Agent skill

Patsnap Chemical Molecular

by patsnap in patsnap/mcp

Patsnap Chemical Molecular MCP for AI agents. An agent skill from patsnap/mcp.

Apache-2.0Auto-check passedLegal & Compliance

Install Patsnap Chemical Molecular

skills CLI
$ npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install patsnap/mcp patsnap-chemical-molecular --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/patsnap/mcp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/life-sciences/patsnap-chemical-molecular .claude/skills/patsnap-chemical-molecular && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
patsnap-chemical-molecular
GitHub stars
113
Token cost
~779 tokens
SKILL.md length
285 words
Files
2
Skills in repo
32
Repo updated
First seen
Licence
Apache-2.0

At a glance

Patsnap Chemical Molecular MCP for AI agents. An agent skill from patsnap/mcp.

  • Works in 4 steps: Chemical Entity Recognition → Structure-Based Search → Bioactivity & Property Analysis → …
  • Tasks that involve Intellectual property
  • SKILL.md covers Setup, Prerequisites, Instructions for AI Agents and Example Workflows, plus 1 more section
  • Reaches connect.patsnap.com

What it does

Patsnap Chemical Molecular is an agent skill from patsnap/mcp. Patsnap Chemical Molecular MCP for AI agents. Search 160M+ chemical structures, synthetic routes, and bioactivity data via specialized chemistry tools.

Its SKILL.md is about 780 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `README.md`).

It sits in Legal & Compliance, covering Intellectual property, MCP servers and Drug discovery and cheminformatics. It works with Model Context Protocol. The repository describes itself as: MCP server for 200M+ patents, scientific literature, chemistry and pharma records. Search prior art and R&D intelligence powered by PatSnap's proprietary databases via Claude… The licence is Apache-2.0.

When your agent uses it

  • Tasks that involve Intellectual property
  • Tasks that involve MCP servers
  • Tasks that involve Drug discovery and cheminformatics

Example prompts

  • “/patsnap-chemical-molecular”

Requirements

  • A credential in YOUR_API_KEY

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Chemical Entity Recognition
  2. Structure-Based Search
  3. Bioactivity & Property Analysis
  4. Output Synthesis

What it can do on your machine

Read from SKILL.md and the folder at commit 7a4b429. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are json).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • connect.patsnap.com

    Also links to:

    • open.patsnap.com
    • eureka.patsnap.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Patsnap Chemical Molecular loads about 779 tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 285 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~45
When it runs · the whole SKILL.md, loaded when a task matches
~779

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from patsnap/mcp at commit 7a4b429, republished under its Apache-2.0 licence (© patsnap). 285 words, ~779 tokens.

Download SKILL.mdSave it as .claude/skills/patsnap-chemical-molecular/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
patsnap-chemical-molecular
description
Patsnap Chemical Molecular MCP for AI agents. Search 160M+ chemical structures, synthetic routes, and bioactivity data via specialized chemistry tools.
homepage
https://open.patsnap.com/marketplace/mcp-servers/chemical-molecular
metadata.author
Patsnap
metadata.category
Life Science
metadata.version
1.0.0

Setup

Get your API Key at https://open.patsnap.com

Patsnap Chemical Molecular

This skill connects your AI agent to Patsnap's Chemical Molecular MCP server — providing professional-grade chemistry search and analysis capabilities.

With this skill, your agent can navigate the complex world of small molecules, from structure-based patent searching to bioactivity data retrieval and synthetic route analysis.

Prerequisites

This skill requires the Patsnap Chemical Intelligence MCP server to be configured in your environment:

json
{
  "mcpServers": {
    "chemical_molecular": {
      "url": "https://connect.patsnap.com/713886/logic-mcp?apikey=YOUR_API_KEY",
      "type": "streamableHttp"
    }
  }
}

Get your API key at open.patsnap.com.

For the full list of available tools and input parameters, refer to the official MCP server documentation: https://open.patsnap.com/marketplace/mcp-servers/chemical-molecular


Instructions for AI Agents

Step 1: Chemical Entity Recognition

When a user mentions a chemical name, drug, or SMILES string, use the chemical normalization tools to resolve the entity to a standard structure or Patsnap internal ID.

  • Use Substructure Search to find molecules containing a specific scaffold.
  • Use Similarity Search to find analogs of a lead compound.
  • Combine structure search with patent filters to investigate the chemical IP landscape.
Step 3: Bioactivity & Property Analysis

Retrieve IC50, Ki, and other bioactivity data from literature and patents to evaluate compound potency and selectivity.

