hybridlabor-api
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- ▌ Submission QA 2 · hybridlabor-apiVerification methodology and gate checklist for the tdmcp Connectors Directory submission — run the docs build, build and inspect the .mcpb bundle, sweep for stale .dxt references, and cross-check the form-answer draft against the real requirements. Use to validate the submission package before a human submits, by executing commands and quoting evidence, not by trusting that work was done.
- ▌ Td Feature QA 2 · hybridlabor-apiQuality-assure integrated tdmcp features: run the four PR gates + recipe/bridge tests, cross-boundary coherence checks (tool schema↔CLI↔docs↔registry, operator↔createable, bridge↔client), and live TouchDesigner validation (preview + post-cook error check) when the bridge is reachable. Use when validating/QA-ing/testing tdmcp tools, checking a feature actually cooks in TD, verifying CLI matches a tool, or gating a release.
- ▌ Tdmcp Pipeline 2 · hybridlabor-apiOrchestrates the tdmcp feature team end-to-end: design/wireframe → build → integrate → QA → release. Use whenever the user wants to build, implement, develop, ship, or add one or more tdmcp features/tools/effects/controls/AI-prompts for TouchDesigner, or to run them through a coordinated design→develop→QA→deploy pipeline. Also use for follow-ups: re-run, continue, update, fix, or improve a feature/batch, ship the next version, or rebuild just one part of a previous run. Single feature or a whole batch.
- ▌ Td Feature Build 2 · hybridlabor-apiImplement ONE tdmcp tool from a spec — the canonical file pattern (Zod schema + …Impl + register… ToolRegistrar), a bridge Python payload via buildPayloadScript, and an offline msw unit test — touching only new files, never shared registries. Use when coding/implementing/writing a tdmcp tool, generator, effect, control, CHOP/TOP/SOP builder, or Python bridge work, especially when several features are built in parallel.
- ▌ Td Feature Survey 2 · hybridlabor-apiSurvey one surface of tdmcp (artist controls, library/packaging, CLI/DX, AI/LLM, or TouchDesigner depth) for candidate NEW features — inventory what exists, cross-check the roadmap, apply the gap-finding lenses, vet each idea, and emit a structured, novelty- and confidence-labelled candidate list to _workspace/discovery/. Use when a td-surveyor agent is scouting a surface during the feature-discovery harness.
- ▌ Tdmcp Tool Builder 2 · hybridlabor-apiHow to author one new tdmcp MCP tool the house way — the file shape (XImpl + registerX), the Python-bridge pattern (buildPayloadScript/parsePythonReport over executePythonScript), the result helpers (errorResult/guardTd/jsonResult/structuredResult), fail-forward error handling, ESM/.js + Biome style, and the offline msw unit test that proves it. Load this whenever building, extending, reviewing, or testing a tdmcp tool file under src/tools/** (and its test under tests/unit/**). Use it for every Phase-13 / v0.5.0 feature-build tool and any re-run after a gate failure.
- ▌ Tdmcp Quality Audit 2 · hybridlabor-apiRun or maintain the full tdmcp repo quality-audit team: command sweeps, all package/Makefile/CI gates, security review, usability/flow review, refactor/test-gap analysis, coverage hardening, QA, and follow-up fix waves. Use whenever the user asks for a complete audit, improve repo/code quality, test all commands, find security/usability failures, refactor debt, add missing tests, re-run the audit, continue a previous quality wave, or verify the repo is ready.
- ▌ Td Feature Integrate 2 · hybridlabor-apiWire builders' isolated tdmcp tool files into the shared registries, CLI, and docs as a single writer, conflict-safe, and confirm a green typecheck + build. Use when integrating/wiring/registering new tdmcp tools, adding their CLI commands, resolving build breaks after parallel feature work, or merging several builders' files into the registry without conflicts.
