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- ▌ Python Pro 2 · tools-only bundleUse this agent when you need to build type-safe, production-ready Python code for web APIs, system utilities, or complex applications requiring modern async patterns and extensive type coverage. Specifically:\n\n<example>\nContext: Building a new REST API service that needs strict type safety, async database access, and comprehensive test coverage.\nuser: "I need to create a FastAPI service with SQLAlchemy async ORM, Pydantic validation, and 90%+ test coverage. Can you help?"\nassistant: "I'll invoke the python-pro agent to design and implement your FastAPI service with full type hints, async context managers, comprehensive error handling, and pytest fixtures for 95% test coverage."\n<commentary>\nUse python-pro when building web services with FastAPI, Django, or Flask that require modern async patterns, type safety, and production-ready code quality. This agent specializes in setting up complete project architecture including ORM integration, validation, and testing frameworks.\n</commentary>\n</example>\n\n
- ▌ Vue Expert 2 · tools-only bundleUse this agent when building Vue 3 applications that require Composition API mastery, reactivity optimization, or Nuxt 3 development with enterprise-scale performance concerns. Specifically:\n\n<example>\nContext: User is building a data-intensive Vue 3 dashboard that needs to display thousands of real-time updates without performance degradation.\nuser: "I have a Vue 3 dashboard component that re-renders too frequently when receiving live data. The reactivity system is causing unnecessary DOM updates."\nassistant: "I'll analyze your reactivity patterns and implement optimizations using shallow refs, computed memoization, and watchEffect scope management to reduce unnecessary renders while maintaining live data accuracy."\n<commentary>\nUse vue-expert when you need to solve complex reactivity performance problems, optimize watch/computed chains, or implement efficient patterns for high-volume data updates in Vue 3 applications.\n</commentary>\n</example>\n\n<example>\nContext: Team is migrating a multi-page a
- ▌ Code Review 4 · tools-only bundleUse ONLY when explicitly requested by user or when invoked by a protocol in sessions/protocols/. DO NOT use proactively. Reviews code for security vulnerabilities, bugs, performance issues, and adherence to project patterns during context compaction or pre-commit reviews. When using this agent, you must provide files and line ranges where code has been implemented along with the task file the code changes were made to satisfy. You may also give additional notes as necessary.
- ▌ Init 2 · tools-only bundleInitialize project-level state with intelligent project analysis using cli-explore-agent
- ▌ Updateclaudemd · tools-only bundleThis skill should be used when the user asks to update, refresh, optimize, or clean up CLAUDE.md, or when documentation is stale, verbose, or out of sync with codebase reality. Triggers on "update CLAUDE.md", "refresh the docs", "sync CLAUDE.md with the codebase", "optimize project instructions", "clean up CLAUDE.md", "improve CLAUDE.md", "fix CLAUDE.md".
- ▌ UI UX Designer 2 · tools-only bundleExpert UI/UX design critic and advisor who provides research-backed, opinionated feedback on interfaces. Use when you need honest assessment of design decisions, want to avoid generic "AI slop" aesthetics, need evidence-based UX guidance, or want distinctive design direction grounded in actual user behavior research. This agent will push back on bad ideas and cite sources for every recommendation.
- ▌ Sf Metadata 2 · tools-only bundleGenerates and queries Salesforce metadata with 120-point scoring. Use when creating custom objects, fields, profiles, permission sets, validation rules, or querying org metadata structures via sf CLI.
- ▌ Email Systems · tools-only bundleEmail has the highest ROI of any marketing channel. $36 for every $1 spent. Yet most startups treat it as an afterthought - bulk blasts, no personalization, landing in spam folders. This skill cov...
- ▌ Sf Metadata 3 · tools-only bundleGenerates and queries Salesforce metadata with 120-point scoring. Use when creating custom objects, fields, profiles, permission sets, validation rules, or querying org metadata structures via sf CLI.
- ▌ Commit 3 · tools-only bundleCreate commit messages following Sentry conventions. Use when committing code changes, writing commit messages, or formatting git history. Follows conventional commits with Sentry-specific issue references.
- ▌ API Designer 2 · tools-only bundle设计RESTful API并生成OpenAPI/Swagger规范文档,遵循行业最佳实践。包括端点命名、请求/响应模式和错误处理模式。
- ▌ Commit 4 · tools-only bundleCreate commit messages following Sentry conventions. Use when committing code changes, writing commit messages, or formatting git history. Follows conventional commits with Sentry-specific issue re...
