Skills
100,928 packaged capabilities and playbooks for agents. Install any of them with one command.
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Comprehensive startup idea validation and market analysis tool. Use when users need to evaluate a startup idea, assess market fit, analyze competition, validate problem-solution fit, or determine market positioning. Triggers include requests to "validate my startup idea", "analyze market opportunity", "check if there's demand for", "research competition for", "evaluate business idea", or "see if my idea is viable". Provides data-driven analysis using web search, market frameworks, competitive research, and positioning recommendations
MUST be used whenever fixing test coverage for a Dune app to meet the 80% line coverage hard gate. This skill finds AND fixes coverage gaps — it configures tooling, writes missing tests, covers untested paths, and refactors code for testability. It does not just report. Triggers: test coverage, fix tests, write tests, add tests, coverage fix, 80% coverage, coverage gate, missing tests, testability, vitest coverage, jest coverage.
Cross-species gene comparison and ortholog analysis. Integrates Ensembl Compara orthologs, NCBI Gene, UniProt, OLS, Monarch, and OpenTargets to identify orthologs, paralogs, sequence conservation, functional conservation across species, and lineage-specific gene gains/losses. Use for phylogenetic gene tracing, model-organism mapping, and evolutionary-genomics queries.
Search and analyze electron microscopy data — cryo-EM density maps (EMDB), fitted atomic models (PDB), raw micrograph datasets (EMPIAR), and cryo-electron tomography volumes (CryoET Data Portal). Use for finding 3D structural data on a protein/complex, comparing experimental EM resolution to AlphaFold confidence, and accessing raw EM data for re-processing
Metabolomics pathway analysis — metabolite identification (HMDB, KEGG, ChEBI), pathway mapping (Reactome, KEGG, MetaCyc), disease associations, and enzyme/gene linkage. Use for metabolite-to-pathway-to-disease connections, BridgeDb-based ID conversion, and integrating metabolomics with gene-level pathway analyses.
Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation, retrosynthesis, GNNs (GIN, GAT, SchNet), 40+ datasets, for PyTorch-based ML on molecules, proteins, and biomedical graphs.
Secure Twilio applications against common attacks. Covers credential management (API keys vs auth tokens), request validation (webhook signature verification), PCI DSS compliance, HIPAA account requirements, SMS pumping prevention, geo-permissions, and account isolation patterns. Use this skill when developers are building or deploying Twilio apps.
Generate idiomatic Typst (.typ) code, edit and troubleshoot Typst documents and projects, and answer Typst syntax/reference questions. Use when working with .typ files or when the user explicitly asks for Typst document creation, editing, debugging, compilation, formatting, template work, or package usage.
Create or redesign production-grade standalone websites in semantic HTML, CSS, and JavaScript with distinctive art direction and Codex-generated raster imagery. Use for landing pages, marketing sites, portfolios, product pages, editorial sites, and static dashboards that do not require React, Vue, Next.js, or another application framework. Do not use for framework-based applications, deployment-only work, or isolated components that belong in an existing framework project.
Researches an Upwork job and a freelancer's real experience to create a tailored, honest proposal and guide its review and submission. Use when a freelancer or agency wants to apply to a job, answer an invitation, write a cover letter, choose relevant portfolio items, or review Connects and boosting options.
Run health self-checks on Wuji devices with wuji doctor: EMF disconnect detection (pinpoints the affected finger and tells RX faults from TX faults) and tactile sensor dead pixel / bad row / bad column detection, plus active diagnostic items like the Wuji Hand 2 thumb-opposition check. Use when the user reports a glove not working, abnormal sensor data, needs to verify thumb-to-finger motion, or asks for troubleshooting or a device checkup.
Use xurl to access AI agent conversations via agents:// URIs. Invoke when the user gives an agents:// URI, a provider shorthand like provider/..., or a bare thread/session ID; mentions conversations, threads, or sessions from any AI coding agent; wants to search, read, summarize, compare, or continue agent threads; asks what they worked on, what an agent said, or references past agent interactions; or wants to delegate work to or start a conversation in another agent.
Analyze an existing web application, identify safe user-visible capabilities across routes, forms, server actions, handlers, and schemas, then implement first-party WebMCP tools and validate discovery and invocation with Stagehand. Use when the user asks to make a codebase agent-ready, expose website features as WebMCP tools, or add WebMCP directly to an app rather than generating a standalone injection script from a URL.
Read and analyze Arduino or embedded serial output for structured runtime debugging across Arduino IDE, Arduino CLI, PlatformIO, and vendor-specific monitor tools. Use when boot output, sensor data, resets, communication failures, timing symptoms, or field behavior need evidence rather than compile-only reasoning.
