sophotron
Provides tools for searching academic papers, retrieving paper metadata, citations, references, related papers, and recommendations using the Semantic Scholar API.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@sophotronsearch for papers on the nature of consciousness"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Sophotron
sopho- (σοφία, wisdom) + -tron (instrument) — a wisdom-instrument for philosophy research.
Sophotron is a tool for searching and retrieving philosophy papers, built for AI research assistants that need to ground themselves in the actual philosophical literature rather than the shallow, mis-classified philosophy slice of general academic databases. It is exposed today as an MCP server; a CLI and other frontends can sit on the same interface-agnostic core.
It combines four open sources, each doing what it does best:
Source | Role |
Semantic Scholar | Search, metadata, citations, references, SPECTER-based related papers (the backbone) |
OpenAlex | Open-access discovery — agent-fetchable PDFs, ~11.5M OA philosophy works |
Unpaywall | DOI → best open-access PDF location |
CrossRef | Authoritative DOI metadata fallback ( |
PhilArchive | Philosophy-specific open-access cache (metadata + best-effort PDF links) |
PhilPapers taxonomy | Browse 6,134 expert-curated philosophy categories (cached snapshot) |
Runs fully keyless. An optional Semantic Scholar API key raises rate limits; optional contact emails opt into the OpenAlex/Unpaywall "polite pool." No source requires registration.
Why four sources? Philosophy is under-served by general infrastructure: low open-access (~15%) and DOI-assignment (~60%) rates, canonical works predating DOIs, and systematic mis-classification (Rawls's A Theory of Justice tagged "Sociology" in Semantic Scholar; Heidegger's Being and Time with a null field). And as of 2026, the PhilPapers/PhilArchive web APIs sit behind Cloudflare bot-protection. OpenAlex + Unpaywall therefore supply the open-access PDFs an automated client can actually fetch, while a cached PhilArchive harvest adds philosophy-specific coverage.
Install
npm install
npm run build
npm run smoke # optional: MCP stdio smoke testRequires Node.js ≥ 22.
Related MCP server: CogniResearch
Configure
All configuration is optional — copy .env.example to .env and fill in what you want:
# Optional: raises Semantic Scholar rate limits (request at
# https://www.semanticscholar.org/product/api). Without it, S2 still works but
# rate-limits aggressively (HTTP 429) on its shared unauthenticated pool.
SEMANTIC_SCHOLAR_API_KEY=
# Optional: OpenAlex/Unpaywall "polite pool" contact (a courtesy id, not a key).
# OPENALEX_EMAIL=you@example.com
# UNPAYWALL_EMAIL=you@example.comAdvanced overrides (SOPHOTRON_OAI_ENDPOINT, SOPHOTRON_DATA_DIR, SOPHOTRON_LIBRARY_PATH) are documented in .env.example.
Use with an MCP client
Claude Code / any stdio MCP client (~/.claude/settings.json):
{
"mcpServers": {
"sophotron": {
"command": "node",
"args": ["/absolute/path/to/sophotron/dist/index.js"],
"env": { "SEMANTIC_SCHOLAR_API_KEY": "optional" }
}
}
}Claude Desktop / Cowork (MCPB bundle): a manifest.json is included. Pack it with the MCPB CLI and install the resulting .mcpb:
npx @anthropic-ai/mcpb packTools
Tool | Description |
| Search via Semantic Scholar (auto-falls back to OpenAlex when S2 is rate-limited); PhilArchive PDF enrichment. Optional |
| Search via OpenAlex with open-access PDF discovery ( |
| Paper details by S2 ID, DOI, arXiv ID, or PhilArchive code |
| Papers citing a paper |
| A paper's bibliography |
| SPECTER-based related papers. Optional |
| Resolve an open-access PDF via the fallback chain (below) |
| Search the local PhilArchive open-access cache |
| Incrementally harvest the PhilPapers/PhilArchive OAI-PMH feed into the cache |
| PhilArchive cache + cross-reference statistics |
| Browse the expert-curated PhilPapers category taxonomy (6,134 categories) |
| Papers near an inferred taxonomy-category region, ranked by influence — a semantic lens over an inferred mapping, not an authoritative index |
| Resolve an open-access PDF, extract its text, and store it as markdown (arxiv-mcp-server-compatible path) |
| Read back the stored text of a downloaded paper, paginated |
| A personal paper library (JSON-on-disk) with tags and notes |
| "More like these," seeded by your library, via Semantic Scholar's hosted Recommendations API (SPECTER2) |
Taxonomy navigation (the discourse-cartographer layer)
The PhilPapers taxonomy is more than a list to browse: each category is treated as an inferred
SPECTER2 region (a coordinate in embedding space, seeded from the category name), so you can
navigate papers relative to a category. Pass a category_id (the id browse_taxonomy returns)
to search_papers or get_related to rerank the results by proximity to that region, or call
category_papers for influence-ranked papers near it.
