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README.md

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 # PatSnap Life Sciences
 
-### **Connected Innovation Intelligence for Life Sciences**
-*Accelerating Drug Discovery and R&D with AI-Driven Insights*
+### **MCP Servers & Agent Skills for AI-Driven Drug Discovery**
+*Connecting AI agents to 200M+ patents, drug pipelines, biological sequences, and chemical intelligence.*
 
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@@ -18,70 +18,87 @@ pinned: true
 
 PatSnap is the global leader in connected innovation intelligence. This organization is dedicated to empowering the **Life Sciences and Biotechnology** community by bridging the gap between complex biological data and actionable R&D insights.
 
-Our mission is to accelerate drug discovery and biomedical research through specialized **Agent Skills** and domain-specific AI models.
+Our mission is to accelerate drug discovery and biomedical research through open, standards-based **MCP servers** and specialized **Agent Skills** that give AI models direct access to the world's most comprehensive pharmaceutical database.
 
-## 🧬 Core Life Sciences Capabilities
+## 🔌 MCP Servers
 
-We provide AI agents with the procedural knowledge required to navigate the vast landscape of pharmaceutical R&D, clinical trials, and biological patents.
+Three Model Context Protocol (MCP) servers power all PatSnap Life Sciences capabilities. Connect your AI agent directly to our APIs — no SDK required.
 
-### 1. Biomarker Investigation & Validation
+| Server | Focus | Tools | Setup |
+|:---|:---|:---|:---|
+| **Pharma Intelligence** | Drugs, targets, diseases, clinical trials, patents, papers, deals, FDA labels, epidemiology, news | 28 | [Marketplace](https://open.patsnap.com/marketplace/mcp-servers/245f3ce8-79e4-4c2a-927c-e155c293f097) · [README](https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-pharma-intelligence) |
+| **Biology Modality** | Biological sequences, modifications, antibody-antigen interactions | 5 | [Marketplace](https://open.patsnap.com/marketplace/mcp-servers/a96c9b0b-2831-4d18-a37d-286896979b8d) · [README](https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-biology-modality) |
+| **Chemical Molecular** | Compound structure search, fragment analysis, ADMET prediction | 3 | [Marketplace](https://open.patsnap.com/marketplace/mcp-servers/96b4a650-d563-4fc5-860d-c99ee8cb5b1e) · [README](https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-chemical-molecular) |
 
-Deep-dive analysis into the academic and patent literature to identify and validate biomarkers across multiple paths:
+### Quick Start
 
-- **Diagnostic & Prognostic**: Identifying disease presence and predicting progression.
-- **Predictive & Pharmacodynamic**: Stratifying patient response and demonstrating drug activity.
+Get an API key from [PatSnap Developer Portal](https://open.patsnap.com), then connect:
 
-### 2. Pharmaceutical R&D & Drug Discovery
+```bash
+# Pharma Intelligence
+claude mcp add --transport http pharma_intelligence \
+  "https://connect.patsnap.com/096456/Logic-mcp?apiKey=$PATSNAP_API_KEY"
 
-Intelligence tools designed for the early stages of drug development:
+# Biology Modality
+claude mcp add --transport http biology_modality \
+  "https://connect.patsnap.com/06e741/Logic-mcp?apiKey=$PATSNAP_API_KEY"
 
-- **Target Intelligence**: Comprehensive profiling of biological targets and their therapeutic potential.
-- **Pipeline Analysis**: Real-time tracking of global drug development stages and competitive landscapes.
-- **Precision Oncology**: Specialized expertise in investigating precision medicine and oncology-related innovations.
+# Chemical Molecular
+claude mcp add --transport http chemical_molecular \
+  "https://connect.patsnap.com/713886/Logic-mcp?apiKey=$PATSNAP_API_KEY"
+```
 
-### 3. Clinical Trial & Regulatory Insights
+Set your API key as an environment variable:
 
-Streamlining the path from lab to market:
+```bash
+export PATSNAP_API_KEY=sk-your-key-here
+```
 
-- **Trial Exploration**: Searching and fetching detailed clinical trial data and results.
-- **Regulatory Landscape**: Understanding the intellectual property and regulatory hurdles for new therapeutics.
+> See individual [server READMEs](https://github.com/patsnap/mcp/tree/main/life-sciences) for Cursor, API, and other client configurations.
 
