Jarbitechture Skills
by @jarbitechture · plugin · 99 skills
Jarbitechture Skills from jarbitechture/claude-skills.
Install the whole plugin (CLI)
npx skillmds add jarbitechture/48
npx skillmds add jarbitechture/bd
npx skillmds add jarbitechture/bv
npx skillmds add jarbitechture/all
npx skillmds add jarbitechture/doc
npx skillmds add jarbitechture/fix
npx skillmds add jarbitechture/pai
npx skillmds add jarbitechture/pdf
npx skillmds add jarbitechture/run
npx skillmds add jarbitechture/tdd
npx skillmds add jarbitechture/urf
npx skillmds add jarbitechture/code
npx skillmds add jarbitechture/docx
npx skillmds add jarbitechture/dspy
npx skillmds add jarbitechture/eval
npx skillmds add jarbitechture/init
npx skillmds add jarbitechture/loop
npx skillmds add jarbitechture/mega
npx skillmds add jarbitechture/pptx
npx skillmds add jarbitechture/sora
npx skillmds add jarbitechture/xlsx
npx skillmds add jarbitechture/yeet
npx skillmds add jarbitechture/board
npx skillmds add jarbitechture/codex
npx skillmds add jarbitechture/figma
npx skillmds add jarbitechture/goals
npx skillmds add jarbitechture/graph
npx skillmds add jarbitechture/leann
npx skillmds add jarbitechture/learn
npx skillmds add jarbitechture/merge
npx skillmds add jarbitechture/rules
npx skillmds add jarbitechture/setup
npx skillmds add jarbitechture/spawn
npx skillmds add jarbitechture/telos
npx skillmds add jarbitechture/think
npx skillmds add jarbitechture/ai-seo
npx skillmds add jarbitechture/fabric
npx skillmds add jarbitechture/kaizen
npx skillmds add jarbitechture/lambda
npx skillmds add jarbitechture/osgrep
npx skillmds add jarbitechture/reason
npx skillmds add jarbitechture/report
npx skillmds add jarbitechture/resume
npx skillmds add jarbitechture/review
npx skillmds add jarbitechture/schema
npx skillmds add jarbitechture/sentry
npx skillmds add jarbitechture/speech
npx skillmds add jarbitechture/status
npx skillmds add jarbitechture/connect
npx skillmds add jarbitechture/extract
npx skillmds add jarbitechture/handoff
npx skillmds add jarbitechture/migrate
npx skillmds add jarbitechture/ontolog
npx skillmds add jarbitechture/persona
npx skillmds add jarbitechture/promote
npx skillmds add jarbitechture/red-pen
npx skillmds add jarbitechture/sql-pro
npx skillmds add jarbitechture/videodb
npx skillmds add jarbitechture/agenthub
npx skillmds add jarbitechture/composio
npx skillmds add jarbitechture/coverage
npx skillmds add jarbitechture/critique
npx skillmds add jarbitechture/form-cro
npx skillmds add jarbitechture/generate
npx skillmds add jarbitechture/grill-me
npx skillmds add jarbitechture/imagegen
npx skillmds add jarbitechture/obsidian
npx skillmds add jarbitechture/pipeline
npx skillmds add jarbitechture/refactor
npx skillmds add jarbitechture/remember
npx skillmds add jarbitechture/repo-rag
npx skillmds add jarbitechture/research
npx skillmds add jarbitechture/tapestry
npx skillmds add jarbitechture/testrail
npx skillmds add jarbitechture/the-fool
npx skillmds add jarbitechture/the-team
npx skillmds add jarbitechture/benchmark
npx skillmds add jarbitechture/blueprint
npx skillmds add jarbitechture/challenge
npx skillmds add jarbitechture/changelog
npx skillmds add jarbitechture/component
npx skillmds add jarbitechture/crosspost
npx skillmds add jarbitechture/dspy-code
npx skillmds add jarbitechture/gh-fix-ci
npx skillmds add jarbitechture/hard-call
npx skillmds add jarbitechture/prompting
npx skillmds add jarbitechture/senior-qa
npx skillmds add jarbitechture/starlette
npx skillmds add jarbitechture/suno-song
npx skillmds add jarbitechture/tech-debt
npx skillmds add jarbitechture/ultrawork
npx skillmds add jarbitechture/uv-python
npx skillmds add jarbitechture/agent-eval
npx skillmds add jarbitechture/api-design
npx skillmds add jarbitechture/bmad-skill
