priorwork-mcp

MCP server for priorwork.fyi — semantic search over 114,000+ papers from major ML, NLP, and Computer Vision conferences (NeurIPS, CVPR, ICML, ICLR, ACL, EMNLP, ICCV, AISTATS, and more), directly from Claude Code, Cursor, or any MCP client.

Tools

Setup

Claude Code

claude mcp add priorwork -- uvx priorwork-mcp

Cursor / other MCP clients

Add to your MCP configuration:

{
  "mcpServers": {
    "priorwork": {
      "command": "uvx",
      "args": ["priorwork-mcp"]
    }
  }
}

Configuration

Configuration is via environment variables (pass with -e KEY=value in claude mcp add, or an "env" block in JSON configs):

Example

"Find prior work on spatiotemporal forecasting with graph neural networks"

1. Taming Local Effects in Graph-based Spatiotemporal Forecasting — Andrea Cini, et al. (2023 · NeurIPS)  [score: 0.802]
2. FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective — ...

License

MIT