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@@ -1945,7 +1945,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
 - [xmpuspus/ph-civic-data-mcp](https://github.com/xmpuspus/ph-civic-data-mcp) [![xmpuspus/ph-civic-data-mcp MCP server](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Philippine government data as agent-callable tools: PHIVOLCS earthquakes + volcano alerts, PAGASA weather + typhoons, PhilGEPS procurement, PSA 2020 Census population + poverty, AQICN air quality. Install: `uvx ph-civic-data-mcp`.
 - [yusong652/pfc-mcp](https://github.com/yusong652/pfc-mcp) [![pfc-mcp MCP server](https://glama.ai/mcp/servers/yusong652/pfc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yusong652/pfc-mcp) 🐍 🏠 🪟 - MCP server for [ITASCA PFC](https://www.itascacg.com/software/pfc) discrete element simulation — browse documentation, execute scripts, capture plots, and manage long-running tasks via a WebSocket bridge to the PFC GUI.
-- [SPARKIT-science/sparkit-mcp](https://github.com/SPARKIT-science/sparkit-mcp) 🐍 ☁️ - MCP server for [SPARKIT](https://sparkit.science), a scientific research agent that searches the literature, reads papers, and returns cited Markdown reports. Submit a question via the `research` tool from Claude Desktop / Cursor / Claude Code; get back a ~90-second cited report without leaving the chat. `uv tool install sparkit-mcp` or `pip install sparkit-mcp`.
+- [SPARKIT-science/sparkit-mcp](https://github.com/SPARKIT-science/sparkit-mcp) [![SPARKIT-science/sparkit-mcp MCP server](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp) 🐍 ☁️ - MCP server for [SPARKIT](https://sparkit.science), a scientific research agent that searches the literature, reads papers, and returns cited Markdown reports. Submit a question via the `research` tool from Claude Desktop / Cursor / Claude Code; get back a ~90-second cited report without leaving the chat. `uv tool install sparkit-mcp` or `pip install sparkit-mcp`.
 - [yusong652/yade-mcp](https://github.com/yusong652/yade-mcp) [![yade-mcp MCP server](https://glama.ai/mcp/servers/yusong652/yade-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yusong652/yade-mcp) 🐍 🏠 🐧 - MCP server for [YADE](https://yade-dem.org/) — open-source discrete element method (DEM) engine for granular and particle simulation. Browse API docs with BM25 search, execute code via synchronous REPL or async background tasks, monitor progress, and review task history.
 
 ### 🔎 <a name="RAG"></a>end to end RAG platforms