Chemgraph
argonne-lcf/ChemGraph
Develop, test, and extend ChemGraph -- an agentic framework for automated molecular simulations using LLMs, LangGraph, ASE, and MCP servers
Patsnap Chemical Molecular MCP for AI agents. An agent skill from patsnap/mcp.
$ npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install patsnap/mcp patsnap-chemical-molecular --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-srcUse ~/.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/
Install the "patsnap-chemical-molecular" agent skill from https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-chemical-molecular into .claude/skills/patsnap-chemical-molecular/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "patsnap-chemical-molecular", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-chemical-molecularType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install patsnap/mcp patsnap-chemical-molecular --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/patsnap/mcp.git skills-src && mkdir -p .agents/skills && cp -r skills-src/life-sciences/patsnap-chemical-molecular .agents/skills/patsnap-chemical-molecular && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "patsnap-chemical-molecular" agent skill from https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-chemical-molecular into .agents/skills/patsnap-chemical-molecular/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "patsnap-chemical-molecular", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install patsnap/mcp patsnap-chemical-molecular --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/patsnap/mcp.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/life-sciences/patsnap-chemical-molecular .cursor/skills/patsnap-chemical-molecular && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "patsnap-chemical-molecular" agent skill from https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-chemical-molecular into .cursor/skills/patsnap-chemical-molecular/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "patsnap-chemical-molecular", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/patsnap/mcp.git --path life-sciences/patsnap-chemical-molecular--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install patsnap/mcp patsnap-chemical-molecular --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/patsnap/mcp.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/life-sciences/patsnap-chemical-molecular .gemini/skills/patsnap-chemical-molecular && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "patsnap-chemical-molecular" agent skill from https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-chemical-molecular into .gemini/skills/patsnap-chemical-molecular/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "patsnap-chemical-molecular", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install patsnap/mcp patsnap-chemical-molecularInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/patsnap/mcp.git skills-src && mkdir -p .github/skills && cp -r skills-src/life-sciences/patsnap-chemical-molecular .github/skills/patsnap-chemical-molecular && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "patsnap-chemical-molecular" agent skill from https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-chemical-molecular into .github/skills/patsnap-chemical-molecular/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "patsnap-chemical-molecular", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add patsnap/mcp --skill patsnap-chemical-molecular -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install patsnap/mcp patsnap-chemical-molecular --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/patsnap/mcp.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/life-sciences/patsnap-chemical-molecular .opencode/skills/patsnap-chemical-molecular && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "patsnap-chemical-molecular" agent skill from https://github.com/patsnap/mcp/tree/main/life-sciences/patsnap-chemical-molecular into .opencode/skills/patsnap-chemical-molecular/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "patsnap-chemical-molecular", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
patsnap-chemical-molecularPatsnap 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. 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.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 7a4b429. It shows what the files ask for, not the result of running them.
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.
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.
Hosts in commands or code, which the agent is likely to contact:
connect.patsnap.comAlso links to:
open.patsnap.comeureka.patsnap.comFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
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.
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.
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.
The full file from patsnap/mcp at commit 7a4b429, republished under its Apache-2.0 licence (© patsnap). 285 words, ~779 tokens.
.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.Get your API Key at https://open.patsnap.com
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.
This skill requires the Patsnap Chemical Intelligence MCP server to be configured in your environment:
{
"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
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.
Retrieve IC50, Ki, and other bioactivity data from literature and patents to evaluate compound potency and selectivity.
Present chemical data with:
© 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
SKILL.md and 1 other file in life-sciences/patsnap-chemical-molecular of patsnap/mcp.
Open the folder on GitHubat commit 7a4b429
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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Patsnap Chemical Molecular this skillpatsnap/mcp | 113 | — | ~779 | Automated safety check: Pass | Apache-2.0 | |
| Chemgraphargonne-lcf/ChemGraph | 162 | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | |
| Development AssistantRobThePCGuy/Claude-Patent-Creator | 196 | — | ~1.3k | Automated safety check: Notes | MIT | |
| Aminer MCP ResearchDrchronx/ai-agent-research-starter-kit | 139 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Tw Legal RAGaa0101181514/tw-legal-rag | 328 | — | ~580 | Automated safety check: Pass | Custom licence | |
| Hcls Build Agentaws-samples/amazon-bedrock-agents-healthcare-lifesciences | 274 | — | ~885 | Automated safety check: Pass | MIT-0 |
argonne-lcf/ChemGraph
Develop, test, and extend ChemGraph -- an agentic framework for automated molecular simulations using LLMs, LangGraph, ASE, and MCP servers
RobThePCGuy/Claude-Patent-Creator
Guides through adding new features, MCP tools, analyzers, and extending the patent creator system.
Drchronx/ai-agent-research-starter-kit
Use AMiner MCP for academic knowledge graph tasks: scholar search, author profile lookup, institution or team analysis, paper and patent discovery, academic influence checks, and research trend…
aa0101181514/tw-legal-rag
Retrieve real Taiwan court judgments with verifiable citations before answering any question about Taiwan law or case law.
aws-samples/amazon-bedrock-agents-healthcare-lifesciences
A skill your agent uses when a developer wants to build a new healthcare or life sciences agent, structure tools and system prompts for an HCLS workflow, or create a Strands agent with…
datadog-labs/agent-skills
Audit what the Bits AI assistant (MCP server) has done in your Datadog org — tool calls by user, resources accessed, and anomaly flags for AI governance.
patsnap/mcp
Patsnap Patent Research MCP for AI agents. An agent skill from patsnap/mcp.
patsnap/mcp
Patsnap TRIZ Concept Solution Engine MCP for AI agents. An agent skill from patsnap/mcp.
patsnap/mcp
Patsnap TRIZ Case Library MCP for AI agents. An agent skill from patsnap/mcp.
patsnap/mcp
Patsnap Workspace MCP for AI agents. An agent skill from patsnap/mcp.
patsnap/mcp
Create or update Patsnap MCP catalog documentation in this repository.
patsnap/mcp
Patsnap Advanced Patent Search MCP for AI agents. An agent skill from patsnap/mcp.
Works with
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.
Patsnap Chemical Molecular fits situations like: tasks that involve Intellectual property; tasks that involve MCP servers; tasks that involve Drug discovery and cheminformatics.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.