npx skillmds add jarbitechture/claude-api
npx skillmds add jarbitechture/cli-router
npx skillmds add jarbitechture/company-os
npx skillmds add jarbitechture/cs-onboardSkills in this plugin
- ▌ 48 · jarbitechtureTurn any rough prompt, half-formed idea, or task description into a finished, ready-to-send prompt optimized for Opus 4.8 (with adaptive thinking) inside the chat app — claude.ai, the Mac app, the iOS app — NOT the API. Use this skill whenever the user wants to write, rewrite, optimize, improve, sharpen, or polish a prompt for the chat app. Trigger phrases include "rewrite this prompt", "make this a better prompt", "optimize this prompt", "turn this into a prompt", "help me prompt this", "draft a prompt that...", "I want to ask...", or whenever the user pastes a draft prompt and asks for improvements. Also trigger when the user describes a task they plan to send into the chat app and clearly wants a reusable, well-structured prompt rather than a direct answer. The output is always a single, copy-pasteable prompt in a code block that the user sends as-is — never a template with placeholders. When the request concerns the user's own work, the skill retrieves the real specifics first — memory, meeting transcript
- ▌ bd · jarbitechture bundleGit-native issue tracking with first-class dependency support. Issues stored alongside code in .beads/ directory, dual-persisted in SQLite (queries) and JSONL (git-friendly history). Hash-based IDs, DAG dependencies, daemon mode with RPC, and LSP-inspired multi-workspace support.
- ▌ bv · jarbitechture bundleHigh-performance graph analysis for beads issue tracker using 9 metrics (PageRank, Betweenness, HITS, Critical Path, etc). Provides AI-driven task prioritization, dependency analysis, and architectural health monitoring via robot protocol.
- ▌ all · jarbitechtureFull-stack task execution pipeline — discovers tools via semantic search, routes to the right agent, then executes via GODMODE. Chains manus-tool-discovery → manus-orchestrator → godmode-system in sequence.
- ▌ doc · jarbitechture bundleUse when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks.
- ▌ fix · jarbitechture bundleFix failing or flaky Playwright tests. Use when user says "fix test", "flaky test", "test failing", "debug test", "test broken", "test passes sometimes", or "intermittent failure".
- ▌ pai · jarbitechturePersonal AI Infrastructure (PAI) - PAI System Template MUST BE USED proactively for all user requests. USE PROACTIVELY to ensure complete context availability. === CORE IDENTITY (Always Active) === Your Name: [CUSTOMIZE - e.g., Kai, Nova, Atlas] Your Role: [CUSTOMIZE - e.g., User's AI assistant and future friend] Personality: [CUSTOMIZE - e.g., Friendly, professional, resilient to user frustration. Be snarky back when the mistake is user's, not yours.] Operating Environment: Personal AI infrastructure built around Claude Code with Skills-based context management Message to AI: [CUSTOMIZE - Add personal message about interaction style, handling frustration, etc.] === ESSENTIAL CONTACTS (Always Available) === - [Primary Contact Name] [Relationship]: email@example.com - [Secondary Contact] [Relationship]: email@example.com - [Third Contact] [Relationship]: email@example.com Full contact list in SKILL.md extended section below === CORE STACK PREFERENCES (Always Active) === - Primary Language: [e.g., TypeScript, P
- ▌ pdf · jarbitechture bundleUse when tasks involve reading, creating, or reviewing PDF files where rendering and layout matter; prefer visual checks by rendering pages (Poppler) and use Python tools such as `reportlab`, `pdfplumber`, and `pypdf` for generation and extraction.
- ▌ run · jarbitechtureOne-shot lifecycle command that chains init → baseline → spawn → eval → merge in a single invocation.
