scholar-mcp
A FastMCP server for the scholarly citation landscape — papers, patents, books, and standards — giving LLMs a unified way to search, cross-reference, and retrieve prior art across all four source types via Semantic Scholar, EPO Open Patent Services, Open Library, and standards bodies (NIST, IETF, W3C, ETSI), with OpenAlex enrichment and optional docling-serve PDF/full-text conversion.
Documentation | PyPI | Docker
Features
Source domains
- Papers — full-text search with year/venue/field/citation filters; single-paper lookup by DOI, S2 ID, arXiv ID, ACM ID, or PubMed ID; author profile and name search; forward citations, backward references, BFS graph traversal, shortest-path bridge discovery; recommendations from positive/negative examples; BibTeX/CSL-JSON/RIS citation generation with OpenAlex venue enrichment.
- Patents — search across 100+ patent offices via EPO OPS with CPC/applicant/inventor/jurisdiction filters; bibliographic, claims, description, family, legal, and citations sections; NPL-to-paper resolution via Semantic Scholar and paper-to-patent citation discovery. EPO credentials are optional — other domains work without them.
- Books — search by title/author/keywords via Open Library (no API key required); lookup by ISBN-10/13, Open Library work ID, or edition ID; subject-based recommendations sorted by popularity; Google Books excerpts and preview links; WorldCat permalinks for library discovery; cover image caching. Papers with an ISBN in
externalIds are automatically enriched with publisher, edition, cover URL, and subject data from Open Library.
- Standards — identifier resolution, search, and metadata retrieval for NIST, IETF, W3C, and ETSI standards, with optional full-text fetch and Markdown conversion via docling. Tier 2 ISO, IEC, IEEE, Common Criteria (CC), and CEN/CENELEC metadata (including ISO/IEC/IEEE joint standards and the CC ↔ ISO/IEC 15408 cross-link) is synced locally via
sync-standards. ISO, IEC, IEEE have a live-fetch fallback for unsynced identifiers; CC and CEN have no live API and require a sync first. Citations matching standards patterns (RFC, ISO, NIST SP, IEEE, EN, CC) are automatically enriched with structured standard_metadata including identifier, title, body, status, and full-text URL when available (see docs/guides/standards.md).
Cross-cutting
- Enrichment pipeline — phased enrichment from multiple sources: OpenAlex (OA status, affiliations, funders, concepts), CrossRef (publisher, page ranges, container titles), Google Books (preview links, excerpts), and Open Library (book metadata). Runs automatically on paper and book results.
- PDF conversion — download open-access PDFs and convert to Markdown via docling-serve, with optional VLM enrichment for formulas and figures; automatic fallback to ArXiv, PubMed Central, and Unpaywall when Semantic Scholar has no OA link; direct URL download for PDFs found elsewhere.
- Intelligent caching — SQLite-backed cache with per-table TTLs (30 days for papers/authors, 7 days for citations/references) and identifier aliasing.
- Authentication — bearer token, OIDC (OAuth 2.1), or both simultaneously (multi-auth).
- Multi-transport — stdio (Claude Desktop), HTTP (streamable-http), and SSE transports.
- Linux packages —
.deb and .rpm packages with systemd service and security hardening.