- ▌ Tdmcp Bridge Endpoint 2 · hybridlabor-apiBuild a tdmcp TouchDesigner-bridge vertical slice the house way — promote an op from /api/exec to a first-class REST endpoint (e.g. POST /api/connect, GET /api/logs, node_detail flags), add its typed method in src/td-client/touchDesignerClient.ts, its Zod envelope in src/td-client/validators.ts, rewire the tool(s) to prefer the endpoint with an exec fallback, and write py_compile + td/tests unittest + offline msw client tests. Use when adding/changing a bridge REST endpoint, editing td/, extending node_detail/get_bridge_logs, promoting connect/disconnect/param-modes/DAT-text off exec, or doing any exec→REST work — especially the td-depth bridge-robustness backlog. Honors probe-live discipline when TouchDesigner is offline.
- ▌ Tdmcp Coverage Writer 2 · hybridlabor-apiWrite focused tdmcp tests for one assigned coverage gap. Use for Vitest/msw unit tests, integration tests, bridge tests, CLI/config/resource tests, and regression tests that should raise coverage without weakening behavior.
- ▌ Tdmcp Backlog Campaign 2 · hybridlabor-apiDrive a whole tdmcp feature BACKLOG to completion as resumable, wave-by-wave releases — the campaign layer ABOVE tdmcp-pipeline/tdmcp-feature-lead. Use whenever the user wants to implement an ENTIRE backlog or discovery file (e.g. _workspace/discovery*/FEATURE_BACKLOG*.md), 'all the features', many features across multiple releases, or a long autonomous build campaign, AND for every follow-up: continue/resume the campaign, run the next wave, re-run a failed wave, fold in QA results, or check campaign status. Backed by a ledger.json so re-running is idempotent (skips shipped work, resumes interrupted work) and resilient (retry-once then quarantine-and-continue). For a SINGLE feature or one small batch, use tdmcp-pipeline instead; this skill is for the whole ledger.
- ▌ Tdmcp Kinect Wall Harp 2 · hybridlabor-apiOrchestrates the dedicated Kinect wall harp implementation team. Use whenever the user asks to build, implement, continue, fix, QA, document, or ship the Kinect wall harp, Kinect v2 wall-depth harp, FreenectTD depth-blob hand tracking, projected wall strings, pluck synth harp, or this feature's Layer 1 tool/recipe/docs. Use this before the generic tdmcp-pipeline for this feature.
- ▌ Vitepress Bilingual Page 2 · hybridlabor-apiHow to add a page to the tdmcp VitePress docs site so it builds, gets a clean URL, and lands in the right nav — including the repo's partial-translation convention (only the artist guide is EN+PT; reference/legal pages are English). Use when authoring the privacy policy or any new docs page for tdmcp.
- ▌ Tdmcp Implementation Learning 2 · hybridlabor-apiStudy a merged or shipped tdmcp implementation and extract reusable learnings: code improvements, runtime/UX lessons, test gaps, docs updates, roadmap items, and harness changes. Use when the user asks to learn from a completed feature/project/PR/build, analyze what can be improved from an implementation, or turn a real installation experience into actionable tdmcp improvements. This is a post-implementation learning harness; it does not replace tdmcp-pipeline for building or tdmcp-quality-audit for broad repo audits.
- ▌ Touchdesigner Self Debug 2 · hybridlabor-apiA generic workflow for self-starting TouchDesigner via computer-use (or an already-running instance), loading mcp_webserver_base.tox, and verifying any TD-side Python change (td/modules/**) directly from the Textport — reading back real TD runtime values and reconciling them. Use after changing TD-side code in the touchdesigner-mcp repo when E2E verification on a real TD is needed, or when told to "start TD and check," "verify on the actual machine," or "import and run the .tox." Includes the shortcut of calling api_service directly, bypassing the HTTP WebServer / OpenAPI schema.
- ▌ Touchdesigner Self Debug · hybridlabor-apiA generic workflow for self-starting TouchDesigner via computer-use (or an already-running instance), loading mcp_webserver_base.tox, and verifying any TD-side Python change (td/modules/**) directly from the Textport — reading back real TD runtime values and reconciling them. Use after changing TD-side code in the touchdesigner-mcp repo when E2E verification on a real TD is needed, or when told to "start TD and check," "verify on the actual machine," or "import and run the .tox." Includes the shortcut of calling api_service directly, bypassing the HTTP WebServer / OpenAPI schema.
