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Copy the content below and provide it to an AI agent.
Example address ahead of launch.
Licensing, access and known limitations of biomedical data resources and open models.
Every conclusion carries its source text and verification date.
Last verified offline values
Counts include sub-domains; a dataset can sit in several.
File hosting on Mdexa is not open yet. Until it opens, every entry links to its original source.
Default order: permissive licenses first
License permissive, share-alike: all parts permissive; conditions are the union of the parts. Risk flag(s): derived. Link only.
Pharmacy and drugs · Databases · Derived
License permissive, share-alike: all parts permissive; conditions are the union of the parts. Link only.
Pharmacy and drugs · Databases
License permissive, judged by public rules and checked by a second-pass model. Link only.
Genomics and omics · Databases
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Exam-derived. Link only.
Clinical medicine · Pharmacy and drugs · Chinese materia medica · Medical imaging · Public health · Question banks and benchmarks · Exam-derived
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): scraped. Link only.
Traditional Chinese medicine · Annotated corpora · Scraped
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): derived, Model-generated. Link only.
Genomics and omics · Databases · Derived · Model-generated
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Exam-derived. Link only.
Traditional Chinese medicine · Chinese materia medica · Formulas · Diagnostic methods · Classical texts · Case records · Question banks and benchmarks · QA, dialogue and instruction data · Annotated corpora · Exam-derived
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Link only.
Clinical medicine · Medical imaging · Annotated corpora
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Exam-derived. Link only.
Traditional Chinese medicine · Diagnostic methods · Formulas · Chinese materia medica · Question banks and benchmarks · Annotated corpora · Exam-derived
License permissive, share-alike: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Exam-derived. Link only.
Clinical medicine · Question banks and benchmarks · QA, dialogue and instruction data · Exam-derived
License is permissive, but source risk: source not stated, so source copyright cannot be judged; link only.
Traditional Chinese medicine · Question banks and benchmarks · Unknown provenance
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Link only.
Clinical medicine · Question banks and benchmarks
License is permissive, but source risk: questions come from copyrighted exams; content scraped from websites whose terms are not stated; link only.
Traditional Chinese medicine · Diagnostic methods · Question banks and benchmarks · QA, dialogue and instruction data · Exam-derived · Scraped
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): derived. Link only.
Clinical medicine · QA, dialogue and instruction data · Knowledge graphs · Derived
License is permissive, but source risk: questions come from copyrighted exams; link only.
Traditional Chinese medicine · Question banks and benchmarks · Exam-derived
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): derived, Real patient text. Link only.
Clinical medicine · QA, dialogue and instruction data · Derived · Real patient text
License is permissive, but source risk: source not stated, so source copyright cannot be judged; link only.
Chinese materia medica · Diagnostic methods · Acupuncture, moxibustion and tuina · Question banks and benchmarks · Unknown provenance
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Model-generated. Link only.
Clinical medicine · Biomedical literature · QA, dialogue and instruction data · Literature · Other · Model-generated
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): derived, Model-generated. Link only.
Clinical medicine · QA, dialogue and instruction data · Derived · Model-generated
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Exam-derived. Link only.
Clinical medicine · Question banks and benchmarks · Exam-derived
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Model-generated. Link only.
Clinical medicine · QA, dialogue and instruction data · Model-generated
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Exam-derived, scraped. Link only.
Clinical medicine · Question banks and benchmarks · QA, dialogue and instruction data · Exam-derived · Scraped
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): derived. Link only.
Clinical medicine · Pharmacy and drugs · Question banks and benchmarks · Derived
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): derived, Exam-derived. Link only.
Clinical medicine · Question banks and benchmarks · Literature · Derived · Exam-derived
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Exam-derived. Link only.
Clinical medicine · Question banks and benchmarks · QA, dialogue and instruction data · Exam-derived
License permissive: all parts permissive; conditions are the union of the parts. Link only.
Pharmacy and drugs · Databases
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): derived. Link only.
Biomedical literature · Annotated corpora · Literature · Derived
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): derived. Link only.
Biomedical literature · Clinical medicine · QA, dialogue and instruction data · Annotated corpora · Derived
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): derived, Exam-derived. Link only.
Clinical medicine · Annotated corpora · Derived · Exam-derived
License permissive: all parts permissive; conditions are the union of the parts. Link only.
Genomics and omics · Databases
License permissive, judged by public rules and checked by a second-pass model. Link only.
Genomics and omics · Databases
License permissive, judged by public rules and checked by a second-pass model. Link only.