- ▌ tdd · jarbitechtureGenerate tests, analyze coverage, and run TDD workflows. Usage: /tdd <generate|coverage|validate> [options]
- ▌ urf · jarbitechture bundleUniversal Reasoning Framework implementing λο.τ calculus over holarchic structures. Provides severity-based routing (R0-R3 pipelines), modular cognitive architecture (DEC, EVL, PAT, SYN, MEA, HYP, INT), fractal execution patterns, multi-level validation (η≥4, KROG), and adaptive learning. Triggers on: (1) complex multi-step reasoning, (2) high-stakes decisions requiring validation, (3) research synthesis across domains, (4) system design and architecture, (5) crisis management, (6) performance optimization. Implements scale-invariant reasoning from micro (tool calls) through meso (skill composition) to macro (orchestrated workflows).
- ▌ code · jarbitechture bundleExecutable documentation governance with compound engineering and abductive learning. Enforces the Seven Laws through type compilation, schema validation, and hookify-based enforcement. Implements programmatic compound engineering where K' = K ∪ crystallize(assess(τ)) for monotonic knowledge growth. Integrates abstracted abductive learning (OHPT protocol) for systematic debugging and pattern extraction. Trigger when writing code, debugging, establishing governance, or when mentioned vibecode, compound, abductive, or executable documentation. Self-validating and homoiconic.
- ▌ docx · jarbitechture bundleUse this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of "Word doc", "word document", ".docx", or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a "report", "memo", "letter", "template", or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.
- ▌ dspy · jarbitechture bundleBuild complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP's framework for systematic LM programming. Use when you need to build complex AI systems, program LMs declaratively, optimize prompts automatically, create modular AI pipelines, or build RAG systems and agents.
- ▌ eval · jarbitechtureEvaluate and rank agent results by metric or LLM judge for an AgentHub session.
- ▌ init · jarbitechtureSet up Playwright in a project. Use when user says "set up playwright", "add e2e tests", "configure playwright", "testing setup", "init playwright", or "add test infrastructure".
- ▌ loop · jarbitechture bundleStart an autonomous experiment loop with user-selected interval (10min, 1h, daily, weekly, monthly). Uses CronCreate for scheduling.
- ▌ mega · jarbitechture bundleMaximally Endowed Graph Architecture — λ-calculus over bounded n-SuperHyperGraphs with grounded uncertainty, conditional self-duality, and autopoietic refinement. Use when (1) simple graphs insufficient (η<2), (2) multi-scale reasoning required, (3) uncertainty is structured not stochastic, (4) knowledge must self-refactor. Pareto-governed: complexity added only when simpler structures fail validation.
- ▌ pptx · jarbitechture bundlePresentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
- ▌ sora · jarbitechture bundleGenerates, remixes, polls, lists, downloads, and deletes Sora videos via OpenAI's video API using a bundled CLI.
- ▌ xlsx · jarbitechture bundleComprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
- ▌ yeet · jarbitechture bundleUse only when the user explicitly asks to stage, commit, push, and open a GitHub pull request in one flow using the GitHub CLI (`gh`).
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- ▌ codex · jarbitechture bundleExecute OpenAI Codex CLI for code analysis, refactoring, and automated editing. Also use for delegating complex debugging and research to GPT models for second opinions.
- ▌ figma · jarbitechture bundleUse the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code. Trigger when a task involves Figma URLs, node IDs, design-to-code implementation, or Figma MCP setup and troubleshooting.
- ▌ goals · jarbitechtureOptimize prompts via process goals (controllable behavioral instructions) rather than outcome goals (sparse end-result demands). Grounded in sports psychology meta-analysis showing process goals (d=1.36) vastly outperform outcome goals (d=0.09). Use when designing prompts, optimizing LLM steering, implementing CoT/decomposition patterns, or building automatic prompt optimization pipelines. Instantiates surrogate loss paradigm for discrete prompt space.
- ▌ graph · jarbitechture bundleUse when extracting entities and relationships, building ontologies, compressing large graphs, or analyzing knowledge structures - provides structural equivalence-based compression achieving 57-95% size reduction, k-bisimulation summarization, categorical quotient constructions, and metagraph hierarchical modeling with scale-invariant properties. Supports recursive refinement through graph topology metrics including |R|/|E| ratios and automorphism analysis.
- ▌ leann · jarbitechture bundleLocal RAG indexing with 97% storage reduction via anchor-based lazy recomputation. Graph-based selective embedding storage for memory-efficient semantic code search.
