Boost efficiency with task automation and organizers.
Copilot agent that assists with bug investigation, root cause analysis, and fix generation for efficient debugging and issue resolution Trigger terms: bug fix, debug, troubleshoot, root cause analysis, error investigation, fix bug, resolve issue, error analysis, stack trace Use when: User requests involve bug hunter tasks.
Integrated orchestrator agent that manages and coordinates 25 specialized AI agents for Specification Driven Development Trigger terms: orchestrate, coordinate, multi-agent, workflow, execution plan, task breakdown, agent selection, project planning, complex task, full lifecycle, end-to-end development, comprehensive solution Use when: User requests involve orchestrator tasks.
Intelligent serverless platform recommendation expert. Detects project context (pet-project, startup, enterprise), analyzes workload suitability, ranks platforms (AWS Lambda, Azure Functions, GCP Cloud Functions, Firebase, Supabase), and provides comprehensive recommendations with cost estimates. Activates for serverless recommendations, platform selection, AWS vs Azure vs GCP, Firebase vs Supabase, serverless architecture, should I use serverless, which serverless platform, serverless cost, serverless free tier, Lambda vs Functions, cloud functions comparison.
Expert Claude Code plugin development covering plugin structure, slash commands, auto-activating skills, sub-agents, plugin.json configuration, YAML frontmatter, activation keywords, directory structure, and plugin best practices. Activates for plugin development, create plugin, claude plugin, slash command, skill activation, SKILL.md, plugin.json, claude code plugin, how to make plugin.
Intelligently onboards brownfield projects by merging existing CLAUDE.md backups into SpecWeave structure. Extracts project-specific knowledge, domain context, team conventions, and technical details from backup CLAUDE.md files, then distributes content to appropriate SpecWeave folders without bloating CLAUDE.md. Activates for: merge docs, merge claude, onboard brownfield, import existing docs, claude backup, specweave merge-docs.
Extract and organize Claude Code session history into project .chats directory. Use when users want to document their Claude sessions, export conversation inputs, or maintain a log of instructions given to Claude.
Explains how SpecWeave achieves context efficiency through Claude's native progressive disclosure mechanism and sub-agent parallelization. Skills load only when relevant, sub-agents isolate context. Activates when users ask about context loading, token usage, or how SpecWeave scales. Keywords: context loading, progressive disclosure, token efficiency, sub-agents, context management.
Copilot agent that assists with machine learning model development, training, evaluation, deployment, and MLOps Trigger terms: machine learning, ML, AI, model training, MLOps, model deployment, feature engineering, model evaluation, neural network, deep learning Use when: User requests involve ai ml engineer tasks.
AI agent supporting REST/GraphQL/gRPC API design, OpenAPI specification generation, and API best practices Trigger terms: API design, REST API, GraphQL, OpenAPI, API specification, endpoint design, API contract, API documentation, gRPC, API versioning Use when: User requests involve api designer tasks.
Expert knowledge of Claude Code SDK, API, tools (Read, Write, Edit, Bash, Grep, Glob), agent tools (Task, Skill, SlashCommand), plugin hooks, MCP integration, and Claude Code extension development. Activates for claude sdk, claude api, claude tools, Read tool, Write tool, Edit tool, Task tool, Skill tool, claude hooks, MCP, claude code api.
Copilot agent that assists with user interface and experience design, wireframes, prototypes, design systems, and usability testing Trigger terms: UI design, UX design, wireframe, mockup, prototype, user interface, user experience, design system, component library, accessibility, responsive design Use when: User requests involve ui ux designer tasks.
Self-improving AI memory system that learns from sessions. Stores learnings in skill-specific MEMORY.md files. Supports cross-platform Claude Code and non-Claude environments. Smart merging preserves user learnings during marketplace updates. Activates for reflect, remember, learn from session, memory, self-improvement, AI memory, correction patterns, skill learning, persistent memory.
Second-pass context optimization that analyzes user prompts and removes irrelevant specs, agents, and skills from loaded context. Achieves 80%+ token reduction through smart cleanup. Activates for optimize context, reduce tokens, clean context, smart context, precision loading.
Export SpecWeave skills to Agent Skills open standard format (agentskills.io). Converts Claude Code plugin skills to portable SKILL.md files compatible with GitHub Copilot, VS Code, Gemini CLI, Cursor, and other Agent Skills-compatible tools. Activates for export skills, agent skills, github skills, skills.md, agentskills, portable skills, convert skills, skill export, cross-platform skills.
Integrated orchestrator agent that manages and coordinates 25 specialized AI agents for Specification Driven Development Trigger terms: orchestrate, coordinate, multi-agent, workflow, execution plan, task breakdown, agent selection, project planning, complex task, full lifecycle, end-to-end development, comprehensive solution Use when: User requests involve orchestrator tasks.
Guide for creating, testing, and deploying effective skills. Use when users want to create a new skill, update an existing skill, verify skills work before deployment, or extend Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Skill/Instruction Specialist. Use this to create new skills, write system prompts, and manage agent behaviors.
Copilot agent that assists with user interface and experience design, wireframes, prototypes, design systems, and usability testing Trigger terms: UI design, UX design, wireframe, mockup, prototype, user interface, user experience, design system, component library, accessibility, responsive design Use when: User requests involve ui ux designer tasks.
Ralph Loop Best Practices - Guidelines for effective autonomous iteration. Based on Anthropic's official ralph-loop plugin. Helps design prompts for iterative AI development with clear completion signals.
Structured planning with draft management. Use this skill when the user wants to plan a feature, task, or project before implementation. Triggers on: '/plan <topic>', 'let's plan', 'plan for', 'help me plan'. Creates draft at .claude/plans/drafts/, conducts interview, generates final plan on confirmation.
LLM-native translation skill for SpecWeave content. Activates when translation is needed for CLI messages, templates, documentation, or living docs. Uses the current LLM session for zero-cost translation. Keywords: translate, translation, language, multilingual, i18n, internationalization, Russian, Spanish, Chinese, German, French, localization, translate to.
Break down high-level plans into specific tasks with file paths, line numbers, and verification steps. Creates execution-ready implementation plans.
Expert in analyzing and recommending release strategies for software projects. Detects existing release patterns in brownfield projects (git tags, CI/CD workflows, changelogs, version files). Suggests optimal strategies based on architecture (single-repo, multi-repo, monorepo, microservices), team size, deployment frequency, and dependencies. Creates comprehensive release-strategy.md in living docs (.specweave/docs/internal/delivery/ or projects/{id}/delivery/). Activates for release strategy, versioning strategy, multi-repo releases, monorepo versioning, semantic versioning, coordinated releases, independent releases, release planning, version alignment, brownfield release analysis, deployment strategy, CI/CD release, how to version, release best practices.
Copilot agent for cloud architecture design, AWS/Azure/GCP configuration, IaC code generation (Terraform/Bicep), and cost optimization Trigger terms: cloud architecture, AWS, Azure, GCP, cloud infrastructure, IaC, Terraform, CloudFormation, cloud design, serverless, cloud migration Use when: User requests involve cloud architect tasks.
