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Global Health & Biotech Intelligence
by
ai-gaoqian
· GitHub ↗
· v1.0.0
· MIT-0
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Install in OpenClaw
/install global-health-intel
Description
Provides detailed, multi-source insights on global disease outbreaks, clinical trials, drug pipelines, health systems, regulations, and biomedical research.
README (SKILL.md)
Global Health & Biotech Intelligence
Capabilities
| # | Capability | Input | Output |
|---|---|---|---|
| 1 | Disease Outbreak Surveillance | Country / pathogen / time range | Cases, R0, CFR, geographic spread, genomic variants, WHO/CDC advisories |
| 2 | Clinical Trial Intelligence | Drug / indication / phase / sponsor | Trial design, enrollment, endpoints, results, N sites, cross-referenced across CT.gov/EU-CTR |
| 3 | Drug Pipeline Analysis | Therapeutic area / mechanism / company | Phase progression, likelihood-of-approval, competitive landscape, patent expiry, market forecast |
| 4 | Health Systems Benchmarking | Countries (2-10) | Expenditure %GDP, UHC index, outcomes (LE/HALE), workforce density, hospital beds, digital maturity |
| 5 | Biomedical Literature Synthesis | Topic / PICOS query | Systematic review-style summary, strength-of-evidence grading, conflicting findings flagged |
| 6 | Regulatory & Reimbursement Landscape | Drug/device + jurisdiction | Approval pathway, HTA assessment, pricing & access, post-market surveillance requirements |
| 7 | Longevity & Aging Science Monitor | Intervention / pathway | Preclinical–clinical pipeline, mechanism-of-action, biomarker effects, safety signals |
| 8 | Digital Health & AI MedTech Radar | Category + region | Regulatory classification (SaMD), clinical evidence maturity, reimbursement status, competitive scan |
| 9 | Vaccine Development Dashboard | Pathogen / platform (mRNA/viral vector/etc) | Phase status, efficacy data, manufacturing capacity, cold-chain requirements, variant coverage |
| 10 | Health Policy Comparative Analysis | Policy area + countries | Legal framework, funding mechanism, implementation status, outcomes data, stakeholder positions |
Workflow
User Query
│
├─ [Step 1] Triage query → identify domain(s) from 9 disease categories + 4 analysis types
│
├─ [Step 2] Execute parallel search across relevant sources:
│ └─ Official sources (WHO GHO, CDC, NIH/FDA/EMA) for regulatory + epidemiological
│ └─ Trial registries (CT.gov, EU-CTR) for clinical pipeline
│ └─ Literature (PubMed, medRxiv) for evidence base
│ └─ Analytics (IHME GBD, Our World in Data) for population-level metrics
│
├─ [Step 3] Data fusion: cross-reference across sources, flag discrepancies
│
├─ [Step 4] Quality assessment: GRADE framework for evidence, QC for data freshness (\x3C30-day recency preferred)
│
├─ [Step 5] Structured output generation per domain template
│
└─ [Step 6] Cite all sources with URLs, publish dates, and data vintage
Output Formats
Disease Outbreak Brief
| Field | Content |
|---|---|
| Pathogen/Syndrome | Name, taxonomy, known variants |
| Epidemiological Snapshot | Cases, deaths, CFR, R0/Rt, doubling time |
| Geographic Distribution | Affected regions, hot zones, importation risk |
| Countermeasures | Vaccines (available/in-development), therapeutics, diagnostics |
| Public Health Measures | WHO PHEIC status, travel advisories, NPIs |
| Sources | URLs + retrieval dates |
Drug Pipeline Matrix
| Drug (Company) | Mechanism | Phase | Key Endpoints | PDUFA/Decision Date | LoA Est. | Notes |
|---|---|---|---|---|---|---|
| ... | ... | ... | ... | ... | ... | ... |
Health Systems Comparison Table
| Indicator | Country A | Country B | Country C | OECD Avg |
|---|---|---|---|---|
| Health exp. %GDP | ||||
| UHC Service Coverage Index | ||||
| Life expectancy at birth | ||||
| Physicians per 1,000 | ||||
| Hospital beds per 1,000 | ||||
| Out-of-pocket % health spend |
Usage Guidelines
- Always query multiple sources — no single database covers all needed dimensions
- Temporal context is critical — include data vintage for all epidemiological and regulatory content
- Non-expert accessible — translate medical terminology on first use; append glossary for complex topics
- Risk-appropriate framing — distinguish between peer-reviewed consensus, preprints, and commercial forecasts
- Regulatory disclaimer — this skill provides intelligence, not medical advice; include disclaimer for drug/device content
- Multi-language capability — search and summarize across English, Chinese, Japanese, French, Spanish, German, Arabic
Examples
Example 1: Drug Pipeline Query
User: "What's the competitive landscape for GLP-1 receptor agonists beyond obesity?" Output: Table of Phase 2/3 trials for cardiovascular, NASH/MASH, kidney disease, Alzheimer's, addiction indications; partnership/collaboration map; market size projections by indication.