- ▌ learn · jarbitechture bundleRecursive self-improving holon λ(ο,Κ,Σ).τ' for knowledge compounding and schema evolution. USE WHEN learning, improving, optimizing, assessing, reflecting, debugging, synthesizing, or refining—whether human, AI, or organizational. Triggers on /learn, /compound, /improve, /refine, /optimize, /assess, /reflect, "lessons learned", "best practices", "continuous improvement". Preserves Κ-monotonicity, η≥4, homoiconicity.
- ▌ merge · jarbitechtureMerge the winning agent's branch into base, archive losers, and clean up worktrees.
- ▌ rules · jarbitechture bundlePersonal working rules, decision frameworks, and preferences for ejarbe. Invoke with /rules to surface these during any session. AUTO-TRIGGER when working with MCP servers, MCP transport, SSE, streamable HTTP, server migration, .well-known metadata, or MCP server discovery/registration.
- ▌ setup · jarbitechture bundleSet up a new autoresearch experiment interactively. Collects domain, target file, eval command, metric, direction, and evaluator.
- ▌ spawn · jarbitechtureLaunch N parallel subagents in isolated git worktrees to compete on the session task.
- ▌ telos · jarbitechture bundleTeleological physiology analysis framework for understanding biological systems through multi-constraint optimization. Use when analyzing physiological mechanisms, explaining apparent biological "inefficiencies", preparing for medical examinations (CICM/ANZCA Primary), understanding why biological systems are designed the way they are, or when seeking deeper mechanistic understanding beyond descriptive knowledge. Triggers on questions like "why is X designed this way", "what purpose does Y serve", "how is Z optimized", analysis of physiological trade-offs, or exploration of evolutionary/design constraints.
- ▌ think · jarbitechture bundleCognitive enhancement toolkit combining non-linear reasoning, mental models, and literate programming. Use for complex analysis, system design, debugging, deep learning, and research workflows.
- ▌ ai-seo · jarbitechture bundleOptimize content to get cited by AI search engines — ChatGPT, Perplexity, Google AI Overviews, Claude, Gemini, Copilot. Use when you want your content to appear in AI-generated answers, not just ranked in blue links. Triggers: 'optimize for AI search', 'get cited by ChatGPT', 'AI Overviews', 'Perplexity citations', 'AI SEO', 'generative search', 'LLM visibility', 'GEO' (generative engine optimization). NOT for traditional SEO ranking (use seo-audit). NOT for content creation (use content-production).
- ▌ fabric · jarbitechture bundleIntelligent pattern selection for Fabric CLI. Automatically selects the right pattern from 242+ specialized prompts based on your intent - threat modeling, analysis, summarization, content creation, extraction, and more. USE WHEN processing content, analyzing data, creating summaries, threat modeling, or transforming text.
- ▌ kaizen · jarbitechture bundleUse when Code implementation and refactoring, architecturing or designing systems, process and workflow improvements, error handling and validation. Provide techniques to avoid over-engineering and apply iterative improvements.
- ▌ lambda · jarbitechture bundleUniversal transformation λ(ο,K).τ with recursive self-improvement. USE WHEN routing reasoning, validating knowledge graphs, preparing CICM/ANZCA examinations, or when self-improvement of reasoning/architecture/context is required. Routes queries through R0-R3 complexity pipelines, validates topology (η≥target) and governance (KROG), emits per style (Φ), and compounds learnings into knowledge K. Triggers on complexity assessment, multi-step reasoning, examination mode, or /λ invocation.
- ▌ osgrep · jarbitechture bundleSemantic NLP-based code search using neural embeddings and hybrid ranking
- ▌ reason · jarbitechtureUnderstand through recursive decomposition and modular reconstruction of simple operations to reproduce emergent complexity. Use this skill whenever reasoning is required. Framework for [[#parse|parsing]], [[#branch|branching]], [[#reduce|reducing]], [[#ground|grounding]] and [[#emit|emitting]]. Employs metacognitive reasoning epistemology, leveraging first principles through recursive decomposition[^1]. Self-referential and scale-invariant.
- ▌ report · jarbitechtureGenerate test report. Use when user says "test report", "results summary", "test status", "show results", "test dashboard", or "how did tests go".
- ▌ resume · jarbitechtureResume a paused experiment. Checkout the experiment branch, read results history, continue iterating.