Genomics and omics · Databases
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Unknown provenance. Link only.
Traditional Chinese medicine · Pharmacy and drugs · Clinical medicine · Question banks and benchmarks · QA, dialogue and instruction data · Unknown provenance
License permissive, share-alike: all parts permissive; conditions are the union of the parts. Risk flag(s): derived. Link only.
Pharmacy and drugs · Databases · Derived
License permissive: first-hand data-scope statement(s) allow commercial use and redistribution. Risk flag(s): Real patient text, scraped. Link only.
Traditional Chinese medicine · Classical texts · Case records · Chinese materia medica · Formulas · Acupuncture, moxibustion and tuina · Diagnostic methods · Clinical medicine · Clinical cases · Databases · Terminologies and coding systems · Real patient text · Scraped
License permissive, judged by public rules and checked by a second-pass model. Link only.
Genomics and omics · Databases
License is permissive, but source risk: source not stated, so source copyright cannot be judged; link only.
Clinical medicine · QA, dialogue and instruction data · Unknown provenance
License is permissive, but source risk: questions come from copyrighted exams; link only.
Clinical medicine · Question banks and benchmarks · Clinical cases · Exam-derived
License is permissive, but source risk: derived from real patient text; link only.
Clinical medicine · QA, dialogue and instruction data · Real patient text
License is permissive, but source risk: content scraped from websites whose terms are not stated; link only.
Clinical medicine · Pharmacy and drugs · QA, dialogue and instruction data · Scraped
License is permissive, but source risk: content scraped from websites whose terms are not stated; derived from real patient text; link only.
Clinical medicine · QA, dialogue and instruction data · Scraped · Real patient text
License is permissive, but source risk: content scraped from websites whose terms are not stated; generated by a model; the model's output terms need checking; built from other datasets; link only.
Clinical medicine · QA, dialogue and instruction data · Scraped · Model-generated · Derived
License is permissive, but source risk: source not stated, so source copyright cannot be judged; link only.
Clinical medicine · QA, dialogue and instruction data · Unknown provenance
License is permissive, but source risk: generated by a model; the model's output terms need checking; link only.
Clinical medicine · QA, dialogue and instruction data · Model-generated
License restricted, judged by public rules and checked by a second-pass model. Link only.
Pharmacy and drugs · Standards and terminology · Terminologies and coding systems
License restricted: only a copyright-reservation statement; no use license is granted. Link only.
Pharmacy and drugs · Databases
License restricted: restrictions are read broadly: forbids commercial use. Risk flag(s): Real patient text. Link only.
Clinical medicine · Question banks and benchmarks · Clinical cases · Real patient text
License restricted: restrictions are read broadly: CC-BY-ND-3.0-IGO. Link only.
Standards and terminology · Terminologies and coding systems
License restricted, judged by public rules and checked by a second-pass model. Link only.
Clinical medicine · Registries
License restricted: restrictions are read broadly: CC-BY-NC-SA-4.0. Link only.
Pharmacy and drugs · Databases · Annotated corpora
License restricted, judged by public rules and checked by a second-pass model. Link only.
Genomics and omics · Databases
License restricted, judged by public rules and checked by a second-pass model. Link only.
Standards and terminology · Terminologies and coding systems
License restricted: restrictions are read broadly: CC-BY-NC-SA-4.0. Risk flag(s): derived, Real patient text. Link only.
Clinical medicine · Biomedical literature · Annotated corpora · Clinical cases · Literature · Derived · Real patient text
License restricted, judged by public rules and checked by a second-pass model. Link only.
Standards and terminology · Terminologies and coding systems
License restricted: restrictions are read broadly: CC-BY-NC-4.0. Link only.
Pharmacy and drugs · Databases · Other
License restricted, judged by public rules and checked by a second-pass model. Link only.
Clinical medicine · Genomics and omics · Pharmacy and drugs · Annotated corpora · Databases · Knowledge graphs · Guidelines and standards
License restricted, judged by public rules and checked by a second-pass model. Link only.
Pharmacy and drugs · Databases · Drug information
License restricted, judged by public rules and checked by a second-pass model. Link only.
Standards and terminology · Terminologies and coding systems
License restricted, judged by public rules and checked by a second-pass model. Link only.
Standards and terminology · Terminologies and coding systems
License restricted, judged by public rules and checked by a second-pass model. Link only.
Pharmacy and drugs · Standards and terminology · Databases
License restricted, judged by public rules and checked by a second-pass model. Link only.
