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@@ -2086,7 +2086,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities.
 - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
 - [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.
-- [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/Unfragile.ai/tree/main/mcp-server) 📇 🏠 - The match graph for AI. Search 100K+ capabilities across 13K+ AI artifacts — models, agents, MCP servers, APIs, frameworks, and more. 10 tools for discovery, comparison, trust passports, and capability routing. `npx -y @unfragile/mcp-server`
+- [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server) [![Glama score](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server) 📇 🏠 - Canonical MCP server resolver. Returns the right MCP for any agent intent with an invocation-ready snippet and an Ed25519-signed trust passport. Cross-registry coverage. `npx -y @unfragile/mcp-server`
 - [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
 - [vitorpavinato/ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server) 🐍 ☁️ 🏠 - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research.
 - [robbyczgw-cla/web-search-plus-mcp](https://github.com/robbyczgw-cla/web-search-plus-mcp) [![web-search](https://glama.ai/mcp/servers/robbyczgw-cla/web-search-plus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/robbyczgw-cla/web-search-plus-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Multi-provider web search with intelligent auto-routing (Serper, Tavily, Exa). Available via `uvx web-search-plus-mcp`.