- ▌ review · jarbitechtureAnalyze auto-memory for promotion candidates, stale entries, consolidation opportunities, and health metrics.
- ▌ schema · jarbitechture bundleGenerate knowledge schemas and ontologies from any input format. Extract semantic structures, relationships, and hierarchies. Output as Obsidian markdown with YAML frontmatter, wikilinks, tags, and mermaid diagrams, or export to semantic formats (JSON-LD, RDF, Neo4j Cypher, GraphQL). Supports fractal mode (strict hierarchical constraints) and free mode (flexible generation). Auto-activates for queries containing "schema", "ontology", "knowledge graph", "extract structure", or "generate outline".
- ▌ sentry · jarbitechture bundleUse when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry API; perform read-only queries with the bundled script and require `SENTRY_AUTH_TOKEN`.
- ▌ speech · jarbitechture bundleUse when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio API; run the bundled CLI (`scripts/text_to_speech.py`) with built-in voices and require `OPENAI_API_KEY` for live calls. Custom voice creation is out of scope.
- ▌ status · jarbitechtureMemory health dashboard showing line counts, topic files, capacity, stale entries, and recommendations.
- ▌ connect · jarbitechtureConnect Claude to any app. Send emails, create issues, post messages, update databases - take real actions across Gmail, Slack, GitHub, Notion, and 1000+ services.
- ▌ extract · jarbitechtureTurn a proven pattern or debugging solution into a standalone reusable skill with SKILL.md, reference docs, and examples.
- ▌ handoff · jarbitechtureCompress the entire current conversation into a clean, structured handoff document that lets a new chat session, a colleague, or future-you resume the work without losing decisions, constraints, or progress. Use this skill whenever the user says "handoff", asks to summarize the thread to continue elsewhere, mentions hitting context limits or the chat getting too long, wants to brief a teammate on this conversation, or asks to export or save where things stand. ALSO offer it proactively when a long working thread is clearly winding down or the user says they'll "pick this up later". Do NOT use for summarizing external documents or meetings; this skill summarizes the conversation itself.
- ▌ migrate · jarbitechture bundleMigrate from Cypress or Selenium to Playwright. Use when user mentions "cypress", "selenium", "migrate tests", "convert tests", "switch to playwright", "move from cypress", or "replace selenium".
- ▌ ontolog · jarbitechture bundleHolarchic reasoning framework implementing λ-calculus over simplicial complexes. Entities (ο) transform through operations (λ) toward terminals (τ) via the universal form λο.τ. Persistent homology captures multi-scale structure; sheaf theory ensures local-to-global consistency. Use when knowledge requires: (1) homoiconic self-reference where structure mirrors content, (2) scale-invariant holonic decomposition, (3) topological invariants preserved across transformations, or (4) formal Lex-style axiom systems over property graphs.
- ▌ persona · jarbitechtureGenerate data-driven user personas for UX research and product design. Usage: /persona generate [options]
- ▌ promote · jarbitechtureGraduate a proven pattern from auto-memory (MEMORY.md) to CLAUDE.md or .claude/rules/ for permanent enforcement.
- ▌ red-pen · jarbitechtureNever show the user a first draft. Run every writing task through a self-critique loop — draft, attack the draft as the harshest reviewer in the room, rewrite, and repeat until a full review pass finds zero flags — then return only the final plus a change log. Use for any writing the user actually cares about: emails, LinkedIn posts, newsletters, docs, announcements, client messages. Trigger whenever the user says 'run the loop', 'self-critique this', 'make it bulletproof', 'don't give me a first draft', 'be brutal', or hands over a task where quality matters more than speed. This is a single-agent loop; for the three-agent version use the-team.
- ▌ sql-pro · jarbitechture bundleOptimizes SQL queries, designs database schemas, and troubleshoots performance issues. Use when a user asks why their query is slow, needs help writing complex joins or aggregations, mentions database performance issues, or wants to design or migrate a schema. Invoke for complex queries, window functions, CTEs, indexing strategies, query plan analysis, covering index creation, recursive queries, EXPLAIN/ANALYZE interpretation, before/after query benchmarking, or migrating queries between database dialects (PostgreSQL, MySQL, SQL Server, Oracle).