Pharmacy and drugs · Standards and terminology · Terminologies and coding systems · Derived
License restricted, judged by public rules and checked by a second-pass model. Link only.
Standards and terminology · Terminologies and coding systems
License is restricted: Only a copyright-reservation statement; no license granted; link only.
Standards and terminology · Guidelines and standards
License is restricted: CC BY-NC 4.0 prohibits commercial use; link only.
Chinese materia medica · Formulas · Pharmacy and drugs · Genomics and omics · Knowledge graphs · Derived
License is restricted: The official README limits the project to non-commercial research; under "restrictions are read broadly" this applies to the corpus; link only.
Clinical medicine · QA, dialogue and instruction data · Derived · Scraped · Real patient text
License is restricted: README limits use to non-commercial research; link only.
Clinical medicine · QA, dialogue and instruction data
License is restricted: The official README restricts use to academic research and prohibits commercial misuse; the unofficial mirror card does not count; link only.
Clinical medicine · Question banks and benchmarks · Exam-derived
License is restricted: the declared license is broader than upstream; the strictest upstream applies (cMedQA2 non-commercial; MedDialog copyright haodf.com); link only.
Clinical medicine · QA, dialogue and instruction data · Derived · Scraped · Real patient text · Model-generated
License is restricted: README prohibits commercial use; link only.
Clinical medicine · Biomedical literature · QA, dialogue and instruction data · Model-generated
License is restricted: README prohibits commercial use; link only.
Clinical medicine · Question banks and benchmarks · Annotated corpora · Derived
License is restricted: README asks not to use the data commercially; link only.
Clinical medicine · Pharmacy and drugs · Knowledge graphs · Scraped
License is restricted: underlying texts are public domain; the compilation requires a paid commercial license; link only.
Classical texts · Acupuncture, moxibustion and tuina
License is restricted: CC BY-NC-SA 4.0 prohibits commercial use; link only.
Traditional Chinese medicine · Question banks and benchmarks · Expert judgments · Exam-derived
License unstated: the source says licenses differ per subset and does not list them. Link only.
Pharmacy and drugs · Clinical medicine · Databases
License unstated, judged by public rules and checked by a second-pass model. The license question stays open.
Clinical medicine · Pharmacy and drugs · Registries
License unstated, judged by public rules and checked by a second-pass model. The license question stays open.
Pharmacy and drugs · Clinical medicine · Standards and terminology · Databases · Real patient text
License unstated, judged by public rules and checked by a second-pass model. The license question stays open.
Genomics and omics · Databases
License unstated, judged by public rules and checked by a second-pass model. The license question stays open.
Genomics and omics · Databases · Real patient text
License unstated, judged by public rules and checked by a second-pass model. The license question stays open.
Biomedical literature · Databases · Literature · Derived
License unstated: No license on the repository page; usage notice unread; link only until resolved.
Classical texts
License unstated: Only a code repository license; no data license stated; link only until resolved.
Clinical medicine · Question banks and benchmarks · Annotated corpora
License unstated: No license stated; link only until resolved.
Clinical medicine · Knowledge graphs · Scraped
License unstated: No license on the repository page; link only until resolved.
Clinical medicine · QA, dialogue and instruction data · Annotated corpora · Real patient text
License unstated: GPL-3.0 repository license; whether it covers the data is unstated; link only until resolved.
Clinical medicine · QA, dialogue and instruction data · Annotated corpora · Scraped · Real patient text
License unstated: Repository-level MIT only; no data license stated; link only until resolved.
Clinical medicine · Question banks and benchmarks · Exam-derived
License unstated: Repository-level MIT only; no data license stated; link only until resolved.
Clinical medicine · Public health · Traditional Chinese medicine · Question banks and benchmarks · Exam-derived
License unstated: No license file; badge points to another project; link only until resolved.
Traditional Chinese medicine · Question banks and benchmarks · Exam-derived
License conflict: the publisher's own statements contradict each other (permissive license vs restriction). Link only.
Clinical medicine · Question banks and benchmarks · Knowledge graphs
License conflict: the publisher's own statements contradict each other (permissive license vs restriction). Link only.
Traditional Chinese medicine · QA, dialogue and instruction data
License conflict: HF metadata CC BY 4.0 conflicts with card text CC BY-NC 4.0; link only until resolved.
Clinical medicine · QA, dialogue and instruction data · Scraped · Model-generated
License conflict: HF card Apache-2.0 conflicts with the README non-commercial statement; link only until resolved.
