drshailesh88

multi-model-writer

"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."

drshailesh88 5 2 Updated 8mo ago

Resources

1
GitHub

Install

npx skillscat add drshailesh88/integrated-content-os/multi-model-writer

Install via the SkillsCat registry.

About this skill

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.

SKILL.md

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-mini

Gemini - 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 chromium

Usage

See browser-automation skill for detailed instructions.

/browser-chat "Your prompt" --target=chatgpt
/browser-chat "Your prompt" --target=gemini

Cost 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 Claude

2. 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 type

3. 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 tools

Model 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-side

This skill gives you a full arsenal of AI models while keeping Claude as your primary, trusted writing partner.