Install
openclaw skills install @sciminer/pharma-intelligenceIn-depth, multi-region pharmaceutical intelligence search and synthesis, plus drug repurposing, target discovery, clinical evidence review, and bioactivity analysis. Use this skill whenever the user asks about drug approvals, clinical trials, regulatory submissions, pipeline assets, patent landscapes, competitive intelligence, scientific evidence, disease targets, genetic associations, or compound bioactivity for any drug, target, indication, or company — especially when coverage of China, US, Europe, Japan, South Korea, or Australia is needed. Trigger even for casual queries like "what's the approval status of X in China", "find trials for Y in Japan", "compare pipeline coverage across regions", "find drugs for disease Z", or "what targets are associated with condition W". Always consult this skill before answering any pharma or biomedical research question that requires source-grounded data.
openclaw skills install @sciminer/pharma-intelligenceSystematic, source-prioritized search and synthesis across regulatory, clinical, academic, and commercial databases — covering all major pharmaceutical markets and 14+ biomedical research databases.
This skill delegates all database work to the sub-skills bundled locally under skills/.
Read the relevant sub-skill's SKILL.md before invoking it, then run its bundled script.
See references/sub-skills.md for the full mapping of research tasks to sub-skills and execution patterns.
Every region follows a 3-tier hierarchy. Higher tiers override lower-tier claims; always cite the tier.
| Tier | Type | Description |
|---|---|---|
| Tier 1 | Regulatory | Official agency submissions, approvals, labels |
| Tier 2 | Trial registries | Prospective/registered clinical evidence |
| Tier 3 | Academic / IP | Published papers, conferences, patents |
For the per-region source map (CN / US / EU / JP / KR / AU + global) with URLs and access notes, see references/sources-by-region.md.
| # | Intent | Trigger phrases |
|---|---|---|
| A | Trial landscape | "trials of X", "clinical studies of", "who is testing", "phase 2/3 of" |
| B | Approval / regulatory status | "is X approved", "approval status", "FDA/EMA/NMPA cleared" |
| C | Safety / adverse events | "side effects of", "is X safe", "adverse events", "black box" |
| D | Pipeline / competitive intel | "pipeline", "competitive landscape", "who else is developing" |
| E | Patent / IP / exclusivity | "when does patent expire", "patent landscape", "exclusivity" |
| F | Target / mechanism / drug discovery | "drugs targeting X", "mechanism of", "bioactivity", "IC50" |
| G | Repurposing / target discovery | "repurpose for", "targets associated with disease", "genetic basis" |
| H | Literature / evidence review | "recent papers on", "what's known about", "systematic review" |
Also capture: regions in scope (US / EU / JP / CN / KR / AU / global) and time horizon.
Run the workflow for the chosen intent (see Per-Intent Workflows) in order. For sources without MCP coverage (CN NMPA/CDE, EMA EPAR, PMDA, jRCT, CTIS, CRIS, ANZCTR, Orange Book), use web_fetch only at the steps that name them.
Resolve identifiers as needed:
opentargets-skill or efo-ontology-skillncbi-clinicaltables-skill or ensembl-skillensembl-skill, uniprot-skill, or efo-ontology-skillStructure output to match the intent of the question:
Always cite source, tier, and access date.
"What clinical studies / trials exist for [drug | target | indication]?"
Default scope = ALL regions. Only narrow if the user names a single region.
clinicaltrials-skill covers only ClinicalTrials.gov, which is primarily US-registered trials. Run each regional source in parallel.
clinicaltrials-skill (action=studies).
query.intr for a drug, query.cond for a disease, both for combined.query.intr plus a relevant query.cond.query.id for eligibility, endpoints, sponsor, and locations.web_fetch:
http://www.chinadrugtrials.org.cn (mandatory CN IND registry)https://www.chictr.org.cn (ChiCTR, WHO primary)web_fetch:
https://euclinicaltrials.eu (CTIS — current EU register)https://eudract.ema.europa.eu (EudraCT — legacy historical trials)https://www.isrctn.com (ISRCTN, UK/global)web_fetch:
https://jrct.niph.go.jp (jRCT — mandatory JP registry)https://www.umin.ac.jp/ctr/ (UMIN-CTR — legacy)web_fetch https://cris.nih.go.kr.web_fetch https://www.anzctr.org.au.web_fetch https://trialsearch.who.int for any WHO primary registry (covers India CTRI, Iran IRCT, Brazil ReBEC, etc.).ncbi-entrez-skill (db=pubmed) with NCT ID or drug name to surface completed-trial papers.web_fetch SEC EDGAR full-text search at https://efts.sec.gov/LATEST/search-index for US-listed sponsors.For every regional web_fetch: query both INN and brand name; for CN also use the Chinese transliteration (see references/drug-naming.md). Aggregate results in one table with a "Registry" column.
