Install payload
Install payload is broadly covered in current results.
75% (9/12)
13 trusted · 136 review in this set — compare to see which signals differ.
Trust signals across 40 of 149 results
3 trust signals differ in this sample: Package trust, Source provenance, Submitter
Signals differ on Package trust, Source provenance, Submitter — add entries to compare before you install.
Rollout signal scan
Biggest gaps: metadata review, package integrity. 1 entries have 2+ required gaps.
Install payload
Install payload is broadly covered in current results.
75% (9/12)
Adoption queue
20/149 visible results are in hold tier and need mitigation before adoption.
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
skills/base-l2-smart-contract-launchpad · trust trusted · confidence 83%
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
skills/browser-agent-workflow-automation · trust trusted · confidence 83%
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
skills/fastapi-python-backend · trust trusted · confidence 83%
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
skills/log-parsing-incident-timeline · trust trusted · confidence 83%
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
mcp/netlify-mcp-server · trust trusted · confidence 83%
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
skills/pagespeed-insights-optimizer · trust trusted · confidence 83%
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
skills/playwright-e2e-testing · trust trusted · confidence 83%
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
skills/playwright-mcp-browser-automation-engineer · trust trusted · confidence 83%
Decision confidence
20/149 results are low-confidence and need review before adoption.
Confident candidate for staged adoption.
74/100
skills/base-l2-smart-contract-launchpad · trust trusted
Confident candidate for staged adoption.
74/100
skills/browser-agent-workflow-automation · trust trusted
Confident candidate for staged adoption.
74/100
skills/fastapi-python-backend · trust trusted
Confident candidate for staged adoption.
74/100
skills/log-parsing-incident-timeline · trust trusted
Confident candidate for staged adoption.
74/100
mcp/netlify-mcp-server · trust trusted
Confident candidate for staged adoption.
74/100
skills/pagespeed-insights-optimizer · trust trusted
Confident candidate for staged adoption.
74/100
skills/playwright-e2e-testing · trust trusted
Confident candidate for staged adoption.
74/100
skills/playwright-mcp-browser-automation-engineer · trust trusted
Freshness distribution
Median age 55 days; 7 fresh of 12 scanned. Re-verify the oldest entries.
Theme distribution
82 distinct themes with no dominant one. Most common: browser-automation, automation, browser.
82 distinct themes across 24 scanned
Build robust browser automation workflows for AI agents with deterministic selectors, retries, and safe action boundaries.
MIT-licensed CDP browser-control harness from Browser Use that lets Claude Code, Codex, and other coding agents connect to a real or cloud Chrome browser, use screenshots and coordinate clicks, edit task-specific helpers, and optionally learn reusable domain skills for web automation workflows.
MIT-licensed BrowserAct Agent Skill pack for installing and operating the `browser-act` browser automation CLI from Claude Code, Codex, OpenClaw, Cursor, OpenCode, Windsurf, Gemini CLI, and other skills-compatible agents.
Browser automation MCP server that lets AI agents control cloud browser sessions through Browserbase and Stagehand for navigation, actions, observation, and extraction.
Browser automation MCP server and Chrome extension that lets AI applications control a connected tab in the user's existing browser profile.
Managed and self-hostable headless browser infrastructure for Puppeteer, Playwright, BrowserQL, REST APIs, and AI browser automation workflows.
Connect Claude to BrowserStack for permission-scoped web, app, accessibility, and test automation workflows.
Open-source browser automation library for building AI agents that can navigate, click, type, and inspect websites.
Cloud browser infrastructure for browser automation, AI agents, scraping workflows, and web interaction at scale.
Build resilient browser automations using Playwright MCP with robust selectors, retries, and deterministic task execution.
Compile Rust, C++, or Go to WebAssembly and run it in the browser, Node.js, and serverless runtimes: wasm-bindgen JS interop, WASI for system access, the Component Model, and SIMD.
The official SingleStore MCP server (singlestore-mcp-server) that lets AI assistants manage SingleStore from natural language — running SQL on a workspace, inspecting organizations, workspace groups, and workspaces, managing starter workspaces, notebooks, scheduled jobs, and Stage files — with no API keys required thanks to browser-based OAuth.
Hyperbrowser's MCP server for AI agents that need hosted browser scraping, crawling, structured extraction, Bing search, persistent browser profiles, and browser-use, OpenAI CUA, or Claude computer-use browser agents.
Open-source Qwen agent framework for building LLM applications with function calling, tools, planning, memory, RAG, MCP support, Docker-based code interpreter, Gradio GUI demos, BrowserQwen, Custom Assistant, and Qwen Chat backend usage.
Expert Claude Code Chrome browser QA capability pack applying documented Claude in Chrome enablement, browser automation boundaries, and web QA checkpoint workflows.
Browser-control MCP server and CLI that lets AI agents use a real Chrome session, including logged-in browser state, site adapters, DOM snapshots, authenticated fetches, network traces, screenshots, and page actions.
Connect Claude to a Google Colab runtime. Colab MCP starts a local FastMCP server and websocket proxy, waits for an authorized Colab-origin browser connection, then exposes the session's notebook and runtime tools to your MCP client over stdio.
MCP server for controlling Draw.io and diagrams.net diagrams from Claude, including document discovery, page management, layers, shapes, edges, Mermaid import, diagram import/export, and a built-in editor mode.
MCP server from HttpRunner that exposes UIXT device and browser automation tools for Android, iOS, Harmony, and Web testing through the `hrp mcp-server` command.
MCP server for running AppleScript and JavaScript for Automation on macOS, with a searchable knowledge base of automation recipes for apps, files, browsers, system settings, Terminal, and productivity workflows.
MCP server for Scrapling web scraping workflows, including HTTP scraping, browser-backed dynamic fetching, stealth fetching, screenshots, persistent browser sessions, selectors, proxies, and prompt-injection sanitization.
WebDriverIO MCP server that lets Claude automate browsers and mobile apps with navigation, clicks, typing, screenshots, accessibility snapshots, cookies, geolocation, native app sessions, and Appium-style gestures.
Chrome extension-based MCP server that exposes an existing Chrome browser profile to AI assistants for tab management, page content, screenshots, interaction, history, bookmarks, and network inspection.
Official Laravel MCP server and AI development toolkit that gives Claude Laravel-specific docs, application context, logs, database tools, and coding guidelines.
MCP server that lets Claude use an authenticated LinkedIn browser session to inspect profiles, companies, jobs, feeds, inboxes, and conversations.
Official Microsoft Playwright MCP server that lets Claude drive a real browser through Playwright's accessibility tree for fast, deterministic web automation and testing.
A source-backed frontend QA collection for AI-assisted UI work: combine WCAG accessibility checks, Playwright browser automation, Storybook component context, Chrome DevTools inspection, BrowserStack coverage, and test hooks before shipping user interfaces.
Hyperbrowser is a cloud platform for running headless Chrome browser sessions that AI agents and developers control remotely.
System-prompt agent that helps you drive Claude Code on the web: submitting long-running coding tasks to Anthropic's cloud, running independent sessions in parallel, linking GitHub repositories, tracking progress, and turning finished work into pull requests from the browser.
Open-source browser automation framework for combining code, Playwright-style control, and AI-assisted web actions.