- ▌ SEO · hybridlabor-api bundleRun a broad SEO audit across technical SEO, on-page SEO, schema, sitemaps, content quality, AI search readiness, and GEO. Use as the umbrella skill when the user asks for a full SEO analysis or strategy.
- ▌ Tmux · hybridlabor-apiExpert tmux session, window, and pane management for terminal multiplexing, persistent remote workflows, and shell scripting automation.
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- ▌ Github · hybridlabor-api bundleUse the `gh` CLI for issues, pull requests, Actions runs, and GitHub API queries.
- ▌ Readme · hybridlabor-apiYou are an expert technical writer creating comprehensive project documentation. Your goal is to write a README.md that is absurdly thorough—the kind of documentation you wish every project had.
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- ▌ Remotion · hybridlabor-apiGenerate walkthrough videos from Stitch projects using Remotion with smooth transitions, zooming, and text overlays
- ▌ Prototype · hybridlabor-api bundleBuild a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels right, or explore what a UI should look like.
- ▌ SEO Audit · hybridlabor-apiDiagnose and audit SEO issues affecting crawlability, indexation, rankings, and organic performance.
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- ▌ Bash Linux · hybridlabor-apiBash/Linux terminal patterns. Critical commands, piping, error handling, scripting. Use when working on macOS or Linux systems.
- ▌ Clean Code · hybridlabor-apiThis skill embodies the principles of "Clean Code" by Robert C. Martin (Uncle Bob). Use it to transform "code that works" into "code that is clean."
- ▌ Golang Pro · hybridlabor-apiMaster Go 1.21+ with modern patterns, advanced concurrency, performance optimization, and production-ready microservices.
- ▌ Postgresql · hybridlabor-apiDesign a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features
- ▌ Python Pro · hybridlabor-apiMaster Python 3.12+ with modern features, async programming, performance optimization, and production-ready practices. Expert in the latest Python ecosystem including uv, ruff, pydantic, and FastAPI.
- ▌ Using Neon · hybridlabor-apiNeon is a serverless Postgres platform that separates compute and storage to offer autoscaling, branching, instant restore, and scale-to-zero. It's fully compatible with Postgres and works with any language, framework, or ORM that supports Postgres.
- ▌ API Patterns · hybridlabor-api bundleAPI design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.
- ▌ Os Scripting · hybridlabor-apiOperating system and shell scripting troubleshooting workflow for Linux, macOS, and Windows. Covers bash scripting, system administration, debugging, and automation.
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- ▌ Tdd Workflow · hybridlabor-apiTest-Driven Development workflow principles. RED-GREEN-REFACTOR cycle.
- ▌ Brainstorming · hybridlabor-apiUse before creative or constructive work (features, architecture, behavior). Transforms vague ideas into validated designs through disciplined reasoning and collaboration.
- ▌ Deep Research · hybridlabor-apiRun autonomous research tasks that plan, search, read, and synthesize information into comprehensive reports.
- ▌ Documentation · hybridlabor-apiDocumentation generation workflow covering API docs, architecture docs, README files, code comments, and technical writing.
- ▌ Git Pr Review · hybridlabor-apiGenerate a concise and structured PR description from commit history with minimal token usage
- ▌ Go Playwright · hybridlabor-api bundleExpert capability for robust, stealthy, and efficient browser automation using Playwright Go.
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- ▌ SEO Technical · hybridlabor-apiAudit technical SEO across crawlability, indexability, security, URLs, mobile, Core Web Vitals, structured data, JavaScript rendering, and related platform signals like robots.txt and AI crawler access.
- ▌ Simplify Code · hybridlabor-apiReview a diff for clarity and safe simplifications, then optionally apply low-risk fixes.
- ▌ Writing Plans · hybridlabor-apiUse when you have a spec or requirements for a multi-step task, before touching code
- ▌ Database Design · hybridlabor-api bundleDatabase design principles and decision-making. Schema design, indexing strategy, ORM selection, serverless databases.