Example 2: Outbreak Intelligence
User: "Track the latest on H5N1 avian influenza in 2026" Output: WHO/CDC case counts, mammal spillover events, vaccine stockpile status, genomic surveillance findings, pandemic risk assessment tier.
Example 3: Health System Comparison
User: "Compare US, UK, and Singapore health systems on efficiency and outcomes" Output: Multi-indicator comparison table; spending vs. outcomes scatter analysis; key structural differences (funding model, gatekeeping, provider payment).
Data Base: references/health_sources.json — 12 authoritative data sources, 9 disease domains, 8 health system countries, drug development phase reference data.
Last Updated: June 2026
Free Tier: Available. This skill aggregates public health intelligence; no proprietary data accessed.
（内容由AI生成，仅供参考）
Usage Guidance
Reasonable to install if you want research assistance for public health and biotech topics. Verify important medical, regulatory, or investment-sensitive conclusions against cited primary sources and professional advice, especially because the bundled reference data may become stale.
Capability Assessment
Purpose & Capability
The stated purpose is health and biotech intelligence using public sources; the capabilities, examples, and reference list all align with that purpose.
Instruction Scope
Instructions focus on querying multiple public authoritative sources, cross-checking evidence, citing data vintage, and adding medical/regulatory disclaimers.
Install Mechanism
The package contains only a markdown skill file and a reference data file, with no executable scripts or dependency installs. The reference JSON has a trailing AI-generated disclaimer outside the JSON object, which is a quality/tooling issue rather than a security issue.
Credentials
Network research across public health, trial, literature, and regulatory sources is proportionate to the skill purpose; users should still treat health outputs as research support, not medical advice.
Persistence & Privilege
No persistence, background workers, local indexing, privilege escalation, credential/session access, or mutation authority is requested.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install global-health-intel - After installation, invoke the skill by name or use
/global-health-intel - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Global-health-intel 1.0.0 – Initial Release
- Introduces comprehensive health & biotech intelligence capabilities: disease outbreak tracking, clinical trials, drug pipeline, health system benchmarking, literature synthesis, regulatory/reimbursement analysis, longevity science, digital health/AI radar, vaccine monitoring, and policy comparison.
- Structured workflow: automated query triage, parallel data gathering from official/global sources, cross-referencing, evidence grading (GRADE framework), and transparent output with citations.
- Supports multiple output formats, incl. outbreak briefs, drug pipeline matrices, and health system comparison tables.
- Usage guidelines emphasize source triangulation, timeliness, accessibility, and clear risk framing with a regulatory disclaimer.
- Designed for global users: multi-language search/summarization and a focus on explainability for non-experts.
Metadata
Frequently Asked Questions
What is Global Health & Biotech Intelligence?
Provides detailed, multi-source insights on global disease outbreaks, clinical trials, drug pipelines, health systems, regulations, and biomedical research. It is an AI Agent Skill for Claude Code / OpenClaw, with 37 downloads so far.
How do I install Global Health & Biotech Intelligence?
Run "/install global-health-intel" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Global Health & Biotech Intelligence free?
Yes, Global Health & Biotech Intelligence is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Global Health & Biotech Intelligence support?
Global Health & Biotech Intelligence is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Global Health & Biotech Intelligence?
It is built and maintained by ai-gaoqian (@ai-gaoqian); the current version is v1.0.0.
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