-## 🚀 Getting Started with Agent Skills
+## 🧬 Agent Skills
 
-Our skills are designed to be integrated into AI agents (like Claude Code, Cursor, or custom LLM chains) to provide them with "expert-level" biological R&D capabilities.
+Pre-built AI agent workflows that orchestrate MCP server tools for common life sciences tasks. Install them directly into Claude Code with a single command:
 
-### Installation
+```bash
+npx skills add https://github.com/patsnap/skills/tree/main/life-sciences --all
+```
 
-To install the complete PatSnap Life Sciences skill set, run:
+| Skill | What It Does | MCP Backend |
+|:---|:---|:---|
+| **target-intelligence** | Comprehensive target evaluation — tractability, competitive landscape, binding data | Pharma Intelligence + Biology Modality |
+| **pharmaceuticals-exploration** | Drug candidate assessment — SAR, chemical properties, ADMET, pipeline status | Pharma Intelligence + Chemical Molecular |
+| **biomarker-investigation** | Biomarker discovery, validation, and clinical utility across disease areas | Pharma Intelligence |
+| **disease-investigation** | Disease landscape — epidemiology, pipeline, standard of care | Pharma Intelligence |
+| **company-profiling** | In-depth company analysis — pipeline, portfolio, partnerships, patent strategy | Pharma Intelligence |
+| **precision-oncology** | Precision medicine for oncology — targeted therapies, biomarker-matched trials | Pharma Intelligence |
 
-    npx skills add https://github.com/patsnap/skills/tree/main/life-sciences --all
-
-### Featured Skills in this Bundle
-
-- `patsnap-lifescience-biomarker-investigation`: Expert biomarker research guide.
-- `patsnap-lifescience-target-intelligence`: Deep target profiling and data retrieval.
-- `patsnap-lifescience-pharmaceuticals-exploration`: Global drug R&D landscape analysis.
-- `patsnap-lifescience-disease-investigation`: Comprehensive disease-centric research.
+> Source: [github.com/patsnap/skills](https://github.com/patsnap/skills)
 
 ## 📊 Data & Methodology
 
-PatSnap's intelligence is powered by a massive, connected database of:
+PatSnap's intelligence is powered by a connected database spanning:
+
+- **200M+ Patents** with deep chemical, biological, and sequence indexing
+- **Millions of Biomedical Papers** and registered clinical trial records
+- **Real-time News, Drug Deals, and Financial Reports** tracking global pharma activity
+- **FDA Labels, Epidemiology, and HEOR Data** for regulatory and market access insights
 
-- **150M+ Patents** with deep chemical and biological indexing.
-- **Millions of Biomedical Papers** and clinical trial records.
-- **Real-time News & Drug Deals** to capture the pulse of the industry.
+All accessible through our MCP servers with structured search and semantic vector retrieval.
 
 ---
 
 ## 🌐 Connect & Support
 
 - **🏠 Official Website**: [eureka.patsnap.com/ls-landing](https://eureka.patsnap.com/ls-landing)
-- **💻 GitHub Repository**: [github.com/patsnap/skills](https://github.com/patsnap/skills)
+- **🔌 MCP Marketplace**: [open.patsnap.com/marketplace/mcp-servers](https://open.patsnap.com/marketplace/mcp-servers)
+- **💻 MCP Server Source**: [github.com/patsnap/mcp](https://github.com/patsnap/mcp)
+- **🧠 Skills Library**: [github.com/patsnap/skills](https://github.com/patsnap/skills)
 - **📧 Contact Us**: [support@patsnap.com](mailto:support@patsnap.com)
-- **📍 Global Offices**: London | Singapore | Santa Monica| Suzhou | Toronto
+- **📍 Global Offices**: London | Singapore | Santa Monica | Suzhou | Toronto
 
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 ### *"Innovate with Confidence. Powered by PatSnap."*
 
-[Twitter](https://twitter.com/patsnap) | [LinkedIn](https://www.linkedin.com/company/patsnap/) | [YouTube](https://www.youtube.com/user/PatSnap)
+[Twitter](https://twitter.com/patsnap) | [LinkedIn](https://www.linkedin.com/company/patsnap/) | [YouTube](https://www.youtube.com/user/PatSnap)