"Unified writing system with intelligent model routing. Default: Claude. Options: GLM-4.7 (cheapest), GPT-4o/mini, Gemini, Grok. Includes browser automation for web interfaces. Cost-aware routing based on task complexity."
Resources
1Install
npx skillscat add drshailesh88/integrated-content-os/multi-model-writer Install via the SkillsCat registry.
This skill provides a unified writing interface that uses intelligent routing to select the most cost-effective or capable LLM for a given task. It solves the complexity of managing multiple API providers by automating model selection based on task requirements. Developers should use it to optimize writing workflows and manage computational costs across various models.
Multi-Model Writer
Intelligent model routing for all writing tasks. Default is Claude (you), with fallback to other models when requested or when specific capabilities are needed.
Model Arsenal
┌─────────────────────────────────────────────────────────────────────────┐
│ MULTI-MODEL WRITING SYSTEM │
├─────────────────────────────────────────────────────────────────────────┤
│ │
│ ┌────────────────┐ │
│ │ DEFAULT │ │
│ │ Claude │ ← All writing goes here first │
│ │ (You) │ Best quality, medical accuracy │
│ └───────┬────────┘ │
│ │ │
│ ▼ │
│ ┌─────────────────────────────────────────────────────────────────┐ │
│ │ ALTERNATIVE MODELS │ │
│ ├──────────────┬──────────────┬──────────────┬──────────────────┤ │
│ │ GLM-4.7 │ GPT-4o │ Gemini │ Grok │ │
│ │ $0.10/M │ $10/M │ FREE tier │ $15/M │ │
│ │ Bulk drafts │ Quality │ 1500/day │ Real-time │ │
│ │ Comparison │ Editorial │ Research │ X/Twitter │ │
│ └──────────────┴──────────────┴──────────────┴──────────────────┘ │
│ │
│ ┌─────────────────────────────────────────────────────────────────┐ │
│ │ BROWSER AUTOMATION │ │
│ │ ChatGPT Web │ Gemini Web │ Uses your Pro subscriptions │ │
│ └─────────────────────────────────────────────────────────────────┘ │
│ │
└─────────────────────────────────────────────────────────────────────────┘When to Use Which Model
Claude (DEFAULT) - Use for Everything
- All medical/cardiology content
- YouTube scripts (Hinglish)
- Twitter/X content (English)
- Editorials and newsletters
- Anything requiring accuracy
GLM-4.7 (Z.AI) - Bulk & Comparison
Cost: $0.10/M tokens (100x cheaper than Claude)
Use when:
- Generating multiple draft variations
- A/B testing content angles
- Bulk social media post generation
- First drafts for quick iteration
- Cost is a primary concern
/write-glm "Generate 5 different hooks for a video about statin myths"GPT-4o / GPT-4o-mini - Quality Alternative
Cost: $0.60/M (mini) or $10/M (4o)
Use when:
- You want to compare Claude vs GPT style
- Specific OpenAI capabilities needed
- User explicitly requests "GPT style"
/write-gpt "Write an editorial on SGLT2 inhibitors" --model=4o-miniGemini - Research & Free Tier
Cost: FREE (1500 requests/day via AI Studio)
Use when:
- Web research integration
- Fact-checking
- You want Google's knowledge
- Budget is zero
/write-gemini "Summarize recent GLP-1 agonist research"Grok (xAI) - Real-time & X/Twitter
Cost: $15/M tokens (expensive)
Use when:
- Real-time X/Twitter trends
- Content specifically for X platform
- You want Grok's "unfiltered" style
/write-grok "What's trending in cardiology on X right now?"API Configuration
All APIs are configured in .env:
# Check which APIs are configured
cat .env | grep -E "API_KEY|_KEY"Required Environment Variables
| Variable | Model | Get From |
|---|---|---|
ANTHROPIC_API_KEY |
Claude | console.anthropic.com |
ZAI_API_KEY |
GLM-4.7 | z.ai |
OPENAI_API_KEY |
GPT-4o | platform.openai.com |
GOOGLE_API_KEY |
Gemini | aistudio.google.com (FREE) |
XAI_API_KEY |
Grok | console.x.ai |
Python Integration
Direct API Calls
from multi_model_writer import ModelRouter
router = ModelRouter()
# Default (Claude via current session)
response = router.write("Your prompt here")
# Specific model
response = router.write("Your prompt", model="glm-4.7")
response = router.write("Your prompt", model="gpt-4o-mini")
response = router.write("Your prompt", model="gemini")
response = router.write("Your prompt", model="grok")
# Cost-optimized (auto-selects cheapest)
response = router.write("Your prompt", optimize="cost")
# Quality-optimized (auto-selects best for task)
response = router.write("Your prompt", optimize="quality")Batch Comparison
# Generate same content across multiple models for comparison
results = router.compare(
prompt="Write a tweet about the EMPEROR-Preserved trial",
models=["claude", "glm-4.7", "gpt-4o-mini"]
)
for model, output in results.items():
print(f"\n=== {model} ===")
print(output)Browser Automation (Web Interfaces)
For using your ChatGPT Plus and Gemini Advanced subscriptions:
Setup
# Ensure Playwright is installed
pip install playwright
playwright install chromiumUsage
See browser-automation skill for detailed instructions.