- ▌ Executing Plans · hybridlabor-apiUse when you have a written implementation plan to execute in a separate session with review checkpoints
- ▌ Posix Shell Pro · hybridlabor-apiExpert in strict POSIX sh scripting for maximum portability across Unix-like systems. Specializes in shell scripts that run on any POSIX-compliant shell (dash, ash, sh, bash --posix).
- ▌ Prompt Engineer · hybridlabor-api bundleTransforms user prompts into optimized prompts using frameworks (RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR, SOAP, CLEAR, GROW)
- ▌ Python Patterns · hybridlabor-apiPython development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.
- ▌ Mcpb Bundle 2 · hybridlabor-apiHow to migrate the tdmcp Claude Desktop bundle from legacy .dxt to .mcpb (MCP Bundle) and keep it building — covers the manifest schema (verify against the installed packer, never hardcode), the build-dxt.mjs packer/zip-fallback flow, the npm scripts, and the full .dxt→.mcpb reference sweep across docs and scripts. Use when packaging or migrating the tdmcp desktop bundle.
- ▌ Concise Planning · hybridlabor-apiUse when a user asks for a plan for a coding task, to generate a clear, actionable, and atomic checklist.
- ▌ Geo Fundamentals · hybridlabor-api bundleGenerative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
- ▌ Playwright Skill · hybridlabor-api bundleGeneral-purpose browser automation skill. Use when a task needs custom Playwright code — end-to-end testing, scraping a JS-rendered page, or driving a browser interactively — executed via this skill's universal executor rather than a one-off script.
- ▌ Programmatic SEO · hybridlabor-apiDesign and evaluate programmatic SEO strategies for creating SEO-driven pages at scale using templates and structured data.
- ▌ Senior Fullstack · hybridlabor-api bundleComplete toolkit for senior fullstack with modern tools and best practices.
- ▌ Slack Automation · hybridlabor-apiAutomate Slack workspace operations including messaging, search, channel management, and reaction workflows through Composio's Slack toolkit.
- ▌ Zustand Store TS · hybridlabor-apiCreate Zustand stores following established patterns with proper TypeScript types and middleware.
- ▌ Firecrawl Map · hybridlabor-apiDiscover and list all URLs on a website, with optional search filtering. Use this skill when the user wants to find a specific page on a large site, list all URLs, see the site structure, find where something is on a domain, or says "map the site", "find the URL for", "what pages are on", or "list all pages". Essential when the user knows which site but not which exact page.
- ▌ Notion Automation · hybridlabor-apiAutomate Notion tasks via Rube MCP (Composio): pages, databases, blocks, comments, users. Always search tools first for current schemas.
- ▌ Obsidian Markdown · hybridlabor-api bundleCreate and edit Obsidian Flavored Markdown with wikilinks, embeds, callouts, properties, and other Obsidian-specific syntax. Use when working with .md files in Obsidian, or when the user mentions wikilinks, callouts, frontmatter, tags, embeds, or Obsidian notes.
- ▌ Turborepo Caching · hybridlabor-apiConfigure Turborepo for efficient monorepo builds with local and remote caching. Use when setting up Turborepo, optimizing build pipelines, or implementing distributed caching.
- ▌ Agent Tool Builder · hybridlabor-apiTools are how AI agents interact with the world. A well-designed
- ▌ Drizzle Orm Expert · hybridlabor-apiExpert in Drizzle ORM for TypeScript — schema design, relational queries, migrations, and serverless database integration. Use when building type-safe database layers with Drizzle.
- ▌ RAG Implementation · hybridlabor-apiRAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and retrieval optimization.
- ▌ Firecrawl Agent · hybridlabor-apiAI-powered autonomous data extraction that navigates complex sites and returns structured JSON. Use this skill when the user wants structured data from websites, needs to extract pricing tiers, product listings, directory entries, or any data as JSON with a schema. Triggers on "extract structured data", "get all the products", "pull pricing info", "extract as JSON", or when the user provides a JSON schema for website data. More powerful than simple scraping for multi-page structured extraction.
