do-knowledge-studio

Retrieve semantically relevant past learnings and analysis outputs using the csm CLI (HDC encoder with hybrid BM25 retrieval)

Execute tests, analyze results, and diagnose failures across any testing framework. Use when running test suites, debugging failing tests, or configuring CI/CD testing pipelines.

Use this skill for Turso (LibSQL/Limbo) database development, including scaffolding, querying, migrations, and maintenance. Supports vector search, full-text search, CDC, MVCC, encryption, and bidirectional remote sync. Use when working with Turso SDKs for JavaScript, Rust, Python, Go, and React Native. Provides current API guidance to avoid stale "libsql" legacy knowledge.

Atomic git workflow - validates, commits, pushes, creates PR, and verifies CI with zero-warnings policy. Orchestrates complete code submission as state machine with rollback on failure.

Automated code review with PR analysis, change summaries, and quality checks. Use for reviewing pull requests, generating review comments, checking against best practices, and identifying potential issues. Includes style guide compliance, security issue detection, and review automation.

Unified atomic git workflow with GitHub integration - commits all changes, checks GitHub issues, creates PR, validates all Actions pass including pre-existing, uses swarm coordination with web research on failures. Post-merge validation of all files and docs.

Self-learning fix loop - commit, push, monitor CI, auto-fix failures using swarm agents with skills on demand, loop until all checks pass.

Use when the user wants to design, redesign, shape, critique, audit, polish, clarify, distill, harden, optimize, adapt, animate, colorize, extract, or otherwise improve a frontend interface. Covers websites, landing pages, dashboards, product UI, app shells, components, forms, settings, onboarding, and empty states. Handles UX review, visual hierarchy, information architecture, cognitive load, accessibility, performance, responsive behavior, theming, anti-patterns, typography, fonts, spacing, layout, alignment, color, motion, micro-interactions, UX copy, error states, edge cases, i18n, and reusable design systems or tokens. Also use for bland designs that need to become bolder or more delightful, loud designs that should become quieter, live browser iteration on UI elements, or ambitious visual effects that should feel technically extraordinary. Not for backend-only or non-UI tasks.

Suppress false positive or pre-existing issues from static analysis tools on PRs. Use when Codacy, DeepSource, or ESLint blocks a PR with inline review comments that are false positives, pre-existing (not introduced by the diff), or config-level noise (e.g., Qwik-specific Biome rules in a React project). Covers all suppression methods: code-level fixes, eslint-disable comments, config changes (.codacy.yml, .deepsource.toml), and admin merge override.

Use Codacy static analysis CLIs to query PR analysis, triage issues, suppress false positives, and run local analysis. Trigger when Codacy blocks a PR, CI quality gate fails, asked to fix/suppress Codacy issues, query PR quality data, or integrate Codacy into agent workflows. Also trigger on "Codacy is failing", "static analysis check", "code quality gate", "Codacy check blocked", "Codacy findings", "Codacy issues", "suppress Codacy", "Codacy reanalysis", "fix Codacy", "Codacy PR", "code review quality gate".

Extract non-obvious session learnings into scoped AGENTS.md files

Create AGENTS.md files with production-ready best practices. Use when creating new AGENTS.md or implementing quality gates.

Autonomous Jules Delegator skill for delegating complex, multi-file tasks to a persistent repository-aware session.

Interact with Forgejo/Codeberg repositories via the REST API — read or write files, manage issues, create pull requests, list branches/tags, search repos, and automate CI/CD workflows. Use this skill when the user wants to: read file contents from a Forgejo repo, create or update files, manage issues (create, list, close), list repositories for a user, search, set up Forgejo Actions workflows, or automate any git-forge operation. Works without authentication for public repos; requires FORGEJO_TOKEN for private repos and write operations.

Repository-aware implementation agent that handles delta-based targeted research, code generation, and validation of Stitch-rendered designs.

Headless Stitch CLI / MCP skill for automated UI/UX design and rendering. Orchestrates responsive layouts across all breakpoints (mobile, tablet, desktop, large screens) with zero-overlap navigation and atomic design exports.

Automate complex code migrations and refactorings with safety patterns. Use when upgrading dependencies, migrating frameworks (React class→hooks, Flask→FastAPI), modernizing languages (Python 2→3), or performing large-scale refactories. Includes breaking change analysis, automated fix application, rollback strategies, and cross-file dependency tracking.

Guidelines for ensuring chat functionality prioritizes local data and respects privacy.

Swarm-powered UI/UX prompt optimizer with auto-research agents, handoff coordination, confidence-scored autoresearch loops, and backpressure quality gates. Use for web apps, mobile apps, games, dashboards, SaaS, e-commerce, kiosks, and any screen-based product.

Maintain high data quality and schema adherence within the knowledge studio.