- ▌ videodb · jarbitechture bundleSee, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and playable stream links. Understand- extract frames, build visual/semantic/temporal indexes, and search moments with timestamps and auto-clips. Act- transcode and normalize (codec, fps, resolution, aspect ratio), perform timeline edits (subtitles, text/image overlays, branding, audio overlays, dubbing, translation), generate media assets (image, audio, video), and create real time alerts for events from live streams or desktop capture.
- ▌ agenthub · jarbitechture bundleMulti-agent collaboration plugin that spawns N parallel subagents competing on the same task via git worktree isolation. Agents work independently, results are evaluated by metric or LLM judge, and the best branch is merged. Use when: user wants multiple approaches tried in parallel — code optimization, content variation, research exploration, or any task that benefits from parallel competition. Requires: a git repo.
- ▌ composio · jarbitechture bundleBuild AI agents and apps with Composio - access 200+ external tools with Tool Router or direct execution
- ▌ coverage · jarbitechtureAnalyze test coverage gaps. Use when user says "test coverage", "what's not tested", "coverage gaps", "missing tests", "coverage report", or "what needs testing".
- ▌ critique · jarbitechture bundleMulti-perspective dialectical reasoning with cross-evaluative synthesis. Spawns parallel evaluative lenses (STRUCTURAL, EVIDENTIAL, SCOPE, ADVERSARIAL, PRAGMATIC) that critique thesis AND critique each other's critiques, producing N-squared evaluation matrix before recursive aggregation. Triggers on /critique, /dialectic, /crosseval, requests for thorough analysis, stress-testing arguments, or finding weaknesses. Implements Hegelian refinement enhanced with interleaved multi-domain evaluation and convergent synthesis.
- ▌ form-cro · jarbitechture bundleWhen the user wants to optimize any form that is NOT signup/registration — including lead capture forms, contact forms, demo request forms, application forms, survey forms, or checkout forms. Also use when the user mentions "form optimization," "lead form conversions," "form friction," "form fields," "form completion rate," or "contact form." For signup/registration forms, see signup-flow-cro. For popups containing forms, see popup-cro.
- ▌ generate · jarbitechture bundleGenerate Playwright tests. Use when user says "write tests", "generate tests", "add tests for", "test this component", "e2e test", "create test for", "test this page", or "test this feature".
- ▌ grill-me · jarbitechtureInterview the user with 10-15 targeted questions BEFORE building anything, then confirm a short spec, then build. Use this skill whenever the user asks Claude to build, create, make, code, design, draft, or generate anything non-trivial — an app, website, script, tool, document, presentation, campaign, plan, or system — even if the request looks detailed enough to start immediately. Especially trigger on vague one-line build requests like "make me a dashboard" or "build an app for my gym". Do NOT use for pure questions, explanations, debugging existing code, tiny edits, or reformatting.
- ▌ imagegen · jarbitechture bundleUse when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or replacement, transparent background, product shots, concept art, covers, or batch variants); run the bundled CLI (`scripts/image_gen.py`) and require `OPENAI_API_KEY` for live calls.
- ▌ obsidian · jarbitechture bundleThis skill should be used when working with Obsidian files including .md notes with wikilinks/callouts/properties, .base database views with filters/formulas, or .canvas visual diagrams. Routes to specialized sub-skills based on file type and task context. Features self-iterative learning that improves with use.
- ▌ pipeline · jarbitechtureDetect stack and generate CI/CD pipeline configs. Usage: /pipeline <detect|generate> [options]
- ▌ refactor · jarbitechture bundleMeta-cognitive architecture optimization skill. Use when the user asks to "refactor the architecture", "optimize claude code", "evaluate components", or "run architecture audit". Also triggers automatically every 24 hours.
- ▌ remember · jarbitechtureExplicitly save important knowledge to auto-memory with timestamp and context. Use when a discovery is too important to rely on auto-capture.
- ▌ repo-rag · jarbitechtureCodebase-wide Retrieval-Augmented Generation for deep code understanding. Use when: (1) Answering questions about large codebases by searching across all files, (2) Finding related code patterns, implementations, or dependencies across a project, (3) Building context from multiple files before making changes, (4) Understanding how a feature works end-to-end across the codebase, (5) Tracing data flow through multiple modules
- ▌ research · jarbitechture bundleMulti-source comprehensive research using perplexity-researcher, claude-researcher, and gemini-researcher agents. Three modes - Quick (3 agents), Standard (9 agents), Extensive (24 agents with be-creative skill). USE WHEN user says 'do research', 'quick research', 'extensive research', 'find information about', 'investigate', 'analyze trends', 'current events', or any research-related request.