- ▌ Commit 5 · tools-only bundleALWAYS use this skill when committing code changes — never commit directly without it. Creates commits following Sentry conventions with proper conventional commit format and issue references. Trigger on any commit, git commit, save changes, or commit message task.
- ▌ Google Chat 2 · tools-only bundleRead Google Chat spaces/threads via the Chat API, create/refresh OAuth tokens, parse Gmail Chat URLs, and list spaces. Use when asked to look up or verify messages in Google Chat or when you need API access to Chat from the CLI.
- ▌ Letta Fleet Management 2 · tools-only bundleManage Letta AI agent fleets declaratively with kubectl-style CLI. Use when creating, updating, or managing multiple Letta agents with shared configurations, memory blocks, tools, and folders.
- ▌ Validating AI Ethics And Fairness 2 · tools-only bundleThis skill enables Claude to validate the ethical implications and fairness of AI/ML models and datasets. It is triggered when the user requests an ethics review, fairness assessment, or bias detection for an AI system. The skill uses the ai-ethics-validator plugin to analyze models, datasets, and code for potential biases and ethical concerns. It provides reports and recommendations for mitigating identified issues, ensuring responsible AI development and deployment. Use this skill when the user mentions "ethics validation", "fairness assessment", "bias detection", "responsible AI", or related terms in the context of AI/ML.
- ▌ Bio Flow Cytometry Clustering Phenotyping 2 · tools-only bundleUnsupervised clustering and cell type identification for flow/mass cytometry. Covers FlowSOM, Phenograph, and CATALYST workflows. Use when discovering cell populations in high-dimensional cytometry data without predefined gates.
- ▌ Microsim Generator 2 · tools-only bundleCreates interactive educational MicroSims using the best-matched JavaScript library (p5.js, Chart.js, Plotly, Mermaid, vis-network, vis-timeline, Leaflet, Venn.js). Analyzes user requirements to route to the appropriate visualization type and generates complete MicroSim packages with HTML, JavaScript, CSS, documentation, and metadata.
- ▌ Markdown Exporter 2 · tools-only bundleMarkdown exporter for export Markdown text to DOCX, PPTX, XLSX, PDF, PNG, HTML, MD, CSV, JSON, JSONL, XML files, and extract code blocks in Markdown to Python, Bash,JS and etc files. Also known as the md_exporter skill.
- ▌ Markdown Exporter 3 · tools-only bundleMarkdown exporter for export Markdown text to DOCX, PPTX, XLSX, PDF, PNG, HTML, MD, CSV, JSON, JSONL, XML files, and extract code blocks in Markdown to Python, Bash,JS and etc files. Also known as the md_exporter skill.
- ▌ Critical Path Analyzer 2 · tools-only bundleAnalyze construction schedule critical path. Identify critical activities, calculate float, simulate schedule impacts, and optimize project duration.
- ▌ Bio Copy Number Cnvkit Analysis 2 · tools-only bundleDetect copy number variants from targeted/exome sequencing using CNVkit. Supports tumor-normal pairs, tumor-only, and germline CNV calling. Use when detecting CNVs from WES or targeted panel sequencing data.
- ▌ Pr Review 2 · tools-only bundleReview a GitHub Pull Request and submit a single review with inline code comments. Identifies bugs, security vulnerabilities, performance issues, logic errors, missing edge cases, and suggests improvements. Use when the user wants to review a PR, do a code review, or add review comments to a pull request.
- ▌ Markdown Exporter 4 · tools-only bundleMarkdown exporter for export Markdown text to DOCX, PPTX, XLSX, PDF, PNG, HTML, IPYNB, MD, CSV, JSON, JSONL, XML files, and extract code blocks in Markdown to Python, Bash,JS and etc files. Also known as the md_exporter skill.
- ▌ Markdown Exporter 5 · tools-only bundleMarkdown exporter for export Markdown text to DOCX, PPTX, XLSX, PDF, PNG, HTML, MD, CSV, JSON, JSONL, XML files, and extract code blocks in Markdown to Python, Bash,JS and etc files. Also known as the md_exporter skill.
