dsh-ai4scholar

AI4Scholar for DeepSeek Harness

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Academic literature tools for DeepSeek Harness (dsh), delivered as 38 native agent tools — the same coverage as the AI4Scholar plugins for OpenClaw, Codex, and Hermes. Powered by ai4scholar.net.

Family	Tools	Cost
All at once	search_papers — one query across Semantic Scholar + PubMed (optionally arXiv, Google Scholar), duplicates merged by DOI / arXiv id / PMID / title, multi-platform hits ranked first	per platform
Semantic Scholar (200M+ papers, all fields)	search_semantic, search_semantic_bulk, search_semantic_snippets (full-text excerpts), search_semantic_paper_match (title → paper), get_semantic_paper_detail, get_semantic_paper_batch, get_semantic_citations, get_semantic_references, get_semantic_paper_authors, search_semantic_authors, get_semantic_author_detail, get_semantic_author_batch, get_semantic_author_papers, get_semantic_recommendations, get_semantic_recommendations_for_paper, download_semantic, read_semantic_paper	credits
PubMed (biomedical & life sciences)	search_pubmed, get_pubmed_paper_detail, get_pubmed_paper_batch, get_pubmed_citations, get_pubmed_related	credits
Google Scholar (broadest coverage, cited-by counts)	search_google_scholar	credits
arXiv	search_arxiv, download_arxiv, read_arxiv_paper	free
bioRxiv / medRxiv	search_biorxiv, search_medrxiv, download_biorxiv, download_medrxiv, read_biorxiv_paper, read_medrxiv_paper	free
Any DOI	download_by_doi, read_by_doi (open access anywhere; paywalled publishers on institutional networks)	free
Writing & figures	auto_cite (insert real citations + reference list + BibTeX), sci_draw (generate / edit / style / compose / critique / SVG / vectorize scientific figures)	credits
Account	get_ai4scholar_credits, plus the /ai4scholar slash command	free

Every paper-list tool returns one normalized record shape — title, authors, year, venue, citation count, DOI/PMID/arXiv ids, URL, open-access PDF, abstract — so the model (and Code Mode programs) can chain calls across platforms without special cases. Results render as citation cards in the dsh Web UI; full-text tools return the PDF text in slices (offset / max_chars) so a 40-page paper never floods the context.

Credits are visible. Every billed tool card in the chat carries the charge in its title (Semantic Scholar: protein folding · 10 credits · 4,990 left), the model-facing result ends with AI4Scholar credits — this call: 10 · this session: 40 · remaining: 4,960 (from the API's X-Credits-* headers) and the model is asked to close a billed turn with a one-line credit note; /ai4scholar renders a balance card (available credits, breakdown, membership, key status, session spend) and get_ai4scholar_credits gives the model the same numbers. Free platforms (arXiv, bioRxiv/medRxiv, DOI) carry no credit line.

Screenshots

Settings → Plugins card	Search results as citation cards	/ai4scholar balance card

Install

You need a running dsh (see the harness README) and an AI4Scholar API key from ai4scholar.net.

dsh plugin --profile web add dsh-ai4scholar   # add to the profile you use (web, headless, or your own)
dsh web                                       # start (or restart) dsh

Then open Settings → Plugins → AI4Scholar, paste the key, and press Save. The card stores it in the dsh credentials store ($DSH_HOME/.credentials.yaml, mode 0600) — the same place the Models page keeps provider keys — and it takes effect on the next tool call, no restart. Saving also tests the key at once (✓ Key works · 89,419 credits available), and a Refresh link re-checks any time; the browser never sees the key — the check goes through the plugin's host route GET /ai4scholar/balance.

Prefer files or CI? The plugin resolves the credential reference AI4SCHOLAR_API_KEY, so any of these also work (highest precedence first): export AI4SCHOLAR_API_KEY=… in the shell that launches dsh · a line in $DSH_HOME/.credentials.yaml · a line in the project or $DSH_HOME/.env. The card reports which layer is supplying the key and goes read-only when the environment does.

Verify the layer without booting: dsh --profile web --dump-config prints a # == dsh-ai4scholar section.

Then just ask:

Find recent papers on CRISPR base editing for sickle cell disease and compare their delivery methods.

Search PubMed for GLP-1 receptor agonists and cardiovascular outcomes since 2022, sorted by date.

