent-memory (macOS/Linux). Helps users choose an install path, check prerequisites, and set PATH. Always confirm before any file edits or copying binaries. Provide verification commands only.

Diagnostic and troubleshooting workflow for agent-memory. Guides users through common install/config/daemon/ingest issues. Requires confirmation before any edits or restarts. Provides verification commands only.

Master RuleZ, the high-performance AI policy engine for development workflows. Use when asked to "install rulez", "create hooks", "debug hooks", "hook not firing", "configure context injection", "validate hooks.yaml", "PreToolUse", "PostToolUse", "block dangerous commands", "multi-platform hooks", "Gemini CLI hooks", "Copilot hooks", "OpenCode hooks", "dual-fire events", or "cross-platform rules". Covers installation, rule creation, multi-platform adapters, troubleshooting, and optimization.

RuleZ release workflow automation. Use when asked to "release RuleZ", "create a release", "prepare release", "tag version", "hotfix release", or "publish RuleZ". Covers version management from Cargo.toml, changelog generation from conventional commits, PR creation, tagging, hotfix workflows, and GitHub Actions release monitoring.

RuleZ release workflow automation. Use when asked to "release RuleZ", "create a release", "prepare release", "tag version", "hotfix release", or "publish RuleZ". Covers version management from Cargo.toml, changelog generation from conventional commits, PR creation, tagging, hotfix workflows, and GitHub Actions release monitoring.

Coordinates planning, delegation, and evaluation across architect and code agent workspaces. Use when asked to "write instructions for code agent", "initialize architect workspace", "grade code agent work", "send instructions", or "verify code agent setup".

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

Invoke Claude Code CLI from Python orchestrators and shell scripts. Use when asked to "spawn claude as subprocess", "automate claude cli", "run claude headless", "configure --allowedTools", "set up claude hooks", or "parallel claude invocation". Covers permissions, directory access (--add-dir), hooks, sandbox mode, and async patterns.

This skill should be used when users want guidance on Spec-Driven Development methodology using GitHub's Spec-Kit. Guide users through executable specification workflows for both new projects (greenfield) and existing codebases (brownfield). After any SDD command generates artifacts, automatically provide structured 10-point summaries with feature status tracking, enabling natural language feature management and keeping users engaged throughout the process.

Create Mermaid diagrams (activity, deployment, sequence, architecture) from text descriptions or source code. Use when asked to "create a diagram", "generate mermaid", "document architecture", "code to diagram", "create design doc", or "convert code to diagram". Supports hierarchical on-demand guide loading, Unicode semantic symbols, and Python utilities for diagram extraction and image conversion.

Automates macOS Calendar via JXA with AppleScript dictionary discovery. Use when asked to "create calendar events", "automate calendar", "JXA calendar scripting", "EventKit automation", or "PyXA calendar automation". Covers events, calendars, recurrence, time zones, batch operations, and EventKit ObjC bridge.

Automates Google Chrome and Chromium-based browsers via JXA with AppleScript dictionary discovery. Use when asked to "automate Chrome tabs", "control browser with JXA", "Chrome AppleScript automation", "Chromium browser scripting", or "browser tab management". Covers windows, tabs, execute(), tunneling patterns, and permissions.

Automates macOS Contacts via JXA with AppleScript dictionary discovery. Use when asked to "automate contacts", "JXA contacts automation", "macOS address book scripting", "AppleScript contacts", or "Contacts app automation". Covers querying, CRUD, multi-value fields, groups, images, and ObjC bridge fallbacks.

Automates Microsoft Excel on macOS via JXA with AppleScript dictionary discovery. Use when asked to "automate Excel spreadsheets", "JXA Excel scripting", "Excel macOS automation", or "bulk Excel data operations". Focuses on workbooks, worksheets, ranges, 2D arrays, performance toggles, and VBA escape hatches.

Automates Apple Keynote using JXA with AppleScript dictionary discovery. Use when asked to "create Keynote presentations", "automate slide decks", "JXA Keynote scripting", or "generate presentations programmatically". Covers document lifecycle, slides, text, shapes, images, tables, charts, transitions, and UI scripting fallback.

Automates macOS apps via Apple Events using AppleScript (discovery), JXA (legacy), and PyXA (modern Python). Use when asked to "automate Mac apps", "write AppleScript", "JXA scripting", "osascript automation", or "PyXA Python automation". Foundation skill for all macOS app automation.

Automates Apple Mail via JXA with AppleScript dictionary discovery. Use when asked to "automate email", "send mail via script", "JXA Mail automation", or "filter email messages". Covers accounts, mailboxes, batch message filtering, composition, attachments, and UI fallback.

Automates macOS Messages (iMessage/SMS) via JXA with reliable service→buddy resolution. Use when asked to "automate iMessage", "send Messages via script", "JXA Messages automation", or "read Messages history". Covers send-bug workarounds, UI scripting for attachments, chat.db forensics, and launchd polling bots.

Start, stop, restart, and check the status of the agent-cron daemon. Use when you need to manage the daemon lifecycle, check if the daemon is running, restart after config changes, or troubleshoot daemon startup issues.

Create and configure agent-cron job files from natural language descriptions.

Edit and delete existing agent-cron job files through natural language conversation.

Install, configure, and verify the agent-cron daemon.

Monitor job execution, view history, check logs, diagnose failures, and review aggregate statistics for agent-cron scheduled jobs. Use when asked about job status, execution results, or failures.

Execute a universal CLOD agent definition and orchestrate referenced skills.