- ▌ Markdown Exporter 6 · tools-only bundleMarkdown exporter for export Markdown text to DOCX, PPTX, XLSX, PDF, PNG, HTML, IPYNB, MD, CSV, JSON, JSONL, XML files, and extract code blocks in Markdown to Python, Bash,JS and etc files. Also known as the md_exporter skill.
- ▌ Bio Proteomics Data Import 2 · tools-only bundleLoad and parse mass spectrometry data formats including mzML, mzXML, and quantification tool outputs like MaxQuant proteinGroups.txt. Use when starting a proteomics analysis with raw or processed MS data. Handles contaminant filtering and missing value assessment.
- ▌ Hig Components Controls · tools-only bundleApple HIG guidance for selection and input controls including pickers, toggles, sliders, steppers, segmented controls, combo boxes, text fields, text views, labels, token fields, virtual keyboards, rating indicators, and gauges. Use this skill when the user says "picker or segmented control," "how should my form look," "what keyboard type should I use," "toggle vs checkbox," or asks about picker design, toggle, switch, slider, stepper, text field, text input, segmented control, combo box, label, token field, virtual keyboard, rating indicator, gauge, form design, input validation, or control state management. Cross-references: hig-components-menus, hig-components-dialogs, hig-components-search.
- ▌ Progress Photo Analyzer 2 · tools-only bundleAnalyze construction site photos to track progress, detect safety issues, and compare against BIM models using computer vision.
- ▌ Init 3 · tools-only bundleInitialize warehouse schema discovery. Generates .astro/warehouse.md with all table metadata for instant lookups. Run once per project, refresh when schema changes. Use when user says "/data:init" or asks to set up data discovery.
- ▌ Spreadsheet · tools-only bundleUse when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) using Python (`openpyxl`, `pandas`), especially when formulas, references, and formatting need to be preserved and verified.
- ▌ Raman Fitting 2 · tools-only bundleThis skill provides guidance for Raman spectrum peak fitting tasks. It should be used when analyzing spectroscopic data, fitting Lorentzian or Gaussian peaks to Raman spectra, or working with graphene/carbon material characterization. The skill emphasizes critical data parsing verification, physical constraints from domain knowledge, and systematic debugging of curve fitting problems.
- ▌ Lp Agent 2 · tools-only bundleRun automated liquidity provision strategies on concentrated liquidity (CLMM) DEXs using Hummingbot API.
- ▌ Data Visualization 2 · tools-only bundleComprehensive data visualization skill covering visual execution and technical implementation. Includes perceptual foundations, chart selection, layout algorithms, and library guidance. Triggers on: charts, graphs, dashboards, 'visualize', 'plot', data presentation, D3, Recharts, Victory.
- ▌ Bio Chipseq Peak Calling 2 · tools-only bundleChIP-seq peak calling using MACS3 (or MACS2). Call narrow peaks for transcription factors or broad peaks for histone modifications. Supports input control, fragment size modeling, and various output formats including narrowPeak and broadPeak BED files. Use when calling peaks from ChIP-seq alignments.
- ▌ Bio Tcr Bcr Analysis Vdjtools Analysis 2 · tools-only bundleCalculate immune repertoire diversity metrics, compare samples, and track clonal dynamics using VDJtools. Use when analyzing repertoire diversity, finding shared clonotypes, or comparing immune profiles between conditions.
- ▌ Filter JS From HTML 2 · tools-only bundleGuidance for removing JavaScript from HTML while preserving structure and formatting. This skill applies when filtering XSS vectors, sanitizing HTML content, removing script tags and event handlers, or building HTML sanitization tools. It covers comprehensive XSS vector identification, format-preserving transformations, and verification strategies.
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- ▌ Codex 2 · tools-only bundleSend work to Codex CLI in non-interactive mode. Use when the user wants to run prompts, pipe content, or parse output through `codex exec`.
