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@@ -1980,6 +1980,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [cevatkerim/unsplash-mcp](https://github.com/cevatkerim/unsplash-mcp) 🐍 ☁️ - Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking. - [cevatkerim/unsplash-mcp](https://github.com/cevatkerim/unsplash-mcp) 🐍 ☁️ - Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking.
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/). - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
- [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) 📇 🏠 - MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output. - [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) 📇 🏠 - MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output.
- [CKBrennan/overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp) 🐍 - Real-time news with tone analysis, brand safety, and narrative shift signals for AI agents. [![CKBrennan/overtone-news-mcp MCP server](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp)
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI `web_search` built-in tool. - [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.
- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) ☁️ 🐍 – Crawleo Search & Crawl API - [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) ☁️ 🐍 – Crawleo Search & Crawl API
- [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) 📇 ☁️ - Work with Kagi *without* API access (you'll need to be a customer, tho). Searches and summarizes. Uses Kagi session token for easy authentication. - [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) 📇 ☁️ - Work with Kagi *without* API access (you'll need to be a customer, tho). Searches and summarizes. Uses Kagi session token for easy authentication.
@@ -2048,7 +2049,6 @@ Tools for conducting research, surveys, interviews, and data collection.
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling. - [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling.
- [omniologynow-rgb/scout-intel-mcp](https://github.com/omniologynow-rgb/scout-intel-mcp) [![scout-intel-mcp MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp) 🐍 ☁️ - Web intelligence MCP server for AI agents. 7 tools for SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery, and citation tracking. Install via `pip install scout-intel-mcp`. - [omniologynow-rgb/scout-intel-mcp](https://github.com/omniologynow-rgb/scout-intel-mcp) [![scout-intel-mcp MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp) 🐍 ☁️ - Web intelligence MCP server for AI agents. 7 tools for SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery, and citation tracking. Install via `pip install scout-intel-mcp`.
- [opendatalab/MinerU-Ecosystem](https://github.com/opendatalab/MinerU-Ecosystem/tree/main/mcp) [![opendatalab/MinerU-Ecosystem MCP server](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem/badges/score.svg)](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem) 🎖️ 🐍 🏠 ☁️ - Official MinerU document parsing MCP ([mineru-open-mcp](https://pypi.org/project/mineru-open-mcp/) on PyPI). Converts PDFs, doc/docx/ppt/pptx, images, and spreadsheets to Markdown via the [MinerU](https://mineru.net) API; free Flash mode without an API key (about 20 pages per file); optional `MINERU_API_TOKEN` for higher limits. - [opendatalab/MinerU-Ecosystem](https://github.com/opendatalab/MinerU-Ecosystem/tree/main/mcp) [![opendatalab/MinerU-Ecosystem MCP server](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem/badges/score.svg)](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem) 🎖️ 🐍 🏠 ☁️ - Official MinerU document parsing MCP ([mineru-open-mcp](https://pypi.org/project/mineru-open-mcp/) on PyPI). Converts PDFs, doc/docx/ppt/pptx, images, and spreadsheets to Markdown via the [MinerU](https://mineru.net) API; free Flash mode without an API key (about 20 pages per file); optional `MINERU_API_TOKEN` for higher limits.
- [overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp) 🐍 - Real-time news with tone analysis, brand safety, and narrative shift signals for AI agents. [![CKBrennan/overtone-news-mcp MCP server](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp)
- [NameetP/pdfmux](https://github.com/NameetP/pdfmux) [![pdfmux MCP server](https://glama.ai/mcp/servers/NameetP/pdfmux/badges/score.svg)](https://glama.ai/mcp/servers/NameetP/pdfmux) 🐍 🏠 - PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR, or optional LLM fallback). Per-page confidence scoring flags low-quality pages and auto-reextracts them — prevents silent RAG failures. Zero config: `pip install pdfmux`. MIT licensed. - [NameetP/pdfmux](https://github.com/NameetP/pdfmux) [![pdfmux MCP server](https://glama.ai/mcp/servers/NameetP/pdfmux/badges/score.svg)](https://glama.ai/mcp/servers/NameetP/pdfmux) 🐍 🏠 - PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR, or optional LLM fallback). Per-page confidence scoring flags low-quality pages and auto-reextracts them — prevents silent RAG failures. Zero config: `pip install pdfmux`. MIT licensed.
- [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) ☁️ 🔎 - Highest Accuracy Web Search for AI - [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) ☁️ 🔎 - Highest Accuracy Web Search for AI
- [FayAndXan/spectrawl](https://github.com/FayAndXan/spectrawl) [![spectrawl MCP server](https://glama.ai/mcp/servers/FayAndXan/spectrawl/badges/score.svg)](https://glama.ai/mcp/servers/FayAndXan/spectrawl) 📇 🏠 - Unified web layer for AI agents. Search (8 engines), stealth browse, cookie auth, and act on 24 platforms. 5,000 free searches/month via Gemini Grounded Search. - [FayAndXan/spectrawl](https://github.com/FayAndXan/spectrawl) [![spectrawl MCP server](https://glama.ai/mcp/servers/FayAndXan/spectrawl/badges/score.svg)](https://glama.ai/mcp/servers/FayAndXan/spectrawl) 📇 🏠 - Unified web layer for AI agents. Search (8 engines), stealth browse, cookie auth, and act on 24 platforms. 5,000 free searches/month via Gemini Grounded Search.