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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.PrivacyTermsv0.1 · early network
Capabilities/research

Research

Literature, scientific and web research.

3.2k records2392 liveRefine in search →
Academic ResearchDeep Web ResearchPeople & Company Research
iflow-mcp_jsfsds-pubmed_searchMCP serverMCP
Unknown

PubMed 文献智能分析 MCP 服务

Academic Research~100%Writing & Editing~83%
pypi:iflow-mcp_jsfsds-pubmed_search · local packagepublished 9 mo ago
iflow-mcp_joshualelon-deep-research-mcpMCP serverMCP
Unknown

A multi-agent research framework using Python and MCP (Message Control Protocol)

Version Control~100%Deep Web Research~100%
pypi:iflow-mcp_joshualelon-deep-research-mcp · local packagepublished 9 mo ago
iflow-mcp_jackkuo666-semanticscholar-mcp-serverMCP serverMCP
Unknown

Semantic Scholar MCP Server for interacting with the Semantic Scholar API

Version Control~100%Academic Research~100%
pypi:iflow-mcp_jackkuo666-semanticscholar-mcp-server · local packagepublished 9 mo ago
iflow-mcp_jackkuo666-sci-hub-mcp-serverMCP serverMCP
Unknown

MCP server for searching and accessing academic papers through Sci-Hub

Version Control~100%Academic Research~100%
pypi:iflow-mcp_jackkuo666-sci-hub-mcp-server · local packagepublished 9 mo ago
iflow-mcp_jackkuo666_mcp-server-google-scholarMCP serverMCP
Unknown

An MCP server for searching and retrieving articles from Google Scholar

Version Control~100%Academic Research~100%
pypi:iflow-mcp_jackkuo666_mcp-server-google-scholar · local packagepublished 10 mo ago
iflow-mcp_ilyagusev-academia_mcpMCP serverMCP
Unknown

MCP server that provides different tools to search for scientific publications

Web Search~100%Academic Research~100%Identity & Access~83%
pypi:iflow-mcp_ilyagusev-academia_mcp · local packagepublished 9 mo ago
iflow-mcp_higress-ai-search-mcp-serverMCP serverMCP
Unknown

Higress ai-search MCP Server

Academic Research~100%Web Search~83%Version Control~83%Packages & Dependencies~77%
pypi:iflow-mcp_higress-ai-search-mcp-server · local packagepublished 12 mo ago
iflow-mcp_hherb-biomedmcpMCP serverMCP
Unknown

A proof-of-concept MCP server and autonomous research agent for biomedical literature search using PubMed and web tools

Packages & Dependencies~88%Academic Research~81%Databases~79%
pypi:iflow-mcp_hherb-biomedmcp · local packagepublished 9 mo ago
iflow-mcp_grll_pubmedmcpMCP serverMCP
Unknown

A MCP server for PubMed data

Academic Research~81%
pypi:iflow-mcp_grll_pubmedmcp · local packagepublished 10 mo ago
iflow-mcp_google-scholar-mcp-serverMCP serverMCP
Unknown

An MCP server for searching and retrieving articles from Google Scholar

Version Control~100%Academic Research~100%
pypi:iflow-mcp_google-scholar-mcp-server · local packagepublished 12 mo ago
iflow-mcp_genomoncology-biomcpMCP serverMCP
Unknown

Biomedical Model Context Protocol Server

Academic Research~83%
pypi:iflow-mcp_genomoncology-biomcp · local packagepublished 9 mo ago
iflow-mcp_gdcc-semantic-croissantMCP serverMCP
by Anthropic, PBC.
Unknown

A MCP server exposing a croissant tools

Deep Web Research
pypi:iflow-mcp_gdcc-semantic-croissant · local packagepublished 9 mo ago
iflow-mcp_flowllm-ai-finance-mcpMCP serverMCP
Unknown

LLM-powered MCP server for building financial deep-research agents, integrating web search, Crawl4AI scraping, and entity extraction into composable analysis flows.

Web SearchDeep Web Research~100%
pypi:iflow-mcp_flowllm-ai-finance-mcp · local packagepublished 9 mo ago
iflow-mcp_firetix_mcp-simple-toolMCP serverMCP
by Anthropic, PBC.
Unknown

A simple MCP server exposing a website fetching tool

Security Review~100%Deep Web Research
pypi:iflow-mcp_firetix_mcp-simple-tool · local packagepublished 9 mo ago
iflow-mcp_finance-llms-deep-researchMCP serverMCP
by Finance-LLMs
Unknown

AI-powered deep research tool using Model Context Protocol

Deep Web Research~100%Web Scraping~84%Version Control~75%
pypi:iflow-mcp_finance-llms-deep-research · local packagepublished 9 mo ago
iflow-mcp_edwardchoh-apollo-io-mcp-serverMCP serverMCP
Unknown

MCP server that exposes the Apollo.io API functionalities as tools

People & Company Research~89%
pypi:iflow-mcp_edwardchoh-apollo-io-mcp-server · local packagepublished 9 mo ago
iflow-mcp_drabreu_alex-mcpMCP serverMCP
by OpenAlex MCP Team
Unknown

MCP server for OpenAlex academic research API

Academic Research~80%
pypi:iflow-mcp_drabreu_alex-mcp · local packagepublished 10 mo ago
iflow-mcp_daheepk_arxiv-paper-mcpMCP serverMCP
Unknown

arXiv 논문 데이터를 Claude AI와 연동하는 MCP 서버

Academic ResearchWriting & Editing~88%
pypi:iflow-mcp_daheepk_arxiv-paper-mcp · local packagepublished 10 mo ago
iflow-mcp_cmpxchg16-reddit-mcpMCP serverMCP
by Andi Ellison
Unknown

MCP server that exposing a website fetching tool which use mainly for reddit extract

Deep Web Research
pypi:iflow-mcp_cmpxchg16-reddit-mcp · local packagepublished 9 mo ago
iflow-mcp_chrismannina-pubmed-mcp-serverMCP serverMCP
by Agent Care Team
Unknown

A comprehensive PubMed Model Context Protocol (MCP) server

Version Control~100%Academic ResearchCI/CD & Deploy~69%
pypi:iflow-mcp_chrismannina-pubmed-mcp-server · local packagepublished 8 mo ago
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