- ▌ Review 2 · tools-only bundlePost-implementation review with specialized types (security/architecture/action-items/quality) using analysis agents and Gemini
- ▌ Setup 4 · tools-only bundleInitialize the Conductor environment in a new project - creates conductor/ directory structure
- ▌ Shopify Expert 2 · tools-only bundleExpert Shopify development assistant specializing in theme development, Liquid templating, app development, and Shopify APIs
- ▌ SQL Pro 2 · tools-only bundleUse this agent when you need to optimize complex SQL queries, design efficient database schemas, or solve performance issues across PostgreSQL, MySQL, SQL Server, and Oracle requiring advanced query optimization, index strategies, or data warehouse patterns. Specifically:\n\n<example>\nContext: User has a slow analytical query in PostgreSQL running against 100M+ row tables that joins 5 tables and uses window functions but takes 8+ seconds. Needs to meet <500ms SLA.\nuser: "My analytics query is taking 8 seconds and needs to run in <500ms. It's a complex join across 5 tables with window functions for running totals."\nassistant: "I'll use the sql-pro agent to analyze the execution plan, identify missing indexes, optimize window function usage with proper partitioning, rewrite the query for better join order, and implement covering indexes to reduce disk I/O."\n<commentary>\nUse sql-pro when you have slow queries requiring execution plan analysis, strategic index design, and query rewriting across large dataset
- ▌ Mckinsey Consultant 2 · tools-only bundleMcKinsey顾问式问题解决系统。从商业问题出发,通过假设驱动的结构化分析方法,生成完整的McKinsey风格研究报告和PPT。集成Problem Solving方法论、Issue Tree拆解、Hypothesis形成、数据收集、Dummy Page设计和终极PPT生成能力。
- ▌ UX Designer 2 · tools-only bundleExpert UX Designer with 30 years of experience in user experience and product design. Provides UX strategy, design critique, and usability guidance. Advisory only - does not modify code.
- ▌ Task Planner 2 · tools-only bundleImplementation planning and task breakdown specialist. Use PROACTIVELY when planning features, refactoring, or complex changes. Creates detailed implementation plans with effort estimates.
- ▌ API Designer 3 · tools-only bundleUse this agent when designing new APIs, creating API specifications, or refactoring existing API architecture for scalability and developer experience. Invoke when you need REST/GraphQL endpoint design, OpenAPI documentation, authentication patterns, or API versioning strategies. Specifically:\n\n<example>\nContext: A team is building a new microservice and needs to design the API contract before implementation.\nuser: "Design a REST API for a payment processing service with endpoints for transactions, refunds, and webhooks"\nassistant: "I'll design a comprehensive REST API following OpenAPI 3.1, including resource-oriented endpoints, error handling, authentication via OAuth 2.0, webhook events, rate limiting, and full HATEOAS support for developer experience."\n<commentary>\nUse api-designer when you need to define API contracts upfront. This agent will create complete specifications with proper HTTP semantics, status codes, pagination, and authentication before backend implementation begins.\n</commentary>\
- ▌ Golang Pro 2 · tools-only bundleUse when building Go applications requiring concurrent programming, microservices architecture, or high-performance systems. Invoke for goroutines, channels, Go generics, gRPC integration.
- ▌ Legacy Modernizer 3 · tools-only bundleUse when modernizing legacy systems, implementing incremental migration strategies, or reducing technical debt. Invoke for strangler fig pattern, monolith decomposition, framework upgrades.
- ▌ Configuring Dbt MCP Server 2 · tools-only bundleUse when setting up, configuring, or troubleshooting the dbt MCP server for AI tools like Claude Desktop, Claude Code, Cursor, or VS Code.
- ▌ Code Reviewer 3 · tools-only bundleUse when reviewing pull requests, conducting code quality audits, or identifying security vulnerabilities. Invoke for PR reviews, code quality checks, refactoring suggestions.
- ▌ Gemini 2 · tools-only bundleSend work to Gemini CLI in headless mode. Use when the user wants to run prompts, pipe content, or parse output through `gemini -p`.
- ▌ Remembering 2 · tools-only bundleAdvanced memory operations reference. Basic patterns (profile loading, simple recall/remember) are in project instructions. Consult this skill for background writes, memory versioning, complex queries, edge cases, session scoping, retention management, type-safe results, proactive memory hints, GitHub access detection, and ops priority ordering.
- ▌ Analyzing Security Headers 2 · tools-only bundleThis skill analyzes HTTP security headers of a given domain to identify potential vulnerabilities and misconfigurations. It provides a detailed report with a grade, score, and recommendations for improvement. Use this skill when the user asks to "analyze security headers", "check HTTP security", "scan for security vulnerabilities", or requests a "security audit" of a website. It will automatically activate when security-related keywords are used in conjunction with domain names or URLs.
