Researching Industry Landscape
Map competitive intelligence and industry landscape; produce a competitor map and whitespace analysis. Run alongside `analyzing-source-project` at the start of the GTM pipeline (Phase 1A).
Creating Pr From Branch
Create a pull request from the current branch. Analyzes commits, generates title+body from PR template, pauses for approval, then pushes and creates PR. Use after committing changes.
Creating Gha
Creates GitHub Actions for the Marketplace. Use when scaffolding a new action, implementing composite steps, writing BATS tests, or preparing a Marketplace release.
Developing Gtm Strategy
Develop customer segmentation, channel selection, and a 90-day launch plan from Phase 2 PMF assessment. Run after `validating-product-market-fit` (Phase 3).
Securing Mas
Apply OWASP MAESTRO, MITRE ATLAS, NIST AI RMF, and ISO 42001/23894 security frameworks to MAS designs
Generating Prd Md From Userstory Md
Converts UserStory.md into a structured PRD.md document. Use after generating UserStory.md and before initializing the Ralph loop.
Reviewing Cpp
Reviews C++ desktop code for memory safety, framework anti-patterns, build system issues, and thread safety. Use when reviewing C++ GUI code quality or when the user asks for code review.
Implementing Go
Implements concise, streamlined Go code matching exact architect specifications. Use when writing Go code, creating packages, or when the user asks to implement features in Go.
Generating Interactive Userstory Md
Build UserStory.md interactively via Q&A. Use when the user wants to create a user story document or start the assisted workflow.
Writing Readme
Generate or update README.md files across three scopes — repo (with project-type detection), account (GitHub user profile), and org (organization profile). Use when creating, updating, or aligning a README to org conventions.
Generating Writeup
Generates academic/technical writeups with IEEE citations and pandoc PDF output. Use when creating research papers, technical reports, or documentation with references.
Maintaining Agents Md
Maintains AGENTS.md, AGENT_LEARNINGS.md, AGENT_REQUESTS.md, and CONTRIBUTING.md governance files in sync with codebase changes. Use when updating governance files, during sprint reviews, or after structural changes.
Persisting Bigpicture Learnings
Persist bigpicture synthesis as dated snapshots in a learnings hub. Maintains latest pointer + append-only archive for cross-session compound learning.
Generating Tech Spec
Generates structured technical specifications including ADR (MADR), RFC, design documents, and proposals. Use when writing a spec, creating an ADR, drafting an RFC, or creating a design document.
Synthesizing Cc Bigpicture
Synthesizes a living big-picture meta-plan from Claude Code sessions, plans, tasks, and team communications. Use when orienting across projects, assessing reasoning modes, or creating a plan-to-plan overview.
Mining Session Patterns
Extract actionable patterns from Claude Code session JSONL files. Surfaces error→fix sequences, tool failure rates, and cost-per-story signals for compound learning.
Auditing Pcb Design
Runs KiCad DRC/ERC checks, exports gerbers and BOM, and generates a structured findings report. Use when reviewing PCB designs, running design rule checks, or preparing manufacturing outputs.
Testing Go
Writes tests following TDD (using go test, testify, and rapid) best practices. Use when writing unit tests, integration tests, or table-driven tests in Go.
Tracing Requirements
Validates the SYS→PRD→SW requirement traceability chain by reconciling database entries with code docstring tags. Use when checking requirement coverage, finding orphaned code, or generating a coverage matrix.
Implementing Cpp
Implements C++17 desktop GUI code with wxWidgets, GTK3, or Qt framework patterns and CMake build system. Use when writing C++ desktop application code, creating GUI components, or implementing framework-specific features.
Implementing Firmware
Implements ESP-IDF or PlatformIO firmware with mandatory requirement docstring tags and MISRA-C linting. Use when writing embedded C code, implementing firmware features, or adding requirement-traced functions.
Analyzing Cpp Codebase
Analyzes C++ desktop codebase architecture, dependency graphs, framework detection, and migration assessment. Use when exploring an unfamiliar C++ project or assessing upgrade paths.
Analyzing Contradictions
Detect gaps and contradictions across all prior phases; surface cross-phase tensions, unresolved assumptions, and sales/investor objections. Run after `developing-gtm-strategy` (Phase 4).
