Install payload
Install payload is broadly covered in current results.
92% (11/12)
2 trusted · 13 review in this set — compare to see which signals differ.
15 results in this view
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. 0 entries have 2+ required gaps.
Install payload
Install payload is broadly covered in current results.
92% (11/12)
Adoption queue
4/15 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/browser-agent-workflow-automation · 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%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/bowmark-mcp-server · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/bright-data-web-mcp-server · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
tools/browser-harness · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
skills/browseract-skills · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/firefox-devtools-mcp · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/hyperbrowser-mcp-server · trust review · confidence 67%
Decision confidence
4/15 results are low-confidence and need review before adoption.
Confident candidate for staged adoption.
74/100
skills/browser-agent-workflow-automation · trust trusted
Confident candidate for staged adoption.
74/100
skills/playwright-mcp-browser-automation-engineer · trust trusted
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/bowmark-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/bright-data-web-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
tools/browser-harness · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
skills/browseract-skills · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/firefox-devtools-mcp · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/hyperbrowser-mcp-server · trust review
Freshness distribution
Median age 53 days; 10 fresh, 2 aging or stale of 12 scanned.
Oldest entries in this view
Theme distribution
100% of this view shares the top theme. Leading themes: browser-automation, testing, playwright.
44 distinct themes across 15 scanned
Build robust browser automation workflows for AI agents with deterministic selectors, retries, and safe action boundaries.
Build resilient browser automations using Playwright MCP with robust selectors, retries, and deterministic task execution.
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.
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.
Bowmark hosted MCP server serving pre-computed website navigation recipes for reliable browser automation from Claude, with optional Bearer API key auth.
Mozilla-maintained MCP server for automating Firefox through WebDriver BiDi, with tools for page navigation, snapshots, UID-based input, screenshots, network requests, console messages, dialogs, history, viewport changes, optional JavaScript evaluation, privileged Firefox contexts, preferences, and WebExtension.
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.
MCP server that connects Claude to Bright Data web search, scraping, browser automation, public web datasets, and package metadata tools.
Expert skill for reviewing Playwright trace artifacts, screenshots, action timelines, network events, retries, and CI evidence to classify flaky browser test failures without guessing from logs alone.
Managed and self-hostable headless browser infrastructure for Puppeteer, Playwright, BrowserQL, REST APIs, and AI browser automation workflows.
Official Microsoft Playwright MCP server that lets Claude drive a real browser through Playwright's accessibility tree for fast, deterministic web automation and testing.
Open-source browser automation library for building AI agents that can navigate, click, type, and inspect websites.
Hyperbrowser is a cloud platform for running headless Chrome browser sessions that AI agents and developers control remotely.
Cloud browser infrastructure for browser automation, AI agents, scraping workflows, and web interaction at scale.