Chemical Mass Percent Calculation

SkillMonitoring & ops

Calculate mass percentages and stoichiometric ratios for chemical reactions and compound compositions.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Chemical Mass Percent Calculation skill

What this skill tells your AI

The instructions your AI receives, as published by spectrai-initiative/innoclaw in .claude/skills/chemical-mass-percent-calculation/SKILL.md and read by ahel’s review.

Usage

import asyncio
import json
from contextlib import AsyncExitStack
from mcp.client.streamable_http import streamablehttp_client
from mcp import ClientSession

class ChemistryClient:
    def __init__(self, server_url: str, api_key: str):
        self.server_url = server_url
        self.api_key = api_key
        self.session = None

    async def connect(self):
        try:
            self.transport = streamablehttp_client(url=self.server_url, headers={"SCP-HUB-API-KEY": self.api_key})
            self._stack = AsyncExitStack()
            await self._stack.__aenter__()
            self.read, self.write, self.get_session_id = await self._stack.enter_async_context(self.transport)
            self.session_ctx = ClientSession(self.read, self.write)
            self.session = await self._stack.enter_async_context(self.session_ctx)
            await self.session.initialize()
            return True
        except:
            return False

    async def disconnect(self):
        """Disconnect from server"""
        try:
            if hasattr(self, '_stack'):
                await self._stack.aclose()
            print("✓ already disconnect")
        except Exception as e:
            print(f"✗ disconnect error: {e}")
    def parse_result(self, result):
        try:
            if hasattr(result, 'content') and result.content:
                return json.loads(result.content[0].text)
            return str(result)
        except:
            return {"error": "parse error"}

## Initialize and use
client = ChemistryClient("https://scp.intern-ai.org.cn/api/v1/mcp/24/Chemistry_and_Reaction_Calculations", "<your-api-key>")
await client.connect()

# Calculate mass percent of oxygen in H2O
mass_H = 2 * 1.008  # 2 hydrogen atoms
mass_O = 1 * 16.00  # 1 oxygen atom
total_mass = mass_H + mass_O
percent_O = (mass_O / total_mass) * 100
print(f"Mass percent of O in H2O: {percent_O:.2f}%")

await client.disconnect()

Use Cases

  • Stoichiometry, analytical chemistry, quality control, reaction yield calculations

Signals

GitHub stars
391
Forks
28
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
chemical-mass-percent-calculation-spectrai-initiative
Source
github.com/spectrai-initiative/innoclaw