One-time setup for the Codebase Wizard. Use when the user runs /codebase-wizard-setup, says "set up the wizard", "install wizard", or "configure codebase wizard". Installs Agent Rulez hooks, creates storage directories, writes config.json, and sets scoped write permissions.

Universal explainer for codebases, specs, design docs, and markdown files. Activates when a user wants to understand how their code works, explore a new codebase, document an existing one, or get walked through any markdown artifact (specs, roadmaps, design docs, milestone plans). Trigger on: "explain this codebase", "walk me through this", "describe this code", "I'm new to this repo", "how does X work", "what calls this", "where does this get used", "explain this spec", "walk me through this roadmap", "what does this milestone mean", "explain this design doc", "--describe", "--explore", "--file <path>". Also triggers when user pastes code or a markdown file and asks questions about it — treat as a micro-artifact. Produces (written to {resolved_storage}/docs/{session_id}/): - SESSION-TRANSCRIPT.md (all modes — always generated) - CODEBASE.md (describe mode) - TOUR.md (explore mode) - FILE-NOTES.md (file mode)

Universal explainer for codebases, specs, design docs, and markdown files. Activates when a user wants to understand how their code works, explore a new codebase, document an existing one, or get walked through any markdown artifact (specs, roadmaps, design docs, milestone plans). Trigger on: "explain this codebase", "walk me through this", "describe this code", "I'm new to this repo", "how does X work", "what calls this", "where does this get used", "explain this spec", "walk me through this roadmap", "what does this milestone mean", "explain this design doc", "--describe", "--explore", "--file <path>". Also triggers when user pastes code or a markdown file and asks questions about it — treat as a micro-artifact. Produces (written to {resolved_storage}/docs/{session_id}/): - SESSION-TRANSCRIPT.md (all modes — always generated) - CODEBASE.md (describe mode) - TOUR.md (explore mode) - FILE-NOTES.md (file mode)

Synthesizes raw wizard session JSON into structured documentation. Use when the user runs /codebase-wizard-export, says "export session", "generate docs", "create CODEBASE.md", or "turn the session into docs".

Installation and configuration skill for Agent Brain document search system. Use when asked to "install agent brain", "setup agent brain", "configure agent brain", "setting up document search", "installing agent-brain packages", "configuring API keys", "initializing project for search", "troubleshooting agent brain", "pip install agent-brain", "agent brain not working", "agent brain setup error", "configure embeddings provider", "setup ollama for agent brain", or "agent brain environment variables". Covers package installation, provider configuration, project initialization, and server management.

Expert Agent Brain skill for document search with BM25 keyword, semantic vector, hybrid, graph, and multi retrieval modes. Use when asked to "search documentation", "query domain", "find in docs", "bm25 search", "hybrid search", "semantic search", "graph search", "multi search", "find dependencies", "code relationships", "searching knowledge base", "querying indexed documents", "finding code references", "exploring codebase", "what calls this function", "find imports", "trace dependencies", "brain search", "brain query", "knowledge base search", "cache management", "clear embedding cache", "cache hit rate", or "cache status". Supports multi-instance architecture with automatic server discovery. GraphRAG mode enables relationship-aware queries for code dependencies and entity connections. Pluggable providers for embeddings (OpenAI, Cohere, Ollama) and summarization (Anthropic, OpenAI, Gemini, Grok, Ollama). Supports multiple runtimes (Claude Code, OpenCode, Gemini CLI) with shared .agent-brain/ data directory.

Modern Python coaching covering language foundations through advanced production patterns. Use when asked to "write Python code", "explain Python concepts", "set up a Python project", "configure Poetry or PDM", "write pytest tests", "create a FastAPI endpoint", "run uvicorn server", "configure alembic migrations", "set up logging", "process data with pandas", or "debug Python errors". Triggers on "Python best practices", "type hints", "async Python", "packaging", "virtual environments", "Pydantic validation", "dependency injection", "SQLAlchemy models".

Set up and maintain a structured project memory system in docs/project_notes/ that tracks bugs with solutions, architectural decisions, key project facts, and work history. Use this skill when asked to "set up project memory", "track our decisions", "log a bug fix", "update project memory", or "initialize memory system". Configures both CLAUDE.md and AGENTS.md to maintain memory awareness across different AI coding tools.

Create Mermaid diagrams (activity, deployment, sequence, architecture) from text descriptions or source code. Use when asked to "create a diagram", "generate mermaid", "document architecture", "code to diagram", "create design doc", or "convert code to diagram". Supports hierarchical on-demand guide loading, Unicode semantic symbols, and Python utilities for diagram extraction and image conversion.

This skill should be used when users want guidance on Spec-Driven Development methodology using GitHub's Spec-Kit. Guide users through executable specification workflows for both new projects (greenfield) and existing codebases (brownfield). After any SDD command generates artifacts, automatically provide structured 10-point summaries with feature status tracking, enabling natural language feature management and keeping users engaged throughout the process.

Manage Confluence documentation with downloads, uploads, conversions, and diagrams. Use when asked to "download Confluence pages", "upload to Confluence", "convert Wiki Markup", "sync markdown to Confluence", "create Confluence page", or "handle Confluence images".

Generate PlantUML diagrams from text descriptions and convert them to PNG/SVG images. Use when asked to "create a diagram", "generate PlantUML", "convert puml to image", "extract diagrams from markdown", or "prepare markdown for Confluence". Supports all PlantUML diagram types including UML (sequence, class, activity, state, component, deployment, use case, object, timing) and non-UML (ER diagrams, Gantt charts, JSON/YAML visualization, mindmaps, WBS, network diagrams, wireframes, and more).

A valid test skill for unit testing