Audit web applications for WCAG 2.2 compliance, screen reader compatibility, keyboard navigation, and color contrast. Triggers on "accessibility audit", "a11y check", "WCAG compliance", "screen reader test", "keyboard navigation", "color contrast check", "ARIA validation", "wcag", " Section 508", "ADA compliance".

Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data from a page", "test this web app", "login to a site", "automate browser actions", or any task requiring programmatic web interaction.

Coordinate multiple agents for software development across any language. Use for parallel execution of independent tasks, sequential chains with dependencies, swarm analysis from multiple perspectives, or iterative refinement loops. Handles Python, JavaScript, Java, Go, Rust, C#, and other languages.

Apply this skill whenever the user wants to audit, fix, redesign, write, or review UI, UX, copy, or text to avoid the generic "AI slop" aesthetic of 2025–2026. Triggers include: "make this feel less AI", "this looks too generic", "avoid AI clichés", "audit my copy", "anti-pattern review", "humanize this", "this feels soulless", "too corporate", "fix the UX writing", "why does this feel like ChatGPT made it", "anti-design", "brutalist", "raw", "intentional", "authentic", "distinctive", "not like every other AI app", "responsive", "mobile", "tablet", "desktop". Also trigger when producing new UI, copy, or UX flows and the user cares about quality and distinctiveness. Always verify mobile, tablet, and desktop views for proper navigation and layout. This skill is your checklist, diagnostic tool, and creative brief for everything that makes design feel human, considered, and real in 2026.

Design and document RESTful APIs using design-first principles with OpenAPI specifications. Use when users ask to 'design an API', 'create API spec', 'REST API', 'OpenAPI', 'Swagger', or 'API documentation'. Trigger on API design tasks, endpoint planning, request/response modeling, or API versioning discussions.

Generate or update a project architecture SVG diagram by scanning the live project structure. Use this skill whenever the user asks to regenerate, refresh, or update the architecture diagram, or when skills, agents, or commands have been added/removed and the diagram is stale. Triggers on phrases like "update the diagram", "regenerate the architecture SVG", "sync the diagram", or "diagram is out of date".

Design and implement CI/CD pipelines with GitHub Actions, GitLab CI, and Forgejo Actions. Use for automated testing, deployment strategies (blue-green, canary), security scanning, and multi-environment workflows. Includes pipeline optimization, secrets management, and failure handling patterns.

Structure Worker API routes and handlers. Activate for route definition, response helpers, and typed handler patterns. Auth belongs to secure-invite-and-access.

Review and improve code quality across any programming language. Use when conducting code reviews, refactoring for best practices, identifying code smells, or improving maintainability.

Database design, migration, and DevOps automation with safety patterns. Use for schema design, migration planning, query optimization, multi-database orchestration, and Infrastructure-as-Code. Includes rollback strategies, performance analysis, and cross-database synchronization.

Design database schema and write migrations. Activate for table design, migration scripts, or schema changes. Generic pattern adaptable to any SQL database.

Python resolver for URLs and queries into compact, LLM-ready markdown. Uses progressive free-first cascade with quality scoring, circuit breakers, layered routing memory, trace-based evaluation, and agent-friendly docs validation. Use when fetching documentation, resolving web URLs, or building context from web sources.

Lightweight git hook integration for updating agents-docs with minimal tokens. Triggered on commit/merge events to sync documentation.

Implement resilient document rendering and annotation anchoring. Activate for reader-core, TOC, locator, or highlight anchoring changes. Generic pattern applicable to EPUB, PDF, or any document format.

Systematically explore and test a web application to find bugs, UX issues, and other problems. Use when asked to "dogfood", "QA", "exploratory test", "find issues", "bug hunt", "test this app/site/platform", or review the quality of a web application. Produces a structured report with full reproduction evidence.

Create human-focused GitHub README.md files with 2026 best practices. Use when creating new projects, improving documentation, adding quick start guides, writing contribution guidelines, or making repositories more discoverable and user-friendly.

Complete GitHub workflow automation - push, create branch/PR, monitor Actions with pre-existing issue detection, auto-merge/rebase when checks pass. Handles the full git→GitHub→merge lifecycle.

Invoke for complex multi-step tasks requiring intelligent planning and multi-agent coordination. Use when tasks need decomposition, dependency mapping, parallel/sequential/swarm/iterative execution strategies, or coordination of multiple specialized agents with quality gates.

Classify user intents and route to appropriate skills, commands, or workflows. Use when determining which skill to invoke, routing requests to specialized agents, or building skill selection logic. Trigger on 'which skill should I use', 'route this to', 'classify this request', 'skill selection', or when multiple skills could handle a task.

Execute iterative refinement workflows with validation loops until quality criteria are met. Use for test-fix cycles, code quality improvement, performance optimization, or any task requiring repeated action-validate-improve cycles.