Topic: model-context-protocol
719 skills in this topic.
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setup-rules
Set up and audit project rules — reads codebase, generates modular rules, documents MCP servers
maxritter/pilot-shell 1,637
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spec
maxritter/pilot-shell 1,637
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spec-bugfix-plan
Bugfix spec planning phase - investigate root cause, design fix, get approval
maxritter/pilot-shell 1,637
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spec-bugfix-verify
Bugfix verification phase - tests, quality checks, fix confirmation
maxritter/pilot-shell 1,637
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spec-implement
Spec implementation phase - TDD loop for each task in the plan
maxritter/pilot-shell 1,637
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spec-plan
Spec planning phase - explore codebase, design plan, get approval
maxritter/pilot-shell 1,637
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spec-verify
Spec verification phase - tests, execution, rules audit, code review
maxritter/pilot-shell 1,637
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audio-generation
Guide to audio generation and understanding in MassGen. Covers text-to-speech, music, sound effects, and audio understanding across ElevenLabs and OpenAI backends.
massgen/MassGen 914
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backend-integrator
Complete guide for integrating a new LLM backend into MassGen. Use when adding a new provider (e.g., Codex, Mistral, DeepSeek) or when auditing an existing backend for missing integration points. Covers all ~15 files that need touching.
massgen/MassGen 914
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evolving-skill-creator
Guide for creating evolving skills - detailed workflow plans that capture what you'll do, what tools you'll create, and learnings from execution. Use this when starting a new task that could benefit from a reusable workflow.
massgen/MassGen 914
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file-search
This skill should be used when agents need to search codebases for text patterns or structural code patterns. Provides fast search using ripgrep for text and ast-grep for syntax-aware code search.
massgen/MassGen 914
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image-generation
Guide to image generation and editing in MassGen. Use when creating images, editing existing images, iterating on image designs, or choosing between image backends (OpenAI, Google Gemini/Imagen, Grok, OpenRouter).
massgen/MassGen 914
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massgen
Invoke MassGen's multi-agent system. Use when the user wants multiple AI agents on a task: writing, code, review, planning, specs, research, design, or any task where parallel iteration beats working alone.
massgen/MassGen 914
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massgen-config-creator
Guide for creating properly structured YAML configuration files for MassGen. This skill should be used when agents need to create new configs for examples, case studies, testing, or demonstrating features.
massgen/MassGen 914
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massgen-develops-massgen
Guide for using MassGen to develop and improve itself. This skill should be used when agents need to run MassGen experiments programmatically (using automation mode) OR analyze terminal UI/UX quality (using visual evaluation tools). These are mutually exclusive workflows for different improvement goals.
massgen/MassGen 914
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massgen-log-analyzer
Run MassGen experiments and analyze logs using automation mode, logfire tracing, and SQL queries. Use this skill for performance analysis, debugging agent behavior, evaluating coordination patterns, and improving the logging structure, or whenever an ANALYSIS_REPORT.md is needed in a log directory.
massgen/MassGen 914
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massgen-release-documenter
Guide for following MassGen's release documentation workflow. This skill should be used when preparing release documentation, updating changelogs, writing case studies, or maintaining project documentation across releases.
massgen/MassGen 914
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model-registry-maintainer
Guide for maintaining the MassGen model and backend registry. This skill should be used when adding new models, updating model information (release dates, pricing, context windows), or ensuring the registry stays current with provider releases. Covers both the capabilities registry and the pricing/token manager.
massgen/MassGen 914
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multimedia-backend-integrator
Reference guide for adding new media generation backends to MassGen's unified generate_media tool.
massgen/MassGen 914
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pr-checks
Run comprehensive PR checks including reviewing CodeRabbit comments, ensuring PR description quality, running pre-commit hooks, tests, and validation. Use on an existing PR to address review feedback.
massgen/MassGen 914
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release-prep
Prepare release documentation including CHANGELOG entry, announcement text, and validation. Run before tagging a new release.
massgen/MassGen 914
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semtools
This skill provides semantic search capabilities using embedding-based similarity matching for code and text. Enables meaning-based search beyond keyword matching, with optional document parsing (PDF, DOCX, PPTX) support.
massgen/MassGen 914
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serena
This skill provides symbol-level code understanding and navigation using Language Server Protocol (LSP). Enables IDE-like capabilities for finding symbols, tracking references, and making precise code edits at the symbol level.
massgen/MassGen 914
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skill-organizer
Analyze, reorganize, and catalog all installed skills. Merges overlapping skills, restructures the filesystem hierarchy, and generates a compact SKILL_REGISTRY.md routing guide for system prompts.
massgen/MassGen 914