{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_vbzh9m5su7de","handle":"iflow-mcp-semantic-scholar-fastmcp-mcp-server","url":"https://wellknown.network/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server","links":{"self":"https://wellknown.network/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server/record.json","html":"https://wellknown.network/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server","markdown":"https://wellknown.network/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server","status":"https://wellknown.network/api/v1/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server/status","claim":"https://wellknown.network/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-semantic-scholar-fastmcp-mcp-server/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-semantic-scholar-fastmcp-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_semantic-scholar-fastmcp-mcp-server","summary":"A FastMCP server implementation for the Semantic Scholar API","description":"# Semantic Scholar MCP Server\n\n[![smithery badge](https://smithery.ai/badge/semantic-scholar-fastmcp-mcp-server)](https://smithery.ai/server/semantic-scholar-fastmcp-mcp-server)\n\nA FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.\n\n## Project Structure\n\nThe project has been refactored into a modular structure for better maintainability:\n\n```\nsemantic-scholar-server/\n├── semantic_scholar/            # Main package\n│   ├── __init__.py             # Package initialization\n│   ├── server.py               # Server setup and main functionality\n│   ├── mcp.py                  # Centralized FastMCP instance definition\n│   ├── config.py               # Configuration classes\n│   ├── utils/                  # Utility modules\n│   │   ├── __init__.py\n│   │   ├── errors.py           # Error handling\n│   │   └── http.py             # HTTP client and rate limiting\n│   ├── api/                    # API endpoints\n│       ├── __init__.py\n│       ├── papers.py           # Paper-related endpoints\n│       ├── authors.py          # Author-related endpoints\n│       └── recommendations.py  # Recommendation endpoints\n├── run.py                      # Entry point script\n```\n\nThis structure:\n\n- Separates concerns into logical modules\n- Makes the codebase easier to understand and maintain\n- Allows for better testing and future extensions\n- Keeps related functionality grouped together\n- Centralizes the FastMCP instance to avoid circular imports\n\n## Features\n\n- **Paper Search & Discovery**\n\n  - Full-text search with advanced filtering\n  - Title-based paper matching\n  - Paper recommendations (single and multi-paper)\n  - Batch paper details retrieval\n  - Advanced search with ranking strategies\n\n- **Citation Analysis**\n\n  - Citation network exploration\n  - Reference tracking\n  - Citation context and influence analysis\n\n- **Author Information**\n\n  - Author search and profile details\n  - Public…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_semantic-scholar-fastmcp-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"research.academic","name":"Academic Research","confidence":1,"provenance":"derived"}],"categories":["research"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"iflow-mcp_semantic-scholar-fastmcp-mcp-server","registry":"pypi","observedAt":"2026-10-22T04:24:11.136Z","publishedAt":"2025-11-19T06:07:33.546767Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_semantic-scholar-fastmcp-mcp-server","url":"https://pypi.org/project/iflow-mcp_semantic-scholar-fastmcp-mcp-server/","firstSeenAt":"2026-09-09T21:23:45.270Z","fetchedAt":"2026-10-22T04:22:42.607Z","normalizedAt":"2026-10-22T04:22:42.607Z"}]},"firstSeenAt":"2026-09-09T21:23:45.270Z","updatedAt":"2026-10-22T04:24:11.136Z"}