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AEO (Agent Engine Optimization) scanner — scores and benchmarks 12,800+ AI agent tools for discoverability, quality, and agent compatibility. 14 MCP tools for…
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AEO (Agent Engine Optimization) scanner — scores and benchmarks 12,800+ AI agent tools for discoverability, quality, and agent compatibility. 14 MCP tools for…
# parquet_mcp_server [](https://smithery.ai/server/@DeepSpringAI/parquet_mcp_server…
# Data MCP Server This is Data's Model Context Protocol (MCP) Server. It provides various tools to scrape, extract structured data, and crawl webpages. It also…
Provides a searchable marketplace index of AI agents with detailed information including descriptions, websites, and performance metrics to help users discover…
Bridges Microsoft's AutoGen framework with external tools, enabling autonomous agents to execute code, perform research, and collaborate in multi-agent…
Agent News by The Agent Times gives AI agents a verified, sourced, real-time intelligence layer, that helps to save tokens, time and keep agents in the loop.
An MCP server that scouts, recommends, and connects you with useful MCP servers to augment your current tasks or projects. It prefers using existing web search…
Memory Consolidation across vendors, owners, and time. Lithtrix gives AI agents persistent memory, credibility-scored web search, browser fetch, and a shared…
Real-time DeFi data for AI agents. 8 MCP endpoints covering protocol TVL, yields, prices, DEX volumes, fees, contracts, and chain analytics — powered by…
Drop-in Apache Spark replacement written in Rust, unifying batch processing, stream processing, and compute-intensive AI workloads.
Free, private, UI-based software documentation context management server. Designed with software developers in mind.
A MCP Server for Google Scholar: 🔍 Enable AI assistants to search and access Google Scholar papers through a simple MCP interface.
Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API…
Open Source MCP Servers for Scientific Research
An advanced MCP Server for accessing and analyzing clinical evidence data, with flexible search options to support precision medicine and oncology research.
Apple Mail MCP server with full-coverage FTS5 body search. Reliable on large mailboxes where AppleScript-based servers timeout.
A specialized Model Context Protocol (MCP) server for full-text search within a filesystem.
An MCP server for interacting with the Typesense search engine.
Integrates with Meilisearch to enable advanced search operations, index and document management, and customizable search functionality with features like…
# PDF Content Search MCP Server [](https://swift.org)…
City financial data for retirement planning. 500+ cities with cost of living, tax rates, healthcare costs, visa requirements, and the Offramp Index (0-100…
MCP server for AI agents: web content extraction, DuckDuckGo search, site monitoring, HTML to markdown. No API keys needed. Install: npx @rog0x/mcp-web-tools
Fast, accurate, local code search for agents. Indexes any local path or GitHub repo on demand in ~250ms and answers queries in ~1.5ms. Works on CPU, no API…
Browse Reddit directly in Claude Desktop without API keys. Search posts, view subreddits, analyze users, and explore comments seamlessly. Features smart…