AG-Bureau/mcp-search
by Various
Web search, reading, images, screenshots and multi-wave research — with per-answer confidence
MCP
AG-Bureau/mcp-search
Added 21 Sept 2026
Overview
A Python-based Model Context Protocol server for web research. It performs web searches, reads pages, fetches images, captures screenshots, and runs multi-wave research. Each answer includes a confidence score.
Best for
Best for
Python developers building MCP-based research agents.
Use cases
- Add web search and page reading to an MCP client
- Run iterative multi-wave research queries
- Collect screenshots and images as part of a research pipeline
How to use
Tools exposed
web_searchweb_readweb_image_searchweb_screenshotweb_deep_searchunresponsive_enginesengines_irrelevantarguments_adjustedSEARXNG_SECRETLLM_API_KEYLLM_API_BASELLM_MODEL_TEXTLLM_MODEL_VISIONLLM_DISABLE_THINKINGREAD_CONTACTREAD_LANGUAGES
Tested with
Continue, ChatGPT
Notes
A Python-based Model Context Protocol server for web research. It performs web searches, reads pages, fetches images, captures screenshots, and runs multi-wave research. Each answer includes a confidence score.
0 stars on GitHub. Last updated 2026-09-09. Licensed AGPL-3.0.
Use cases
- Add web search and page reading to an MCP client
- Run iterative multi-wave research queries
- Collect screenshots and images as part of a research pipeline
Pros
- Returns a confidence score with each answer
- Covers search, reading, images, and screenshots in one tool
- Simple Python setup for MCP environments
Cons
- No community adoption yet (zero stars)
- Requires an MCP client to be useful
- Confidence scores depend on source quality
Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.
Pros
- Returns a confidence score with each answer
- Covers search, reading, images, and screenshots in one tool
- Simple Python setup for MCP environments
Cons
- No community adoption yet (zero stars)
- Requires an MCP client to be useful
- Confidence scores depend on source quality
Open-source & AI alternatives
Swap-in tools that solve the same job. Weigh the trade-offs before you commit.
firecrawl/firecrawl-mcp-server
Various
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
exa-labs/exa-mcp-server
Various
Exa MCP for web search and web crawling!
browsermcp/mcp
Various
Browser MCP is a Model Context Provider (MCP) server that allows AI applications to control your browser
Pairs with
Other entries in the index that connect to this one. Click through to see the chain.
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