- ▌ tapestry · jarbitechtureUnified content extraction and action planning. Use when user says `tapestry [URL]`, `weave [URL]`, `help me plan [URL]`, `extract and plan [URL]`, `make this actionable [URL]`, or similar phrases indicating they want to extract content and create an action plan. Automatically detects content type (YouTube video, article, PDF) and processes accordingly.
- ▌ testrail · jarbitechtureSync tests with TestRail. Use when user mentions "testrail", "test management", "test cases", "test run", "sync test cases", "push results to testrail", or "import from testrail".
- ▌ the-fool · jarbitechture bundleUse when challenging ideas, plans, decisions, or proposals using structured critical reasoning. Invoke to play devil's advocate, run a pre-mortem, red team, or audit evidence and assumptions.
- ▌ the-team · jarbitechtureRun three agents as a newsroom — a Writer, an Editor, and a Fact-checker — that draft, critique, and verify in parallel and argue until the writing survives with zero flags. This is the level above a single self-review loop, for the pieces that matter most. Best run in Claude Cowork against the user's files. Use for high-stakes writing the user wants bulletproof: a newsletter, a launch post, a client email, a public announcement. Trigger whenever the user says 'run the team', 'use the swarm', 'writer editor fact-checker', 'spawn agents to work on this', or wants the strongest possible version of a piece. For a lighter single-agent loop, use red-pen instead.
- ▌ benchmark · jarbitechturePerformance baseline measurement and regression detection. Use when measuring perf before/after a PR, setting up baselines, investigating "feels slow" reports, validating launch performance targets, or comparing your stack against alternatives.
- ▌ blueprint · jarbitechtureTurn a one-line objective into a step-by-step construction plan for multi-session, multi-agent engineering projects. Each step has a self-contained context brief so a fresh agent can execute it cold. Includes adversarial review gate, dependency graph, parallel step detection, anti-pattern catalog, and plan mutation protocol. TRIGGER when: user requests a plan, blueprint, or roadmap for a complex multi-PR task, or describes work that needs multiple sessions. DO NOT TRIGGER when: task is completable in a single PR or fewer than 3 tool calls, or user says "just do it".
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- ▌ changelog · jarbitechtureGenerate changelogs from git history and validate conventional commits. Usage: /changelog <generate|lint> [options]
- ▌ component · jarbitechture bundleGenerate syntactically correct Claude Code configuration components (commands, subagents, skills, output styles) with optimal cross-component integration. Triggers on requests to create slash commands, agents, subagents, skills, output styles, Claude Code plugins, agentic workflows, or multi-agent pipelines. Ensures parameter validity per component type and semantic coherence across component references.
- ▌ crosspost · jarbitechture bundleMulti-platform content distribution across X, LinkedIn, Threads, and Bluesky. Adapts content per platform using content-engine patterns. Never posts identical content cross-platform. Use when the user wants to distribute content across social platforms.
- ▌ dspy-code · jarbitechture bundleSpecialized AI assistant for DSPy development with deep knowledge of predictors, optimizers, adapters, and GEPA integration. Provides session management, codebase indexing, and command-based workflows.
- ▌ gh-fix-ci · jarbitechture bundleUse when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use `gh` to inspect checks and logs, summarize failure context, draft a fix plan, and implement only after explicit approval. Treat external providers (for example Buildkite) as out of scope and report only the details URL.
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- ▌ prompting · jarbitechture bundlePrompt engineering standards and context engineering principles for AI agents based on Anthropic best practices. Covers clarity, structure, progressive discovery, and optimization for signal-to-noise ratio.
- ▌ senior-qa · jarbitechture bundleGenerates unit tests, integration tests, and E2E tests for React/Next.js applications. Scans components to create Jest + React Testing Library test stubs, analyzes Istanbul/LCOV coverage reports to surface gaps, scaffolds Playwright test files from Next.js routes, mocks API calls with MSW, creates test fixtures, and configures test runners. Use when the user asks to "generate tests", "write unit tests", "analyze test coverage", "scaffold E2E tests", "set up Playwright", "configure Jest", "implement testing patterns", or "improve test quality".