- ▌ Remembering 3 · tools-only bundleAdvanced memory operations reference. Basic patterns (profile loading, simple recall/remember) are in project instructions. Consult this skill for background writes, memory versioning, complex queries, edge cases, session scoping, retention management, type-safe results, proactive memory hints, GitHub access detection, and ops priority ordering.
- ▌ Remembering 4 · tools-only bundleAdvanced memory operations reference. Basic patterns (profile loading, simple recall/remember) are in project instructions. Consult this skill for background writes, memory versioning, complex queries, edge cases, session scoping, retention management, type-safe results, proactive memory hints, GitHub access detection, and ops priority ordering.
- ▌ Legal Advisor 2 · tools-only bundleDraft privacy policies, terms of service, disclaimers, and legal notices. Creates GDPR-compliant texts, cookie policies, and data processing agreements. Use PROACTIVELY for legal documentation, compliance texts, or regulatory requirements.
- ▌ Review 3 · tools-only bundleEnd of day review with learning capture. Integrates with evening journaling if enabled.
- ▌ Brainstorming 2 · tools-only bundleYou MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.
- ▌ Week Plan 2 · tools-only bundleSet weekly priorities and plan the week ahead with intelligent suggestions based on goals, calendar shape, and task effort.
- ▌ Remembering 5 · tools-only bundleAdvanced memory operations reference. Basic patterns (profile loading, simple recall/remember) are in project instructions. Consult this skill for background writes, memory versioning, complex queries, edge cases, session scoping, retention management, type-safe results, proactive memory hints, GitHub access detection, and ops priority ordering.
- ▌ Review 4 · tools-only bundleEnd of day review with learning capture. Integrates with evening journaling if enabled.
- ▌ Week Review 2 · tools-only bundleReview week's progress with concrete accomplishments (not fake percentages), pattern detection, and goal tracking.
- ▌ Week Review 3 · tools-only bundleReview week's progress with concrete accomplishments (not fake percentages), pattern detection, and goal tracking.
- ▌ Review 5 · tools-only bundleEnd of day review with learning capture. Integrates with evening journaling if enabled.
- ▌ Week Plan 3 · tools-only bundleSet weekly priorities and plan the week ahead with intelligent suggestions based on goals, calendar shape, and task effort.
- ▌ Bim To Schedule 4d 2 · tools-only bundleCreate 4D construction simulations by linking BIM models with project schedules.
- ▌ Daily Review 2 · tools-only bundleEnd of day review with learning capture. Integrates with evening journaling if enabled.
- ▌ Planner 2 · tools-only bundleCreate structured plans for multi-task projects that can be executed by the task-orchestrator skill. Use when breaking down complex work into parallel/sequential tasks with dependencies.
- ▌ Implement 2 · tools-only bundleImplement phases from a plan. Acts as thin dispatcher: spawns builder agents per phase, validators to verify, handles PASS/FAIL routing. Builders are ephemeral — each phase gets a fresh builder with clean context. Use when ready to implement ('implement the next phase', 'start building', 'run the implementation'). Do NOT use for creating plans (use /create-plan) or reviewing plans (use /review-plan).
- ▌ Docs 2 · tools-only bundleGenerates comprehensive Azure workload documentation by synthesizing outputs from existing agents into customer-deliverable design documents, operational runbooks, and compliance artifacts. Automatically generates as-built cost estimates using Azure Pricing MCP tools based on implemented Bicep templates.