Testing Python
Writes tests following TDD Red-Green-Refactor (pytest + Hypothesis). Tests behavior, not implementation. Use when writing unit tests, integration tests, or property tests.
Hardening Codebase
Audit and tighten codebase quality gates — architecture, lint, types,
Designing Backend
Designs concise, streamlined backend systems matching exact task requirements. Use when planning APIs, data models, system architecture, or when the user requests backend design work.
Handing Off Session
Generate structured session handoff notes for cross-session continuity. Use at end of session or when switching context.
Researching Codebase
Investigates codebase before planning. Use before any non-trivial implementation task to gather context in isolation.
Checking Compliance
Generates compliance requirements from CE/FCC/UL standards for a device description. Use when starting a new embedded product, checking regulatory compliance, or generating initial SYS-REQ entries from applicable directives.
Enforcing Doc Hierarchy
Audit documentation against its declared hierarchy — broken links, duplicates, misplaced content, stale references, single-source-of-truth enforcement. Use for doc health reviews.
Reviewing Go
Provides concise, focused Go code reviews matching exact task complexity requirements. Use when reviewing Go code quality, concurrency safety, or when the user asks for code review.
Designing Mas Plugins
Design evaluation plugins following 12-Factor + MAESTRO principles
Implementing Python
Implements concise, streamlined Python code matching exact architect specifications. Use when writing Python code, creating modules, or when the user asks to implement features in Python.
Creating Makefile
Scaffold or review Makefiles following org conventions. Use when creating a new Makefile, auditing an existing one, or adding recipes to a project. Auto-detects project type from the working directory.
Reviewing Code
Provides concise, focused code reviews matching exact task complexity requirements. Use when reviewing code quality, security, or when the user asks for code review.
Generating Report
Generates structured reports including status updates, assessments, post-mortems, and executive summaries. Use when writing a report, creating a project status update, or documenting an incident post-mortem.
Analyzing Source Project
Assess a source project's technical capabilities. Reads `config/sources.md` and produces a structured capability profile. Use to start the GTM pipeline or evaluate technical differentiators (Phase 0).
Synthesizing Research
Synthesize all prior research into a unified GTM narrative. Run after `analyzing-contradictions` to prepare for slide deck generation (Phase 5).
Validating Product Market Fit
Score product-market fit from Phase 1B market analysis; produce PMF score, evidence matrix, and risk register. Run after `researching-market` (Phase 2).
Researching Market
Integrate Phase 0 and Phase 1A outputs into TAM/SAM/SOM sizing, buyer personas, and market entry signals. Run after `analyzing-source-project` and `researching-industry-landscape` (Phase 1B).
Generating Slide Deck
Generate an investor or stakeholder presentation from Phase 5 synthesis; produces a structured slide outline with headlines, talking points, and data citations. Run after `synthesizing-research` (Phase 6).
Compacting Context
Compacts verbose context into structured summary. Use after pollution sources (searches, logs, JSON) or at phase milestones.
Generating Prd Json From Prd Md
Generates prd.json task tracking file from PRD.md requirements document. Use when initializing Ralph loop or when the user asks to convert PRD to JSON format for autonomous execution.
Orchestrating Parallel Workers
Fan out tasks to parallel background agents with independent context windows. Use when work can be split into independent units that benefit from isolated execution.
Auditing Readme
Audit README.md files against best practices for repos, accounts, or orgs. Detects missing sections, stale links, inconsistent formatting, and convention violations. Use when reviewing README quality across one or many repos.
Distilling Plan Learnings
Extracts decisions, rejected alternatives, and patterns from recent plans into a persistent learnings document. Use after completing a plan or sprint.
Committing Staged With Message
Generate commit message for staged changes, pause for approval, then commit. Stage files first with `git add`, then run this skill.
Summarizing Session End
Auto-generates a session summary on SessionEnd. Writes structured notes to ~/.claude/session-summaries/ for use by bigpicture synthesis.
Implementing Document Indexing
Implements document indexing with heading-boundary chunking, embedding, FAISS vector store, and PageIndex-style hybrid retrieval. Use when building RAG pipelines, document search, or memory layers.