- ▌ starlette · jarbitechture bundleStarlette 1.0 ASGI framework reference with working code examples for every feature. Use this skill whenever writing Starlette applications, building ASGI middleware, working with FastAPI internals, or writing async Python web services. Also trigger when the user mentions Starlette, ASGI, or needs help with routing, WebSockets, middleware, lifespan handlers, or test clients in the Starlette ecosystem — even if they don't name Starlette explicitly but are clearly working with it (e.g., importing from starlette.*, using TestClient with httpx, or writing ASGI scope/ receive/send functions). Covers the 1.0 API exclusively — all deprecated 0.x patterns have been removed.
- ▌ suno-song · jarbitechture bundleTransform diverse inputs (YouTube videos/audio, existing Suno songs, raw lyrics, audio files, or conversational ideas) into highly optimized Suno V5 custom song generation prompts with intelligent character optimization (5000 lyrics, 1000 style limits), proven metatag reliability, V5-enhanced emotion tags, and template-based best practices. Use when user wants to create music with Suno, provides content for song generation, or needs help crafting effective V5 prompts.
- ▌ tech-debt · jarbitechtureScan, prioritize, and report technical debt. Usage: /tech-debt <scan|prioritize|report> [options]
- ▌ ultrawork · jarbitechture bundleMetasuperhypergraph orchestrator with fractal scale-invariant recursion. Activates maximum performance mode through renormalization-group optimization, power-law resource allocation, and homoiconic self-improvement. Triggers on "ultrawork", complex multi-domain tasks, or when parallelization/delegation yields superlinear returns.
- ▌ uv-python · jarbitechtureuv Python package manager — fast pip/venv replacement. Use when creating virtual environments, installing packages, managing dependencies, or running Python scripts with uv.
- ▌ agent-eval · jarbitechtureHead-to-head comparison of coding agents (Claude Code, Aider, Codex, etc.) on custom tasks with pass rate, cost, time, and consistency metrics
- ▌ api-design · jarbitechtureSystematic API design methodology with 6 validated patterns covering parameter categorization, safe refactoring, audit-first approach, automated validation, quality gates, and example-driven documentation. Use when designing new APIs, improving API consistency, implementing breaking change policies, or building API quality enforcement. Provides deterministic decision trees (5-tier parameter system), validation tool architecture, pre-commit hook patterns. Validated with 82.5% cross-domain transferability, 37.5% efficiency gains through audit-first refactoring.
- ▌ bmad-skill · jarbitechture bundleThis skill should be used when working with BMAD (BMad-CORE) v6-alpha projects. BMAD is a universal human-AI collaboration platform with specialized modules for software development (BMM), agent building (BMB), creative intelligence (CIS), and project management (BMD). Use this skill to understand agent workflows, command patterns, scale-adaptive methodology, and effective utilization of the four-phase development system.
- ▌ claude-api · jarbitechture bundleAnthropic Claude API patterns for Python and TypeScript. Covers Messages API, streaming, tool use, vision, extended thinking, batches, prompt caching, and Claude Agent SDK. Use when building applications with the Claude API or Anthropic SDKs.
- ▌ cli-router · jarbitechtureRoutes tasks to locally installed CLI tools using semantic matching. Triggers on tasks requiring shell commands, file operations, code search, data processing, visualization, or external tool invocation. Uses cli-index for semantic routing.
- ▌ company-os · jarbitechture bundleThe meta-framework for how a company runs — the connective tissue between all C-suite roles. Covers operating system selection (EOS, Scaling Up, OKR-native, hybrid), accountability charts, scorecards, meeting pulse, issue resolution, and 90-day rocks. Use when setting up company operations, selecting a management framework, designing meeting rhythms, building accountability systems, implementing OKRs, or when user mentions EOS, Scaling Up, operating system, L10 meetings, rocks, scorecard, accountability chart, or quarterly planning.
- ▌ cs-onboard · jarbitechture bundleFounder onboarding interview that captures company context across 7 dimensions. Invoke with /cs:setup for initial interview or /cs:update for quarterly refresh. Generates ~/.claude/company-context.md used by all C-suite advisor skills.