Personal long-term memory and first-use onboarding. Use when personal background, preferences, or history may affect the answer, including food and travel recommendations, personal plans, writing emails to match the user's habits, and continuing previous tasks; the user need not say “remember” or name Bailian. Also read this Skill when the user shares a long-term fact, corrects a preference (“be more natural from now on”), confirms a lasting decision (“let’s choose the second option and do that from now on”), or asks to remember, recall, view, forget, pause, or resume; use the preceding context, not just the last sentence. Check local state first; guide setup if unconfigured, then retrieve and extract life/work memories after authorization. Host-provided memory does not replace this Skill. Also handles explicit bl memory resource operations. Do not trigger for pure calculations, general knowledge, or translation/writing without personalization; do not upload before authorization.
Take any book (EPUB/PDF), produce a personalized chapter-by-chapter analysis. Each chapter is preserved in detail (The Chapter) and mirrored back to the reader's actual life (The Mirror) using brain context. The mirror observes and resonates — a friend pointing out parallels, NOT a consultant rearranging the reader's life, NOT a therapist assigning homework. The reader decides what to do about it. Layout is a top-aligned HTML table or stacked sections, never a bare markdown pipe table (pipe tables center-misalign uneven columns). Output is a single brain page at media/books/<slug>-personalized.md plus an optional PDF via brain-pdf
Discussion forum facilitator for Canvas LMS. Helps students and educators browse, read, reply to, and create discussion posts. Trigger phrases include "discussion posts", "reply to students", "check discussions", "forum participation", "post a discussion", or any discussion-related Canvas task.
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership.
MUST be used whenever fixing dependency issues in a Dune app. This skill finds AND fixes vulnerabilities, outdated packages, deprecated dependencies, and license issues — it does not just report them. Triggers: dependencies, packages, fix dependencies, update packages, fix vulnerabilities, npm audit fix, pnpm audit fix, CVE fix, outdated, deprecated, supply chain, license.
Build and edit Dify workflow DSL files. Use when creating new Dify workflows from scratch, modifying existing workflows (adding/removing nodes, changing connections), validating workflow structure, or designing LLM-based automation flows with code execution, conditional logic, loops, and error handling.
Manage the lifecycle of ExecPlans — self-contained, living specifications for multi-step work. Creates plans in the correct format, enforces living section updates, and handles the active → completed transition. Use for any work expected to take more than one session or touching more than 3 files. Triggers: "create a plan", "write a plan", "start plan", "continue plan", "resume plan", "finish plan", "complete plan", multi-step features, refactors, or tasks spanning sessions.
Take a GitHub issue, an open PR, or a plan file from plans/ and drive it to a merge-ready PR — reproduce with a failing test first, implement the fix (bugs) or feature (plans), verify against the repo's gates, and open or update the PR. Use when asked to fix an issue, implement or execute a plan, finish or land an open PR, or work through plans/issues/.
Analyzes events through futures lens using scenario planning, trend analysis, weak signals, drivers of change, and forecasting methods (exploratory, normative, backcasting). Provides insights on possible futures, emerging trends, disruptive forces, strategic foresight, and alternative scenarios. Use when: Strategic planning, emerging trends, technology assessment, long-term planning, uncertainty navigation. Evaluates: Trends, weak signals, drivers of change, plausible futures, strategic options, uncertainty ranges.
A multi-frame gamified mobile app prototype with three phone frames on a dark showcase stage. Frame 1: cover/poster; Frame 2: today's quests with XP ribbons and a level bar; Frame 3: quest details. Vivid quest tiles, level ribbon, bottom tab bar. Use when the brief asks for a “gamified app,” “habit tracker,” “RPG-style life app,” “level-up app,” “daily quests,” “XP/streak app,” or “ELI5-style explainer app.”
How gas pricing works on Monad and how it differs from Ethereum. Monad charges gas based on gas_limit (not gas used), has a different base fee controller, and different block gas limits. Fetch this skill whenever writing smart contracts, setting gas limits, estimating gas, or building any transaction-related UI on Monad incorrect gas handling can cost users real money.
Use when accelerating existing genomics workflows with NVIDIA Parabricks, improving runtime or price/performance, converting pipeline steps to GPUs, or comparing CPU and GPU workflow outputs. Adds optional GPU steps in-place with runtime toggles (default off). Do NOT use for individual pbrun command routing — use parabricks.
Expert-level toolkit for modular Godot 4.7+ CLI automation and headless build orchestration. Use when you need to: (1) Build complex scene trees or UI layouts programmatically, (2) Automate expert 3D asset pipelines (glTF -> Collision), (3) Optimize procedural geometry headlessly (CSG -> Static Mesh), or (4) Engineer production-grade CI/CD pipelines. Set GODOT_PATH env var for custom engine location. Keywords: Godot CLI, headless, CI, export, builder, 4.7.