- ▌ Firecrawl Crawl · hybridlabor-apiBulk extract content from an entire website or site section. Use this skill when the user wants to crawl a site, extract all pages from a docs section, bulk-scrape multiple pages following links, or says "crawl", "get all the pages", "extract everything under /docs", "bulk extract", or needs content from many pages on the same site. Handles depth limits, path filtering, and concurrent extraction.
- ▌ Monorepo Management · hybridlabor-api bundleBuild efficient, scalable monorepos that enable code sharing, consistent tooling, and atomic changes across multiple packages and applications.
- ▌ Planning With Files · hybridlabor-api bundleWork like Manus: Use persistent markdown files as your "working memory on disk."
- ▌ Wcag Audit Patterns · hybridlabor-api bundleComprehensive guide to auditing web content against WCAG 2.2 guidelines with actionable remediation strategies.
- ▌ Firecrawl Scrape · hybridlabor-apiExtract clean markdown from any URL, including JavaScript-rendered SPAs. Use this skill whenever the user provides a URL and wants its content, says "scrape", "grab", "fetch", "pull", "get the page", "extract from this URL", or "read this webpage". Handles JS-rendered pages, multiple concurrent URLs, and returns LLM-optimized markdown. Use this instead of WebFetch for any webpage content extraction.
- ▌ Firecrawl Search · hybridlabor-apiWeb search with full page content extraction. Use this skill whenever the user asks to search the web, find articles, research a topic, look something up, find recent news, discover sources, or says "search for", "find me", "look up", "what are people saying about", or "find articles about". Returns real search results with optional full-page markdown — not just snippets. Provides capabilities beyond Claude's built-in WebSearch.
- ▌ AI Agent Development · hybridlabor-apiAI agent development workflow for building autonomous agents, multi-agent systems, and agent orchestration with CrewAI, LangGraph, and custom agents.
- ▌ Systematic Debugging · hybridlabor-api bundleUse when encountering any bug, test failure, or unexpected behavior, before proposing fixes
- ▌ Tdmcp Submission 2 · hybridlabor-apiOrchestrates the tdmcp Anthropic Connectors Directory (Desktop Extension / MCPB) submission prep — designs the package, writes the privacy page, migrates .dxt→.mcpb, drafts all form answers, and QAs the result. Use for ANY work on the tdmcp directory/marketplace submission, including re-runs after a rejection ("update the submission", "redo the form answers", "re-migrate the bundle", "fix the privacy page", "the directory rejected us"). Drives a 4-agent pipeline (architect → docs-author ∥ bundle-engineer → QA).
- ▌ API Design Principles · hybridlabor-api bundleMaster REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers and stand the test of time.
- ▌ Apify Lead Generation · hybridlabor-api bundleScrape leads from multiple platforms using Apify Actors.
- ▌ LLM Structured Output · hybridlabor-apiGet reliable JSON, enums, and typed objects from LLMs using response_format, tool_use, and schema-constrained decoding across OpenAI, Anthropic, and Google APIs.
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- ▌ Nextjs Best Practices · hybridlabor-apiNext.js App Router principles. Server Components, data fetching, routing patterns.
- ▌ Software Architecture · hybridlabor-apiGuide for quality focused software architecture. This skill should be used when users want to write code, design architecture, analyze code, in any case that relates to software development.
- ▌ Firecrawl Download · hybridlabor-apiDownload an entire website as local files — markdown, screenshots, or multiple formats per page. Use this skill when the user wants to save a site locally, download documentation for offline use, bulk-save pages as files, or says "download the site", "save as local files", "offline copy", "download all the docs", or "save for reference". Combines site mapping and scraping into organized local directories.
- ▌ Firecrawl Interact · hybridlabor-apiControl and interact with a live browser session on any scraped page — click buttons, fill forms, navigate flows, and extract data using natural language prompts or code. Use when the user needs to interact with a webpage beyond simple scraping: logging into a site, submitting forms, clicking through pagination, handling infinite scroll, navigating multi-step checkout or wizard flows, or when a regular scrape failed because content is behind JavaScript interaction. Also useful for authenticated scraping via profiles. Triggers on "interact", "click", "fill out the form", "log in to", "sign in", "submit", "paginated", "next page", "infinite scroll", "interact with the page", "navigate to", "open a session", or "scrape failed".