Step 4: Output Synthesis

Present chemical data with:

  • SMILES/InChI strings for precise identification.
  • Visual descriptions of scaffolds and functional groups.
  • Tabular comparisons of bioactivity across different analogs.

Example Workflows

Lead Optimization Support
  1. Identify lead compound structure.
  2. Run similarity search to find known analogs.
  3. Retrieve bioactivity data for all analogs to identify SAR (Structure-Activity Relationship) trends.
Chemical IP Clearance
  1. Input a candidate molecule structure.
  2. Run substructure search across global patent databases.
  3. Identify key patents that may cover the candidate scaffold.

Resources

© patsnap, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in life-sciences/patsnap-chemical-molecular of patsnap/mcp.

  • SKILL.md
  • README.md

Open the folder on GitHubat commit 7a4b429

Compare with similar skills

Patsnap Chemical Molecular next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Patsnap Chemical Molecular compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Patsnap Chemical Molecular this skillpatsnap/mcp113—~779Automated safety check: PassApache-2.0
Chemgraphargonne-lcf/ChemGraph162—~2.7kAutomated safety check: PassApache-2.0
Development AssistantRobThePCGuy/Claude-Patent-Creator196—~1.3kAutomated safety check: NotesMIT
Aminer MCP ResearchDrchronx/ai-agent-research-starter-kit139—~1.1kAutomated safety check: PassCustom licence
Tw Legal RAGaa0101181514/tw-legal-rag328—~580Automated safety check: PassCustom licence
Hcls Build Agentaws-samples/amazon-bedrock-agents-healthcare-lifesciences274—~885Automated safety check: PassMIT-0

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Questions about Patsnap Chemical Molecular

What does Patsnap Chemical Molecular do?

Patsnap Chemical Molecular MCP for AI agents. An agent skill from patsnap/mcp. Patsnap Chemical Molecular is an agent skill from patsnap/mcp. Patsnap Chemical Molecular MCP for AI agents.

When should I use Patsnap Chemical Molecular?

Patsnap Chemical Molecular fits situations like: tasks that involve Intellectual property; tasks that involve MCP servers; tasks that involve Drug discovery and cheminformatics.

How do I install Patsnap Chemical Molecular in Claude Code?

Run `npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a claude-code`. Or copy the skill folder (life-sciences/patsnap-chemical-molecular in patsnap/mcp) into .claude/skills/patsnap-chemical-molecular in your project. Claude Code loads it when a task matches its description.

How do I install Patsnap Chemical Molecular in Codex?

Run `npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a codex`. Or copy the skill folder (life-sciences/patsnap-chemical-molecular in patsnap/mcp) into .agents/skills/patsnap-chemical-molecular in your project. Codex loads it when a task matches its description.

Can I use Patsnap Chemical Molecular in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/patsnap-chemical-molecular, .gemini/skills/patsnap-chemical-molecular, .github/skills/patsnap-chemical-molecular and .opencode/skills/patsnap-chemical-molecular in your project.

What does Patsnap Chemical Molecular need to run?

SKILL.md names no scripts, command-line tools or credentials: Patsnap Chemical Molecular is instructions for the agent only. Our summary lists: A credential in YOUR_API_KEY.

Does Patsnap Chemical Molecular access the network?

SKILL.md names 3 domains. In commands or code: connect.patsnap.com; the agent is likely to contact it when it follows the instructions. As links in the text: open.patsnap.com and eureka.patsnap.com. This is read from the text; nothing was executed.

Is Patsnap Chemical Molecular safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Patsnap Chemical Molecular use?

Patsnap Chemical Molecular is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Patsnap Chemical Molecular use?

About 779 tokens (SKILL.md is roughly 3.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Patsnap Chemical Molecular?

Skills that share tags, products or a category with Patsnap Chemical Molecular: Chemgraph (argonne-lcf/ChemGraph, 162 stars), Development Assistant (RobThePCGuy/Claude-Patent-Creator, 196 stars), Aminer MCP Research (Drchronx/ai-agent-research-starter-kit, 139 stars) and Tw Legal RAG (aa0101181514/tw-legal-rag, 328 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Patsnap Chemical Molecular?

patsnap (a GitHub organization) maintains it in patsnap/mcp, which has 113 GitHub stars. The repository holds 32 skills in this directory. The repository was last updated on August 20, 2026.

Source: patsnap/mcp on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.