Expert blueprint for romance games and dating sims (Tokimeki Memorial, Monster Prom, Persona social links), focusing on affection systems, multi-stat relationships, dated events, and route branching. Use when building relationship-centric games, social simulations, or otome games. Keywords: romance, dating sim, affection system, relationship stats, date events, character routes, love interest.
Use when auditing or recalibrating game balance: build a source-driven Monte Carlo balance lab (Rust + rayon) that extracts live game data, simulates human playstyles (AFK→pro), emits win-rate/economy verdicts with confidence intervals, and bruteforce-tunes parameters. Trigger on unfair levels, unreachable shops, farm exploits, interest-curve cliffs, post-content recalibration, or CI balance JSON diffs. Keywords: balance lab, Monte Carlo, win rate, difficulty curve, economy career, playstyle simulation, Resource extraction, GDScript parser, bruteforce tuning.
Apply a Classic Easter seasonal overlay: pastel Theme/StyleBox injection, confetti/shimmer VFX, elastic juice, mesh surface_override painting, cursor/audio swaps, and a date-window activation gate with player opt-out. Use when shipping holiday skins, April events, or egg-hunt juice without mutating shared .mesh/.tres assets. Keywords: pastel, seasonal Theme, StyleBox, confetti, Easter egg, surface_override, TRANS_ELASTIC, Disable Seasonal Themes, activation gate.
Graph database schema design and data modeling expert. Use when designing, reviewing, or refactoring graph database schemas (Neo4j, Memgraph, Neptune, etc.). Triggers on graph modeling, node/relationship design, Cypher schema, property graph design, knowledge graph modeling, or when translating a domain into a graph structure. Focuses primarily on data modeling correctness — understanding the user's goal and translating it into the right graph structure — with performance as a secondary concern.
Configure Tailwind CSS v4 for Hebrew RTL applications with dir variants, Hebrew font stacks, and logical property utilities. Use when the user asks about Tailwind RTL setup, Hebrew Tailwind config, "Tailwind ivrit" (Hebrew Tailwind), RTL utility classes, logical properties in Tailwind, ms-/me- utilities, or Tailwind Hebrew font configuration. Covers Tailwind v4 dir variants, Hebrew font stack presets, logical property utilities (ms-/me-/ps-/pe- instead of ml-/mr-/pl-/pr-), RTL-first component patterns, and Hebrew typography tokens. Do NOT use for general CSS RTL patterns (use hebrew-rtl-best-practices) or full design systems (use israeli-ui-design-system instead)
Create HTML timelines and roadmaps with status pills, dependency arrows, and milestone markers — for quarterly planning, project retrospectives, release histories, incident timelines, sprint visualizations. Use whenever the user wants to visualize a sequence of events over time, a plan, a roadmap, a release schedule, or look back at how a project unfolded. Reach for this whenever the explanation has a clear time axis, even if the user doesn't say "timeline".
Design fluency for frontend development. One skill with a suite of slash commands (/impeccable polish, /impeccable audit, /impeccable critique, etc.), curated anti-pattern detection, and a runtime launcher script. Covers UI design, redesign, critique, accessibility, motion, theming, typography, and component craft across websites, dashboards, and apps.
Run AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seedance, OmniHuman, Tavily, Exa, OpenRouter, and many more. Use when running AI apps, generating images/videos, calling LLMs, web search, or automating Twitter. Triggers: inference.sh, infsh, ai model, run ai, serverless ai, ai api, flux, veo, claude api, image generation, video generation, openrouter, tavily, exa search, twitter api, grok
Query and analyze Amazon ABA (Brand Analytics) search term data, including search popularity ranking trends, keyword discovery, seasonality, emerging demand, click and conversion share, and competitor traffic distribution by keyword. Supports weekly data for the past three years across 15 marketplaces. Suitable for market opportunities at the search-term level, low-competition keywords, and high-click, low-conversion queries; not for ad strategies, review analysis, Listing copy, ASIN sales estimates, profit pricing, comprehensive market reports, or processing local ABA files.
A multi-reference-image video generation tool that creates videos from multiple reference images and prompts. Supports the KLING可灵/SEED豆包/SEED_FAST/HAPPY_HORSE百炼 models, with controls for duration, Pro mode, sound, and aspect ratio. Triggers when users mention “生视频,” “多图视频,” “多张图片生成视频,” “多参考图生视频,” “multi image video,” or “multiple images to video.”
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.
