Design Anthropic
Algorithmic Art
Build original generative artwork with p5.js and controlled randomness.
GOOD FORExplore visual directions or generate repeatable artwork from a code-based brief.
AI skills & MCP servers
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Design Anthropic
Build original generative artwork with p5.js and controlled randomness.
GOOD FORExplore visual directions or generate repeatable artwork from a code-based brief.
Design Anthropic
Create original static artwork such as posters and visual one-pagers.
GOOD FORTurn a visual brief into a PNG or PDF composition rather than a website layout.
Writing Anthropic
Structure a collaborative writing process for specs, proposals, and decision documents.
GOOD FORYou have rough context and need a document that a new reader can follow.
Design Anthropic
Guide deliberate typography, layout, and visual direction for web interfaces.
GOOD FORA new screen needs a distinct aesthetic that still serves its content and users.
Build Anthropic
Plan and implement MCP servers that expose focused tools to agents.
GOOD FORConnect a service or internal API to an MCP client through a purpose-built server.
Build Anthropic
Draft, refine, and evaluate reusable Agent Skills instructions.
GOOD FORA repeatable agent task needs a skill with clear triggers and test cases.
Design Anthropic
Produce short animated GIFs within Slack-friendly constraints.
GOOD FORA small custom reaction or announcement animation would communicate better than static art.
Design Anthropic
Apply a consistent color and type theme to generated artifacts.
GOOD FORSeveral slides, documents, or pages should feel like one visual set.
Build Anthropic
Assemble richer multi-component HTML artifacts with React-based tooling.
GOOD FORAn interactive artifact needs components, state, or routes beyond a single HTML file.
Build Anthropic
Exercise a local web app with Playwright and inspect rendered behavior.
GOOD FORA frontend change needs a visual or interaction check in a browser.
Build Vercel
Refactor React component APIs with composition and shared state patterns.
GOOD FORBoolean props or repeated component variants are making an interface hard to extend.
Build Vercel
Review React and Next.js data flow, bundles, and rendering performance.
GOOD FORA new feature or slow page needs a focused performance review.
Build Vercel
Apply mobile performance and platform patterns in React Native or Expo apps.
GOOD FORLists, animations, images, or native modules need a mobile-specific review.
Design Vercel
Audit interface code for accessibility, interaction, and visual usability patterns.
GOOD FORA finished screen needs a structured UI review before release.
Writing Vercel
Review documentation and product prose for clarity and consistency.
GOOD FORA draft is technically correct but difficult to scan or act on.
Build MCP project
A demonstration server exposing a wide range of MCP features.
GOOD FORTest an MCP client's support for tools, prompts, resources, and transports.
Research MCP project
Fetch web pages and convert content for an agent to read.
GOOD FORA local MCP client needs source content from public web pages.
Data MCP project
Expose selected local files and folders to an MCP client.
GOOD FORAn agent should work within a specific local directory rather than the whole machine.
Build MCP project
Give an agent structured access to a Git repository.
GOOD FORAn agent needs to inspect repository history and working-tree changes.
Research MCP project
Store and retrieve a persistent knowledge graph for an agent.
GOOD FORA local agent needs durable entities and relationships across sessions.
Research MCP project
Provide a structured sequence of thought steps to an MCP client.
GOOD FORYou are testing how a client handles an explicit planning tool.
Operations MCP project
Read current time and convert between time zones.
GOOD FORAn agent needs precise time-zone conversion for scheduling or logs.
Build GitHub
Access GitHub repositories, issues, and pull requests through GitHub's own MCP server.
GOOD FORAn agent needs repository context or authorized GitHub actions inside a coding workflow.
Build Microsoft
Let an agent inspect and interact with browser pages using Playwright.
GOOD FORA development agent needs browser interaction or exploratory UI checks.
Operations Cloudflare
Connect an agent to Cloudflare account APIs and product-specific tools.
GOOD FORInvestigate or manage Cloudflare resources from a client with scoped access.
Data Supabase
Connect an agent to selected Supabase project and database workflows.
GOOD FORExplore a project's schema or debug a Supabase integration with controlled access.
Writing Notion
Read and update Notion workspace content through authorized MCP tools.
GOOD FORA writing or research agent needs context from a Notion workspace.
Operations Sentry
Bring Sentry issues, traces, and project context into a development agent.
GOOD FORInvestigate a production error using the event details and project history already in Sentry.
Design Figma
Provide design-file context and supported write workflows to an agent.
GOOD FORImplement a design with real frame, component, and variable context from Figma.
Operations Stripe
Connect an agent to Stripe documentation and authorized account APIs.
GOOD FORExplore a Stripe integration or inspect account data inside a controlled workflow.
Design Anthropic
Apply Anthropic's published brand palette and typography to an artifact.
GOOD FORPrepare material that specifically needs Anthropic's visual identity.
Writing Anthropic
Draft internal updates, FAQs, and reports in consistent formats.
GOOD FORTurn project facts into a status update, leadership note, or incident summary.
Writing Anthropic
Create, read, and edit Word documents with layout checks.
GOOD FORProduce a formatted DOCX or modify an existing Word file.