Which paper is "Attention Is All You Need"? Give me its DOI and citation count.

Configuration

The bundle mounts one row (id: ai4scholar) with these defaults. Override from your profile's cordis.patch.yml (a patch replaces the whole config, so restate every key you keep):

- id: ai4scholar
  config:
    apiKeyEnv: AI4SCHOLAR_API_KEY   # credential reference; the key itself never lives in config
    baseUrl: https://ai4scholar.net
    # tool families
    semanticScholar: true
    pubmed: true
    googleScholar: true
    arxiv: true
    biorxiv: true                    # bioRxiv + medRxiv
    doi: true
    fullText: true                   # the read_* tools (PDF download + text extraction)
    autoCite: true
    sciDraw: true
    creditsTool: true                # get_ai4scholar_credits
    command: true                    # the /ai4scholar slash command
    balanceRoute: true               # GET /ai4scholar/balance for the settings card's key test
    showCredits: true                # credit line on billed results
    promptGuidance: true             # short system-prompt section describing the tools
    promptOrder: 150
    # sizes
    defaultMaxResults: 10            # when the model omits max_results
    maxResultsCap: 50                # hard upper bound per call
    abstractMaxChars: 600            # abstract characters shown per paper; 0 hides abstracts
    readMaxChars: 60000              # characters per full-text slice
    # timeouts / retry
    requestTimeoutMs: 30000          # per HTTP attempt
    pdfTimeoutMs: 120000             # per PDF download
    generationTimeoutMs: 300000      # auto_cite / sci_draw
    maxRetries: 3                    # attempts on 429 / network errors
    retryBackoffMs: 2000             # doubles per attempt
    toolTimeoutMs: 180000            # cooperative per-call budget enforced by dsh

The API key is resolved per call through ctx.credentials, so storing or rotating it takes effect on the next tool call without a restart. When the credentials service is absent (a custom composition), the plugin falls back to process.env[apiKeyEnv].

The settings card always edits AI4SCHOLAR_API_KEY (the browser half does not receive the row config); a deployment that overrides apiKeyEnv manages that reference through the environment or the credentials file instead. The session credit tally is process-local (it restarts with dsh); the balance itself always comes from the API.

How it fits dsh

• Two halves in one package: the Node half registers the tools; the browser half (exports["./client"], declared by dsh.client) contributes the settings card through the settings.plugin.item slot and talks to the Host only through the credentials wire API — the key literal never rides a response, and it never reaches the model.
• Tools are registered on ctx.tools with defineTool: typed, schema-validated arguments; a canonical JSON value per call ({ source, query, total, papers[], truncated, nextOffset? }); a Markdown rendering for the model; and a web result card (structured sources) for the Web UI.
• A single tool:ai4scholar system-prompt section tells the model when to use which platform and to cite by DOI/link.
• Everything is an effect: unloading the plugin (or editing its config, which triggers HMR) withdraws every tool and the prompt section.
• No model-visible input is added outside the tool results, so sessions stay fully replayable from the log.

Development

pnpm install
pnpm test          # builds lib/ (Node half via tsc, browser bundle via tsdown), then runs:
                   #   unit tests, a smoke test against the real ToolRuntime, and a jsdom test that
                   #   loads the built client bundle under the dsh module-host contract and drives the card
pnpm typecheck

# try it in a dsh profile without publishing:
dsh plugin --profile web add /absolute/path/to/ai4scholar-plugin-dsh

dsh plugin add github:<you>/ai4scholar-plugin-dsh also works: the prepare script builds lib/ from source, and pnpm asks you to allow it once via allowBuilds in the profile's pnpm-workspace.yaml.

Notes

• download_by_doi / read_by_doi resolve through doi.org and known publisher PDF patterns (Elsevier, Springer/Nature, Wiley, T&F, MDPI, IEEE, ACM, ACS, RSC, PLOS, Frontiers, bioRxiv/medRxiv, arXiv). Paywalled articles only download when dsh runs on a network with institutional access; a refusal names the landing page so the user can fetch it by hand.
• Full-text extraction uses pdf-parse (pdf.js) in-process; scanned/image-only PDFs yield an explicit error rather than empty text.
• The same tool set ships for OpenClaw, Codex and Hermes.

License

MIT