Skip to main content
Glama
75,731 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"semantic-release" matching MCP servers:

  • A
    license
    A
    quality
    B
    maintenance
    Drives a real Chromium browser to extract a page's DOM into compact Semantic JSON with Playwright-native locators, enabling AI agents to generate consistent, accurate Playwright tests.
    4
    27
    3
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    A local stdio MCP server that exposes compact semantic observations from UI elements annotated with data-agent-* hints, designed to work alongside the official Playwright MCP for browser automation.
    2
  • A
    license
    A
    quality
    Not graded
    maintenance
    Enables hybrid web search and intelligent content extraction, combining semantic search with documentation-optimized reading that strips noise and returns clean, token-efficient context for AI agents.
    2
  • A
    license
    A
    quality
    A
    maintenance
    Gives AI agents a compact, semantic interface to the browser, returning structured page snapshots with stable element IDs instead of raw DOM. Enables agents to navigate, interact, and extract information from web pages efficiently.
    26
    0
    14
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides access to Jina AI's suite of web tools including URL reading, web/image/academic search, content extraction, embeddings, and reranking capabilities. Enables AI assistants to search the web, extract content from URLs, and process information with semantic understanding.
    19
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Provides access to Jina AI's web tools including URL-to-markdown conversion, web/image/academic search, screenshot capture, document reranking, and semantic deduplication. Works with optional API key for enhanced rate limits and full feature access.
    19
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    MCP-native release confidence control plane that turns browser execution into auditable go/no-go decisions by combining business-critical journey context, evidence-heavy QA runs, and risk governance.
    28
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A client-server browser automation solution that reduces HTML token usage by up to 90% through semantic snapshots, enabling complex web interactions without exhausting AI context windows.
    28
    13
    15
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Agent-native headless browser for AI agents. Converts web pages to a Semantic Object Model (SOM) instead of raw HTML — 17x average token reduction across real-world sites (up to 117x on complex pages). Native MCP server with fetch_page, extract_text, extract_links, and full browser automation. No API key required.
    37
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Lightweight browser automation server for AI agents, enabling fast (10-25ms per action), structured observations and semantic selectors with zero token overhead.
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Chrome extension + MCP server. Lets coding agents (Claude Code, Codex CLI) drive your real Chrome — sessions intact, 2FA stays with the user. 26 browser tools: form fill on React/CodeMirror/Monaco, privileged fetch that bypasses page CSP, authenticated downloads, in-extension docx parsing. Battle-tested by 400+ hours of real agentic browser work before public v0.9 release.
    136
    2
    MIT