This is a semantic lens over an inferred mapping, not a classification claim — results are
tagged with relative proximity (nearer / farther / unplaceable), placement: "inferred", and an
honest confidence tier (distinct for semantically-clear coarse categories, low for fine,
catch-all, or thinly-seeded ones). Transient Semantic Scholar outages are reported as
unavailable, never as a confident empty region.
PDF resolution (get_pdf)
Tries sources in order of reliability and stops at the first hit, reporting where the PDF came from and whether an automated client can fetch it:
Semantic Scholar
openAccessPdf→agentFetchable: trueUnpaywall by DOI →
agentFetchable: trueOpenAlex by DOI (or title search) →
agentFetchable: truePhilArchive best-effort URL →
agentFetchable: false(philarchive.org is Cloudflare-walled to automated clients; open these in a browser)
// get_pdf { "paper_id": "10.1007/s11019-014-9560-2" }
{ "pdfUrl": "https://…/paper.pdf", "source": "unpaywall", "agentFetchable": true, "oaStatus": "green", … }Cross-referencing (PhilArchive ↔ Semantic Scholar)
PhilArchive's OAI-PMH metadata omits DOIs, so papers are linked by fuzzy title + author matching (title 50% / author 35% / year 15%; accept > 0.85). Match results carry a confidence score so uncertain links can be reviewed.
Rate limits & access reality
Source | Limit | Handling |
Semantic Scholar | 429s even at slow pace without a key — the unauthenticated pool is globally shared (empirically 7/8 requests 429'd at 5s spacing) | bounded retry/backoff ( |
OpenAlex / Unpaywall | generous, no key | polite-pool email recommended |
PhilArchive OAI ( | 2 req/sec | built-in 500ms throttle |
| Cloudflare 403 to agents | PDF URLs returned as best-effort, browser-only |
Project structure
src/
├── index.ts # MCP server frontend (18 tools)
├── types.ts # shared types
├── adapters/ # one module per external API; never throw to callers
│ ├── semantic-scholar.ts # S2 Graph/Recommendations API (+ SPECTER2 embeddings)
│ ├── openalex.ts # OpenAlex works + OA discovery
│ ├── unpaywall.ts # DOI → OA PDF
│ ├── crossref-api.ts # api.crossref.org DOI metadata fallback
│ ├── philarchive.ts # PhilArchive/PhilPapers OAI-PMH + cache
│ └── taxonomy.ts # PhilPapers category hierarchy (cached)
├── services/ # cross-source logic
│ ├── crossref.ts # S2 ↔ PhilArchive fuzzy cross-reference
│ ├── pdf-resolver.ts # S2 → Unpaywall → OpenAlex → PhilArchive chain
│ ├── paper-download.ts # download_paper / read_paper full-text store
│ ├── library.ts # personal library (JSON-on-disk)
│ └── taxonomy-bridge.ts # taxonomy→papers semantic bridge (inferred centroids)
└── utils/
├── fuzzy-match.ts # title/author matching
├── vector.ts # cosine / centroid / proximity ranking
├── rate-limit.ts # serial rate limiter (S2 1 req/s)
└── http.ts # shared retry/backoff fetch
data/ # philarchive-cache.json, crossref-cache.json, category-centroids.json (regenerable)
scripts/smoke-test.mjs # MCP stdio smoke test (also runs in CI)Develop
npm run build # tsc (tsconfig.build.json — excludes tests/experiments)
npm run typecheck # tsc --noEmit (full, incl. tests)
npm test # vitest (set SKIP_INTEGRATION=true to skip live tests)
npm run smoke # MCP stdio smoke testStart with CONTRIBUTING.md; the operational guide (architecture, conventions, correctness contracts) is CLAUDE.md. Tests are the verification spine — every adapter has unit tests with mocked fetch, plus a network-gated integration suite.
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