"Is [drug] approved in [region]?"
web_fetch https://api.fda.gov/drug/label.json (openFDA) and https://dailymed.nlm.nih.gov/dailymed/services/v2/spls.json (label date anchors approval); web_fetch https://api.fda.gov/drug/ndc.json for orphan status.web_fetch the regional Tier 1 source (NMPA, EMA EPAR, PMDA, MFDS, TGA). For CN, also search Chinese characters.chembl-skill (drug_indication.json?molecule_chembl_id=...) — cross-check approved indications and max phase.web_fetch https://api.fda.gov/drug/event.json (FAERS) filtering by drug name and seriousness.web_fetch https://api.fda.gov/drug/label.json with sections=warnings and sections=contraindications.chembl-skill (molecule/<id>.json) — inspect the black_box_warning flag.ncbi-entrez-skill (db=pubmed) with terms "adverse effect" OR "toxicity" for case reports and post-marketing literature."Who else is developing for [indication / target]? What's the global competitive landscape?"
Default scope = ALL regions. A competitive landscape without the active-trial picture is incomplete, so run the full multi-region trial sweep from Workflow A and then layer pipeline-specific sources on top.
filter.overallStatus=RECRUITING (or ACTIVE_NOT_RECRUITING) and a phase filter to focus on competitors at a specific stage.web_fetch SEC EDGAR full-text search at https://efts.sec.gov/LATEST/search-index for pipeline language in 10-K / 10-Q / 8-K (US-listed sponsors only).web_fetch https://patents.google.com with an assignee: filter (or WIPO PATENTSCOPE / Espacenet — see Workflow E).ncbi-entrez-skill (db=pubmed) with NCT IDs or drug names to surface completed-trial papers.Aggregate into one table: drug × company × phase × mechanism × registry/region.
All listed patent sources are free and require no API key.
web_fetch one or more of:
https://patents.google.com (Google Patents — best full-text search, covers USPTO, EPO, WIPO, JPO, CNIPA, KIPO).https://patentscope.wipo.int (WIPO PATENTSCOPE — authoritative for PCT applications and national filings worldwide).https://worldwide.espacenet.com (EPO Espacenet — strongest European and family-tree coverage).uspto_ppubs_search_patents via MCP for granted patents and applications.web_fetch https://www.accessdata.fda.gov/scripts/cder/ob.fda_orphan_search_exclusivity (7-year US orphan exclusivity).chembl-skill — search target/search.json?q=<gene> to resolve target ChEMBL ID, then mechanism.json?target_chembl_id=... for all drugs.chembl-skill — mechanism.json?molecule_chembl_id=... for mechanism of action of each candidate.chembl-skill — activity.json?target_chembl_id=... for IC50 / Kd / EC50 bioactivity comparisons.uniprot-skill — uniprotkb/search with gene:<symbol> AND organism_id:9606 for protein function and druggability context.reactome-skill — pathway and disease-pathway context for the target.opentargets-skill — search for disease to resolve MONDO / EFO ID.opentargets-skill — associatedTargets query with disease EFO ID → ranked targets by evidence score.gwas-catalog-skill — associations for the disease EFO term to identify genetically supported targets.web_fetch OMIM API at https://api.omim.org/api/entry/search for Mendelian basis (requires API key).chembl-skill — mechanism.json?target_chembl_id=... for all drugs.clinicaltrials-skill with each drug as query.intr for prior-art trials.web_fetch https://api.fda.gov/drug/event.json as a safety filter for non-trivial candidates.ncbi-entrez-skill (db=pubmed) — entry point; use MeSH terms for disease, chemical, and gene-aware filtering.web_fetch Europe PMC REST (https://www.ebi.ac.uk/europepmc/webservices/rest/search) — broader: grants, preprints, non-MEDLINE.biorxiv-skill — bioRxiv / medRxiv preprints only.ncbi-pmc-skill or ncbi-entrez-skill (efetch, db=pmc) — abstract or full text for top hits.Use only when a question genuinely spans multiple intents.
opentargets-skill (search + associations) → chembl-skill (mechanism by target) → clinicaltrials-skillncbi-clinicaltables-skill or ensembl-skill → uniprot-skill → reactome-skill → chembl-skill (mechanism by target)clinvar-variation-skill or gnomad-graphql-skill → ensembl-skill → opentargets-skill → chembl-skill (mechanism by target)chembl-skill (mechanism) → web_fetch openFDA adverse events → web_fetch openFDA label → clinicaltrials-skillMost APIs require no key. Exceptions:
| Database | Key | Source |
|---|---|---|
| OMIM | Required | https://omim.org/api |
| NCI Clinical Trials | Optional | https://clinicaltrialsapi.cancer.gov |
| OpenFDA | Optional (higher rate limits) | https://open.fda.gov/apis |
All bundled sub-skills (ChEMBL, OpenTargets, PubMed via NCBI Entrez, ClinicalTrials.gov, Reactome, UniProt, GWAS Catalog, Ensembl) are public and require no key. Patent landscape work uses Google Patents, WIPO PATENTSCOPE, and Espacenet via web_fetch — no keys required.
No results?
efo-ontology-skill, ncbi-clinicaltables-skill, ensembl-skill, or uniprot-skill.Too many results?
max_items, filter.phase, filter.overallStatus, reviewed=true (UniProt).API key errors?
Source not covered by a sub-skill?
web_fetch directly for CDE/NMPA, EMA/EPAR, PMDA, jRCT, CTIS, CRIS, ANZCTR, Orange Book, openFDA, DailyMed, FAERS, and EDGAR.