"semantic-release" matching MCP servers:

Enables converting a public release-note URL into ordered upgrade tasks with source excerpts, anchors, confidence, and uncertainty, without executing release text or project code.

semantic browser observation for AI agents via MCP, 100% local, zero telemetry

Playwright browser automation tools for MCP enabling navigation, interaction, content extraction, and semantic locators.

It enables autonomous browsing clients to canonically compress rendered HTML into compact semantic trees, filter navigation traps, bind webform schemas, transform tables into typed records, and score interaction trajectories. Its tools operate locally over stdio with no runtime third-party requirements.

Lightweight browser automation server for AI agents, enabling fast (10-25ms per action), structured observations and semantic selectors with zero token overhead.

Provides multi-provider web search capabilities with fallback chains, semantic reranking, and content extraction for grounded agent retrieval.

Enables AI agents to operate an isolated local Chromium browser through MCP, with semantic snapshots, ref-based actions, search, research, crawling, and CDP access.

Enables web content retrieval and semantic search capabilities through the Jina AI API. Provides tools to fetch content from URLs and perform intelligent web searches with natural language queries.

Enables agents to control a real Chromium browser with semantic tools, providing compact observations and outcome-verified actions for web interaction tasks.

MCP server that transforms Gurunavi into a browser-driven semantic proxy, providing restaurant search, details, and reservation management through normalized interfaces with safety controls.

Token-optimized Playwright MCP server that reduces context window usage by 73.8% by grouping 22 tools into 6 semantic operations, enabling AI assistants to control browsers with minimal token overhead.

Fetches, searches, and retrieves recent press releases from Business Wire's all-news RSS feed, providing headlines, datelines, excerpts, and release IDs.

MCP server for searching web documentation via sitemap.xml, enabling semantic search across multiple documentation sites using Ollama embeddings.

A lightweight MCP server that enables AI assistants to securely read, create, and modify notes in an Obsidian vault, with support for semantic search and web scraping.

Provides AI agents and assistants with advanced web crawling and RAG capabilities, enabling them to scrape websites and perform semantic search over crawled content.

Turn your Chrome browser into an AI-powered automation tool, enabling browser control, content analysis, and semantic search via Model Context Protocol.

Provides web content extraction, search capabilities (web, arXiv, SSRN, images), semantic deduplication, and reranking through Jina AI's Reader, Embeddings, and Reranker APIs.

A semantic terminal browser that renders web pages as structured numbered elements for LLM agents via MCP, enabling agents to navigate, interact, and extract data from any website.

Free, open-source search engine MCP server with 7 sources, 29 tools, and semantic search via ChromaDB at zero cost.

Enables autonomous web agents to prune raw HTML into accessibility-friendly semantic trees with 80%+ token reduction, auto-map form input schemas, convert HTML/Markdown tables into type-inferred JSON records, and score agent execution trajectories. Runs as a zero-dependency, stdlib-only MCP stdio server for Claude Desktop, Cursor, and Windsurf.