Traditional Chinese medicine · QA, dialogue and instruction data · Model-generated
License unverifiable: Only a news report was opened; terms of the list unknown; link only until resolved.
Drug lists and formularies · Drug information
License unverifiable: Page returned 403; license unknown; link only until resolved.
Classical texts · Derived
License unverifiable: No data download page or data license found; link only until resolved.
Clinical medicine · Biomedical literature · Annotated corpora · Knowledge graphs
License unverifiable: Database terms page could not be opened; no data license found; link only until resolved.
Chinese materia medica · Genomics and omics · Pharmacy and drugs · Databases
License unverifiable: Data license not found; repositories returned 404 and the platform requires login; link only until resolved.
Clinical medicine · Question banks and benchmarks
License unverifiable: The only license information is on a Hugging Face page whose account cannot be shown to belong to the publisher (third-party mirror, secondhand); no first-hand statement; link only until resolved.
Clinical medicine · QA, dialogue and instruction data · Scraped · Real patient text
License unverifiable: Data license not written; data must be requested from authors; link only until resolved.
Traditional Chinese medicine · Classical texts · Question banks and benchmarks · Exam-derived
License unverifiable: License seen only in a search snippet; page not opened; link only until resolved.
Chinese materia medica · Annotated corpora · Drug information
License unverifiable: Only the paper license is known; data license not found; link only until resolved.
Diseases and patterns · Clinical cases · Real patient text
License unverifiable: License seen only in a search snippet; original page not opened; link only until resolved.
Diseases and patterns · Case records · Clinical cases · Question banks and benchmarks · Real patient text
No license shown on the platform
huggingface: lavita/AlpaCare-MedInstruct-52k · listed 2026-11-13
No dataset matches. Submit or nominate an unlisted dataset Agents can query https://mcp.mdexa.com/v1/datasets?q=
search_datasets | Matching datasets, one-line verdict each |
|---|---|
get_card | The full card |
get_license_evidence | Excerpts, links, verification dates |
list_facets | Filters and their counts |
get_access | Source links (never a file URL) |
batch_check | List check: a batch of names or URLs, item by item (free-account key) |
Every response carries license_status last_verified card_url
The data, field spec and license rules are public on GitHub; dataset authors can file an issue to correct a card.
get_license_evidence("linglan"){
"slug": "linglan",
"data_notice": "Fields named untrusted_third_party_text quote third-party web pages ver…",
"license_status": "permissive",
"hosting": "link-only",
"evidence": [
{"location":"hf-card-metadata","spdx":"CC-BY-4.0","untrusted_third_party_text":"license: cc-by-4.0","verified_on":"2026-11-12","snapshot_id":"s01"},
{"location":"readme","untrusted_third_party_text":"The LingLanMedBench dataset is released under the [Creative…","verified_on":"2026-11-12","snapshot_id":"s01"},
{"location":"readme","untrusted_third_party_text":"Please credit [LingLanMedBench, its authors, and the data s…","verified_on":"2026-11-12","snapshot_id":"s01"},
{"location":"readme","untrusted_third_party_text":"See [data/LICENSE](data/LICENSE) for the full terms.","verified_on":"2026-11-12","snapshot_id":"s01"},
{"location":"dataset-page","untrusted_third_party_text":"The LingLanMedBench dataset is released under the Creative…","verified_on":"2026-11-12","snapshot_id":"s02"}
],
"last_verified": "2026-11-14",
"card_url": "https://mdexa.com/datasets/linglan/"
}
Any MCP client can connect at the same address; we have not tested each one. Or call the HTTP API with an API key.
{
"mcpServers": {
"mdexa": {
"command": "node",
"args": ["<path>/api/mcp-stdio.mjs"]
}
}
}curl "https://mcp.mdexa.com/v1/datasets?content_type=benchmark-exam&language=zh&limit=2"Create a key yourself in the console after signing up for free. Create a key
import { Client } from "@modelcontextprotocol/sdk/client/index.js";
import { StreamableHTTPClientTransport } from
"@modelcontextprotocol/sdk/client/streamableHttp.js";
const client = new Client({ name: "my-agent", version: "1.0.0" });
await client.connect(new StreamableHTTPClientTransport(
new URL("https://mcp.mdexa.com/mcp")));
await client.listTools();npx @modelcontextprotocol/inspector --cli node <path>/api/mcp-stdio.mjs --method tools/listHigher limits, an API key, saved lists and alerts
More headroom for individuals and small teams
The highest limits and the largest batches
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Full refund within 14 days of activation if you have not used the membership benefits.