Data Anthropic
Extract, combine, create, and inspect PDF documents.
GOOD FORWork with PDF pages, forms, extracted text, or scanned content.
Design Anthropic
Build or edit PowerPoint decks with visual verification.
GOOD FORCreate slides from a brief or revise an existing PPTX file.
Data Anthropic
Create and revise spreadsheet files with formula and layout checks.
GOOD FORDeliver an XLSX or analyze tabular files with a spreadsheet output.
Build Anthropic
Use Anthropic SDK and API references while building Claude applications.
GOOD FORImplement Claude streaming, tools, caching, or model integrations.
Operations Vercel
Guide an agent through a Vercel preview or production deployment.
GOOD FORLink a web project and publish a reviewable Vercel deployment.
Build Vercel
Add purposeful native view transitions to React interfaces.
GOOD FORAnimate route changes, shared elements, or list reordering.
Operations Vercel
Investigate Vercel cost and speed using measured usage signals.
GOOD FORDiagnose expensive routes, slow responses, or unexpectedly high platform usage.
Build OpenAI
Plan and implement .NET web features using current framework guidance.
GOOD FORWork on Blazor, MVC, Minimal APIs, middleware, authentication, or upgrades.
Build OpenAI
Scaffold an Apps SDK widget and its MCP-backed server contract.
GOOD FORBuild or troubleshoot a ChatGPT app with tools and a user interface.
Build OpenAI
Turn an API or existing workflow into a reusable command-line tool.
GOOD FORExpose stable read and write commands for repeated agent work.
Operations OpenAI
Choose and configure a Cloudflare deployment path.
GOOD FORPublish an app on Workers, Pages, or a related Cloudflare service.
Data OpenAI
Create structured notebooks for experiments and tutorials.
GOOD FORDeliver an IPYNB with reproducible analysis or explanatory cells.
Operations OpenAI
Prepare and deploy a web project with Netlify CLI.
GOOD FORCreate a preview or production Netlify site from a repository.
Build OpenAI
Automate a browser for inspection, forms, and UI debugging.
GOOD FORCheck a real rendered flow or collect page evidence from the terminal.
Operations OpenAI
Prepare a Render service or Blueprint from a Git-backed app.
GOOD FORHost a web service, worker, or site on Render.
Research OpenAI
Review supported codebases against language-specific security guidance.
GOOD FORRequest a focused security review or secure-by-default implementation advice.
Research OpenAI
Map assets, trust boundaries, and realistic abuse paths in a repository.
GOOD FORPrioritize mitigations for a specific application or code path.
Operations Linear
Read and update Linear issues, projects, and comments through an agent.
GOOD FORPlan work or query project status in a Linear workspace.
Build GitLab
Access GitLab projects, issues, and merge requests from an AI client.
GOOD FORInspect or manage repository work in a GitLab instance.
Data Neon
Let an agent inspect and manage a Neon Postgres project.
GOOD FORExplore a development database or perform reviewed schema work.
Operations Asana
Query and manage Asana tasks and projects through a remote server.
GOOD FORReview assigned work or turn a plan into Asana tasks.
Operations Datadog
Bring logs, metrics, monitors, and related observability context into an agent.
GOOD FORInvestigate a production incident with existing Datadog data.
Data Google
Let an agent find and interact with files in Google Drive.
GOOD FORWork with Drive documents inside an authorized Workspace account.
Writing Google
Read mail and prepare Gmail actions through an agent.
GOOD FORFind messages or draft replies in an authorized mailbox.
Operations Google
Read schedules and manage calendar events through an agent.
GOOD FORFind meeting availability or prepare event changes.
Data Google
Read and change spreadsheet values and structure from an agent.
GOOD FORInspect a Sheet or apply a reviewed tabular update.
Operations AWS
Use authenticated AWS knowledge and service actions in an agent workflow.
GOOD FORInvestigate or operate AWS resources with existing IAM controls.
Data Snowflake
Expose governed Snowflake data tools to an AI agent.
GOOD FORAnswer questions from data already accessible in a Snowflake account.
Public interest can help you decide what to inspect. It cannot tell you whether a tool is safe, suitable, or good. The numbers below are dated snapshots.
These 10 public repositories link to 48 of 61 field notes. Anthropic Skills and MCP Reference are whole collections. Choose a metric to reshape the map, then select a source for exact values.
Source: GitHub repository API ↗ · Snapshot 2026-10-09. Tile area follows the selected count, with a 4% minimum of the largest source to keep small tiles usable; color distinguishes source type and approximate intensity. These signals do not measure tool performance.
Ranked repositories. Collection stars belong to the whole collection, not each listed skill or server.
Snapshot 2026-10-09 · GitHub repository API ↗
Only tools with a verified npm package. Downloads are not unique users or installed agents.
2026-08-23 to 2026-09-21 · API rechecked 2026-10-09 · npm download API ↗
These lists rank source activity only. They do not rank tool quality, individual items inside a collection, or compatibility with your agent.
Instructions and supporting files help an agent approach a job. They do not automatically provide external access.
Read the format spec ↗Servers expose tools and data. Check the permissions and the environment before you connect one.
Read the MCP introduction ↗