- ▌ Agent Creator 2 · tools-only bundleUse this agent when the user asks to "create an agent", "generate an agent", "build a new agent", "make me an agent that...", or describes agent functionality they need. Trigger when user wants to create autonomous agents for plugins. Examples:\n\n<example>\nContext: User wants to create a code review agent\nuser: "Create an agent that reviews code for quality issues"\nassistant: "I'll use the agent-creator agent to generate the agent configuration."\n<commentary>\nUser requesting new agent creation, trigger agent-creator to generate it.\n</commentary>\n</example>\n\n<example>\nContext: User describes needed functionality\nuser: "I need an agent that generates unit tests for my code"\nassistant: "I'll use the agent-creator agent to create a test generation agent."\n<commentary>\nUser describes agent need, trigger agent-creator to build it.\n</commentary>\n</example>\n\n<example>\nContext: User wants to add agent to plugin\nuser: "Add an agent to my plugin that validates configurations"\nassistant: "I'll use t
- ▌ Agent Creator 3 · tools-only bundleCreates Claude Code agent files from requirements — handles discovery, template selection, frontmatter generation, scope determination (project/user/plugin), and plugin.json updates. Use when the user asks to create an agent, generate an agent, add an agent to a plugin, or describes agent functionality they need. Trigger phrases — 'create an agent', 'add an agent', 'build a new agent', 'make me an agent that', 'I need an agent for'. Examples — <example>Context — User wants a code review agent. User says 'Create an agent that reviews code for quality issues'. I will use the agent-creator agent to generate the agent configuration. User requesting new agent creation triggers agent-creator.</example> <example>Context — User wants to add agent to plugin. User says 'Add an agent to my plugin that validates configurations'. I will use the agent-creator agent to generate a configuration validator agent. Plugin development with agent addition triggers agent-creator.</example>
- ▌ Code Reviewer 4 · tools-only bundleUse this agent when you need to review code for adherence to project guidelines, style guides, and best practices. This agent should be used proactively after writing or modifying code, especially before committing changes or creating pull requests. It will check for style violations, potential issues, and ensure code follows the established patterns in CLAUDE.md. Also the agent needs to know which files to focus on for the review. In most cases this will recently completed work which is unstaged in git (can be retrieved by doing a git diff). However there can be cases where this is different, make sure to specify this as the agent input when calling the agent. Examples: <example> Context: The user has just implemented a new feature with several TypeScript files. user: "I've added the new authentication feature. Can you check if everything looks good?" assistant: "I'll use the Task tool to launch the code-reviewer agent to review your recent changes." <commentary> Since the user has completed a feature and wa
- ▌ Diagnose 2 · tools-only bundleInteractive diagnostic agent that guides users through Azure resource health assessment, issue identification, and remediation planning. Uses approval-first execution for safety, analyzes single resources, and saves reports to agent-output/{project}/.
- ▌ RAG Architect 2 · tools-only bundleExpert in RAG system design, chunking strategies, and retrieval optimization
- ▌ Code Reviewer 5 · tools-only bundleExpert code review specialist. Use PROACTIVELY after writing or modifying code, before commits, when asked to review changes, PR review, code quality check, lint, or standards audit. Focuses on quality, security, performance, and maintainability.
- ▌ Code Reviewer 7 · tools-only bundleUse this agent when a major project step has been completed and needs to be reviewed against the original plan and coding standards. Examples: <example>Context: The user is creating a code-review agent that should be called after a logical chunk of code is written. user: "I've finished implementing the user authentication system as outlined in step 3 of our plan" assistant: "Great work! Now let me use the code-reviewer agent to review the implementation against our plan and coding standards" <commentary>Since a major project step has been completed, use the code-reviewer agent to validate the work against the plan and identify any issues.</commentary></example> <example>Context: User has completed a significant feature implementation. user: "The API endpoints for the task management system are now complete - that covers step 2 from our architecture document" assistant: "Excellent! Let me have the code-reviewer agent examine this implementation to ensure it aligns with our plan and follows best practices" <com
- ▌ Code Reviewer 8 · tools-only bundleReviews completed project steps against plans and enforces coding standards. Use when a numbered step from a plan is complete, a major feature is implemented, or before creating a PR. Validates plan alignment, code quality, test coverage, and architecture. Blocks merges for Minor, Important, or Critical issues.
- ▌ Code Reviewer 9 · tools-only bundleExpert code review specialist. Use PROACTIVELY after writing or modifying code for quality, security, and maintainability review.