/browser-chat "Your prompt" --target=chatgpt
/browser-chat "Your prompt" --target=geminiCost Tracking
Per-Task Estimates
| Task | Tokens | GLM-4.7 | GPT-4o-mini | GPT-4o | Claude |
|---|---|---|---|---|---|
| Tweet | 200 | $0.00004 | $0.00012 | $0.002 | $0.003 |
| Thread (10 tweets) | 2,000 | $0.0004 | $0.0012 | $0.02 | $0.03 |
| Article (1500 words) | 2,500 | $0.0005 | $0.0015 | $0.025 | $0.0375 |
| YouTube Script | 8,000 | $0.0016 | $0.0048 | $0.08 | $0.12 |
| Newsletter | 5,000 | $0.001 | $0.003 | $0.05 | $0.075 |
Monthly Budget Planning
With $5/month on each:
| Model | Monthly Output |
|---|---|
| GLM-4.7 | ~20,000 articles |
| GPT-4o-mini | ~3,300 articles |
| GPT-4o | ~200 articles |
| Grok | ~130 articles |
| Gemini | UNLIMITED (free tier) |
Slash Commands
| Command | Action |
|---|---|
/write [prompt] |
Write with Claude (default) |
/write-glm [prompt] |
Write with GLM-4.7 |
/write-gpt [prompt] |
Write with GPT-4o-mini |
/write-gemini [prompt] |
Write with Gemini |
/write-grok [prompt] |
Write with Grok |
/compare [prompt] |
Compare outputs across models |
/browser-chat [prompt] |
Use browser automation |
Workflow Examples
1. Draft Iteration (Cost-Optimized)
Step 1: Generate 5 hook variations with GLM-4.7 ($0.001)
Step 2: Pick best 2, refine with Claude (default)
Step 3: Final polish with Claude2. Quality Comparison
Step 1: Write same content with Claude, GPT-4o, GLM-4.7
Step 2: Compare outputs side-by-side
Step 3: Learn which model suits which content type3. Bulk Social Media
Step 1: Generate 50 tweet variations with GLM-4.7 ($0.001)
Step 2: Filter top 10 manually
Step 3: Polish top 3 with Claude
Step 4: Schedule via your social toolsModel Characteristics
Writing Style Comparison
| Model | Style | Best For |
|---|---|---|
| Claude | Precise, nuanced, follows instructions exactly | Medical content, accuracy-critical |
| GLM-4.7 | Efficient, code-oriented, concise | Bulk generation, structured content |
| GPT-4o | Conversational, creative, verbose | Editorials, storytelling |
| Gemini | Research-integrated, factual | Summaries, fact-based content |
| Grok | Direct, irreverent, real-time aware | Twitter/X content, trending topics |
Integration with Existing Skills
This skill works WITH your existing cardiology skills:
1. Use `youtube-script-master` → Routes to Claude by default
2. Use `cardiology-editorial` → Routes to Claude by default
3. Add `--model=glm-4.7` → Overrides to cheaper model
4. Use `/compare` → See all models side-by-sideThis skill gives you a full arsenal of AI models while keeping Claude as your primary, trusted writing partner.