Skip to main content
Glama
114,494 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Optimizing AI Model Thinking, Token Usage, and Context Size" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides live web and document intelligence, including search, company news, scraping, crawling, structured extraction, document parsing, brand intelligence, screenshots, website monitoring, and batch jobs.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Classifies company sites as B2B or B2C and as SaaS, online store, agency, manufacturer, wholesaler, distributor, or marketplace, while matching your own buyer phrases and returning the quoted text and page as evidence. Runs deterministically on Apify, giving one row per domain with grace-free status rows for unreachable, blocked, or empty sites.
    1
    162 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that fetches web pages and extracts clean, AI-usable context from them, enabling tools for link discovery, content search, and integrated fetch-and-search operations.
    5
    9 npm
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Model Context Protocol server exposing the SCOUTS-AI web search API as a single web_search tool for AI agents. No API key required.
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables terminal AI coding assistants to interact with web AI chat services through browser automation, supporting multiple platforms like Doubao and ChatGPT.
    3
    18 npm
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    A licensed, locally run Playwright E2E testing MCP server for Claude Desktop and Cursor. It lets AI coding agents inspect semantic accessibility structure, validate role-based browser flows with explicit assertions, and generate reusable Playwright tests.
    3
    -
  • A
    license
    B
    quality
    B
    maintenance
    It enables AI assistants to run installed command-line tools and scripts, drive persistent terminals and browsers, and retrieve saved jobs, screenshots, and other evidence on a server. It also provides a dashboard for tracking sessions, installed tools, and connection settings.
    10
    3
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    MCP server that provides browser automation capabilities through a Chrome extension, enabling terminal-based agents to interact with any website via a live browser session with optimized context.
    1
    79 npm
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to fully control a terminal browser via MCP, navigating pages, filling forms, logging in, and managing cookies with deterministic numbered links and forms. Also provides an interactive human CLI.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables a person to point their own AI agent at specific on-screen app elements over MCP, letting the agent read the underlying data without sharing the screen or receiving visible content.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to inspect React component trees, props, state, and source locations in Chrome, facilitating UI debugging and analysis.
    12 npm
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server for lightweight browser automation using Lightpanda with Chrome fallback, providing LLM-optimized accessibility tree snapshots for precise element targeting.
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables local Chrome control for AI clients over MCP stdio, HTTP, or CLI, exposing 20 tools to extract page text, number and click elements, type text, scroll, manage tabs, capture screenshots, and bind uploaded files to file inputs. Operations run entirely on the local machine with origin allowlists and refusal of untrusted URLs, without calling a cloud model or consuming model tokens.
    39 npm
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to search and browse comics, query rankings, album details and comments, manage favorites, and run asynchronous downloads of albums, chapters or covers with live progress tracking and post-processing into ZIP, PDF or long-image formats. It also exposes configuration, login and diagnostic capabilities plus knowledge resources, over stdio, SSE or HTTP transports.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to search, browse, download, favorite, comment on, and post-process comic albums via standardized MCP tools, with asynchronous download tasks, progress tracking, cancellation/retry, runtime configuration, and account login.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables LLM agents to convert bloated webpages into clean token-dense plain text, stripping HTML, CSS, scripts, and layout elements while reducing context-window costs and supporting x402 micro-pay-based autonomous requests.
    -
  • A
    license
    A
    quality
    D
    maintenance
    Audits AI-bot visibility: robots.txt per-bot for 22 AI user-agents (GPTBot/ClaudeBot/PerplexityBot/etc), Cloudflare flags, JSON-LD, sitemap, llms.txt, SPA shell, plus cross-model brand mentions via Perplexity + OpenRouter. 0-100 score. SSRF-guarded, spend-capped.
    4
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides agent-friendly web search via MCP with zero-config free engines, region-aware failover, freshness filtering, and a one-call research tool that searches, fetches, and summarizes pages.
    3
    46 npm
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides MCP tools to fetch and search AI, Malaysian, and Germany SWE job-market news briefings, retrieve article content and Hacker News discussions, and perform web search and deep research.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A fault-tolerant, stealth-enabled Model Context Protocol (MCP) server for web searching and content fetching. Built for AI Agents (Cursor, Claude Code, OpenCode), it uses a stealth browser engine to fetch pages, dynamically handles SPAs/React, and converts bloat into token-optimized Markdown.
    2
    29 npm
    25 PyPI
    4
    MIT