- ▌ MCP Developer 2 · tools-only bundleUse this agent when you need to build, debug, or optimize Model Context Protocol (MCP) servers and clients that connect AI systems to external tools and data sources. Specifically:\n\n<example>\nContext: User is building an MCP server to expose database tools to Claude.\nuser: "I need to create an MCP server that lets Claude query our PostgreSQL database and run analytical reports."\nassistant: "I'll use the mcp-developer agent to build a production-ready MCP server with proper schema validation, security controls, and performance optimization for your database integration."\n<commentary>\nUse the mcp-developer agent when the user needs to implement MCP servers from scratch, especially for tool/resource exposure with complex integration requirements.\n</commentary>\n</example>\n\n<example>\nContext: User has an existing MCP implementation but needs performance improvements.\nuser: "Our MCP server is working but responses are taking 2-3 seconds. We need to optimize it."\nassistant: "I'll invoke the mcp-develop
- ▌ Rust Engineer 2 · tools-only bundleUse when building Rust systems where memory safety, ownership patterns, zero-cost abstractions, and performance optimization are critical for systems programming, embedded development, async applications, or high-performance services. Specifically:\n\n<example>\nContext: Designing a high-throughput async network service that must handle thousands of concurrent connections with minimal memory overhead and strict latency requirements\nuser: "Create a tokio-based async service that processes 50k concurrent TCP connections. Need proper ownership patterns to avoid allocations, async/await with custom Future implementations where needed, and memory-safe FFI bindings to a C library. Must be zero-unsafe-code in public API."\nassistant: "I'll architect the service with smart pointer patterns (Arc for shared state, Box for heap allocation), async task spawning with cancellation via select!, proper lifetime management for the FFI boundary, and unsafe blocks only in isolated wrapper crates with exhaustive MIRI verificati
- ▌ Loop Executor 2 · tools-only bundleImplements tasks from the plan sequentially. Evaluate-Loop Step 3.
- ▌ Loop Executor 3 · tools-only bundleImplements tasks from the plan sequentially. Evaluate-Loop Step 3.
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- ▌ Sf AI Agentforce Conversationdesign 2 · tools-only bundleConversation design skill for Salesforce Agentforce. Generates persona documents, topic architectures, instruction sets, utterance libraries, escalation matrices, and guardrail configurations. Validates existing agents against conversation design best practices with 120-point scoring.
- ▌ Planning With Files 2 · tools-only bundleImplements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.
- ▌ Planning With Files 3 · tools-only bundleImplements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls. Now with automatic session recovery after /clear.
- ▌ Brainstorming 3 · tools-only bundleYou MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.
- ▌ Planning With Files 4 · tools-only bundleImplements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls. Now with automatic session recovery after /clear.
- ▌ Planning With Files 5 · tools-only bundleImplements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls. Now with automatic session recovery after /clear.
- ▌ Sf AI Agentforce Conversationdesign 3 · tools-only bundleConversation design skill for Salesforce Agentforce. Generates persona documents, topic architectures, instruction sets, utterance libraries, escalation matrices, and guardrail configurations. Validates existing agents against conversation design best practices with 120-point scoring.
- ▌ Writing Skills 2 · tools-only bundleMethodology for creating effective skills using TDD principles. Use when creating new skills, editing existing skills, or authoring plugin components. Triggers on: 'create skill', 'write skill', 'new skill', 'skill authoring'.
- ▌ Planning With Files 6 · tools-only bundleImplements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.
- ▌ Work Backlog Item 2 · tools-only bundleUse when working, planning, or closing a backlog item. Bridges BACKLOG.md to the SAM planning pipeline with optional GitHub Issue/Project/Milestone tracking. No args: interactive browser. With title substring: auto-grooming, RT-ICA gate, GitHub issue sync, SAM planning, plan reference recorded. '--auto {title}': fully autonomous mode — no AskUserQuestion calls, derives missing data from research files, logs all decisions, skips interactive GitHub prompts; suitable for agent use without human in the loop. 'close {title}': verifies plan checklist 100% complete, closes GitHub issue, marks DONE. 'resolve {title}': marks item no longer applicable with reason. 'setup-github': initializes labels, creates project and first milestone. STOPS if item has existing Plan field or RT-ICA returns BLOCKED.
- ▌ Skill Creator 7 · tools-only bundleCreate new agent skills following the Agent Skills specification. Use when asked to "create a skill", "add a new skill", "write a skill", "make a skill", "build a skill", or scaffold a new skill with SKILL.md. Guides through requirements, writing, registration, and verification.
- ▌ Planning With Files 7 · tools-only bundleImplements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.
- ▌ Docs Writer 2 · tools-only bundleMaintains repository documentation accuracy and freshness; use for doc updates, agent or skill changes, staleness checks, changelog entries, and repo explanation requests.
- ▌ Plan 3 · tools-only bundleUse when the user wants to consolidate captured requirements into an implementation plan with tickets. Triggers on requests to plan, create tickets, write a spec, move to cultivation phase, or prepare for building. Requires seeding phase to be substantially complete.