"Automating Browser Operations with Scripting or Tools" matching MCP servers:

Provides semantic search over ScriptingApp documentation by converting Markdown/MDX files into a LlamaIndex vector store. Supports multi-language indexing and enables natural language queries against technical documentation through MCP tools.

Enables read-only access to operations and telemetry data across 12 domains through 45 agent tools, including asset inventory, metrics, outages, incidents, and platform settings, with support for AWS SigV4-signed live access and a fixture-based mock mode that runs without a backend.

Enables retrieval of YouTube video titles and transcripts/subtitles through an MCP interface backed by a headless Playwright browser, with optional persistent login/session and stdio or HTTP streaming transports.

Reliable, scalable browser infrastructure for AI agents. Route, pool, and failover across any browser provider. 8 built-in browser tools using raw Chrome CDP - navigate, screenshot, snapshot, interact, evaluate. Zero-config with auto Chrome detection & concurrent sessions support

MCP server for AI browser automation with tools for navigation, actions, data extraction, and scripting, supporting local and cloud execution.

A Model Context Protocol server that enables enhanced file system operations including reading, writing, copying, moving files with streaming capabilities, directory management, file watching, and change tracking.

Enables AI agents to independently investigate and resolve e-commerce order issues, particularly refund processing, with tools for order search, refund eligibility checks, and safe refund execution.

MCP server that provides read-only business operations tools: list businesses, get status, identify missing inputs, and prepare email drafts/attachment manifests from synthetic evidence, with strict no-send/no-write safeguards.

Provides UK-centric date calculations including bank holiday integration, sprint planning tools, and specialized Asana workflow automation. It enables users to calculate working days, track upcoming holidays, and manage project schedules specifically within the Europe/London timezone.

Helps a commerce operations analyst investigate stuck synthetic orders, diagnose blockers from stored facts, and create auditable human-review escalations without changing fulfillment state.

Enables deterministic calculations for AI API and subscription costs, meeting time zones, recurring schedules, and cron next-run previews, returning normalized inputs, units, assumptions, dated sources, and links to results.

A token-efficient MCP server for Chrome browser automation that uses direct CDP and accessibility-tree-based references for stable element selection across DOM changes.

Human-in-the-loop automation framework. Log them in, watch them run.

Enables MCP clients to drive a self-hosted Chrome session for browsing tasks through browser tools, while providing a live view URL so a human can take over at prompts like logins or 2FA.

Enables AI agents to drive a persistent Chrome session that stays signed in to your own Google account, with tools for navigation, snapshots, clicking, typing, keystrokes, screenshots, JavaScript evaluation, and lifecycle or re-login control. It also exports every row behind a Looker Studio report to CSV and checks whether the session is still healthy.

An MCP server that enables AI coding tools to control a browser for automated actions, UI extraction, network interception, and screenshots.

Provides a remote browser session and MCP tools for restricted search and extraction on sites like XHS, Yelp, and TripAdvisor, with human-in-the-loop login.

A session-based MCP server that provides advanced browser automation capabilities, allowing users to control browsers, navigate websites, interact with elements, capture screenshots, generate PDFs, and manage cookies through natural language.

Enables AI agents to drive persistent, login-preserving browser profiles on demand — opening sites, running Playwright code, capturing compact ARIA snapshots, and closing browsers while saving sessions. Also lets agents record and recall per-site notes and credentials-backed logins across Claude Code, Codex, and other MCP clients.

Provides deterministic tools for transforming, formatting, and inspecting structured data for AI agents.

Enables agents to observe and act on live browser pages through screenshots, bounded actions, responsive captures, console and network inspection, tab operations, and session management over local stdio or authenticated HTTP.

Enables Claude to receive physical touch events from a phone via the PWA and respond with text, haptic vibrations, and expression changes, giving an AI companion embodied presence through touch.

Enables remote agents to control a local Chrome/Edge browser via MCP, supporting navigation, snapshots, clicks, typing, screenshots, and script execution.

Enables parallel Claude Code sessions to drive an isolated headless Chromium browser running in Docker on an on-demand, idle-stopping AWS EC2 instance reached over an SSH tunnel, with automatic fallback to local headless Chromium when the tunnel is unavailable.

MCP server for multi-engine browser automation with proxy rotation, enabling AI-driven web interaction and task execution across Camoufox, DrissionPage, and Browser Use.

Enables AI agents to control a real headless browser for web search, page reading, clicking, form filling, JavaScript execution, and screenshots over MCP.

Provides a headless Chromium browser through MCP, enabling AI agents to browse JavaScript-rendered pages, search the web, capture screenshots, extract tables and data, and run stateful multi-step interactions like clicking, typing, and form submission.

Enables autonomous multi-step web navigation and interaction through condensed ARIA snapshots, fast local reflex decisions, and selective LLM escalation. Exposes browser automation capabilities such as browsing, snapshot extraction, and atomic smart actions over the Model Context Protocol.

Hosted Chromium browser as an MCP skill, enabling agents to navigate, click, type, snapshot, and read pages with human-like behavior and per-user isolated sessions.

Enables AI agents such as Claude Code, Claude Desktop, and Cursor to control a real browser through Playwright, including navigation, accessibility snapshots, clicking, typing, screenshots, JavaScript execution, tab management, and dialog handling. It supports local stdio use and multi-user remote HTTP sessions with isolated browsers and persistent login state.

Real Chrome for AI agents: drive a signed-in browser through 32 MCP tools, with a person able to watch and take over. Runs as the Oya desktop app on a laptop or as a hosted cloud endpoint.

An MCP server for comprehensive browser automation and full local PC control via shell commands and Python execution. It enables tasks like web navigation, file system management, and remote access through SSE with token authentication.

Enables AI agents to drive a live, persistent self-hosted Chromium session over MCP, running browser actions via Playwright/CDP, capturing page snapshots, screenshots and videos, and managing uploads and downloads in the same tabs and signed-in accounts a human user can take over at any time.

Transforms any API into an intelligent MCP agent in seconds, enabling natural language interaction with APIs through the Model Context Protocol.

Provides AI clients with browser automation, anti-detection, phone-verification bypass, proxy rotation, account creation/tracking, and 47 MCP tools over HTTP/SSE.

Lets an MCP client drive a real Playwright browser by describing desired outcomes one step at a time, while a Typesafe System One model picks elements, actions, and values and flags done, blocked, error, or irreversible states. It also exposes snapshotting, reading, checking, screenshots, direct acting, and page-registered WebMCP tools for taking manual control.

Allows MCP clients to create, validate, preview, and submit product showcases on Build with AK, with support for local stdio and remote HTTP transports.

Enables AI agents to perform common utility tasks through a streamable HTTP MCP endpoint, including JSON inspection, regex testing, cron parsing, hashing, base64 encoding/decoding, URL analysis, color conversion, text diffing, CSV parsing, JWT decode/verification, Markdown-to-HTML rendering, and UUID/token generation without API keys.

Enables users to describe a project in an MCP client and work through pre-submission grant phases, including finding fitting programs, checking eligibility and blockers, pulling precedent from past awards, shortlisting, and drafting memos, budgets, and submission checklists. Coverage is full for US grants and partial (discovery and precedent only) for Canada, with no win-odds estimates or post-award reporting.

Provides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.