- ▌ Td Feature Design 2 · hybridlabor-apiDesign a tdmcp feature into an implementable spec before any code is written — choose the layer, define the Zod input schema, lay out the TD network topology, plan the bridge/Python approach, sketch a UI wireframe when relevant, and list probe-first risks + the test plan. Use whenever a tdmcp feature idea needs a design/wireframe/spec, or when someone asks to plan/scope/architect a new tool, generator, effect, control, or AI prompt for the TouchDesigner MCP server.
- ▌ Apify Ultimate Scraper · hybridlabor-api bundleAI-driven data extraction from 55+ Actors across all major platforms. This skill automatically selects the best Actor for your task.
- ▌ Gemini API Integration · hybridlabor-apiUse when integrating Google Gemini API into projects. Covers model selection, multimodal inputs, streaming, function calling, and production best practices.
- ▌ Git Advanced Workflows · hybridlabor-apiMaster advanced Git techniques to maintain clean history, collaborate effectively, and recover from any situation with confidence.
- ▌ Microservices Patterns · hybridlabor-api bundleMaster microservices architecture patterns including service boundaries, inter-service communication, data management, and resilience patterns for building distributed systems.
- ▌ Td Feature Release 2 · hybridlabor-apiRelease tdmcp: write the Keep-a-Changelog entry, bump the SemVer version across every manifest, then (autonomously, per project policy) commit, tag, and push — gated on a td-qa PASS, with hard git safety rails. Use when releasing/shipping/cutting a tdmcp version, writing the CHANGELOG, bumping the version, or tagging a release.
- ▌ Go Concurrency Patterns · hybridlabor-api bundleMaster Go concurrency with goroutines, channels, sync primitives, and context. Use when building concurrent Go applications, implementing worker pools, or debugging race conditions.
- ▌ Openapi Spec Generation · hybridlabor-api bundleGenerate and maintain OpenAPI 3.1 specifications from code, design-first specs, and validation patterns. Use when creating API documentation, generating SDKs, or ensuring API contract compliance.
- ▌ Test Driven Development · hybridlabor-api bundleUse when implementing any feature or bugfix, before writing implementation code
- ▌ Tdmcp Test Coverage 2 · hybridlabor-apiOrchestrate any tdmcp test-coverage work: run the coverage harness, inspect coverage gaps, plan focused Vitest/msw or bridge tests, delegate coverage writers, verify coverage deltas, and re-run gates. Use whenever the user asks to raise coverage, add broad regression coverage, create a test harness, improve tests, re-run a coverage wave, or fix a coverage gate.
- ▌ Github Actions Templates · hybridlabor-apiProduction-ready GitHub Actions workflow patterns for testing, building, and deploying applications.
- ▌ Google Sheets Automation · hybridlabor-apiLightweight Google Sheets integration with standalone OAuth authentication. No MCP server required. Full read/write access.
- ▌ Vector Database Engineer · hybridlabor-apiExpert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation systems, and similar
- ▌ Cloudflare Workers Expert · hybridlabor-apiExpert in Cloudflare Workers and the Edge Computing ecosystem. Covers Wrangler, KV, D1, Durable Objects, and R2 storage.
- ▌ Td Feature Synthesize 2 · hybridlabor-apiConsolidate the five tdmcp surveyor reports into one prioritized FEATURE_BACKLOG.md — dedupe cross-surface overlaps, reconcile every candidate against the roadmap (NEW vs planned vs extension), rank by a selectable impact×effort weighting profile into P0/P1/P2 (high-confidence first), and emit per-surface tables + a recommended-next shortlist that hands straight to the build pipeline. Use when a td-synthesizer agent is consolidating surveys during the feature-discovery harness.
- ▌ Modern Javascript Patterns · hybridlabor-api bundleComprehensive guide for mastering modern JavaScript (ES6+) features, functional programming patterns, and best practices for writing clean, maintainable, and performant code.