Frontend (development/frontend/)

• React component generation with proper hooks, context, and TypeScript
• Next.js App Router pages with RSC, server actions, and metadata
• Vue 3 Composition API components with Pinia state management
• CSS animation and glassmorphism design patterns
• Accessibility audit and ARIA implementation
• Performance optimization: lazy loading, code splitting, bundle analysis

Backend (development/backend/)

• FastAPI endpoint generation with Pydantic models and async patterns
• Express.js REST API scaffolding with middleware and error handling
• Django views, serializers, and ORM query optimization
• GraphQL schema design and resolver implementation
• gRPC service definition and implementation
• API design review and OpenAPI documentation

Database (development/database/)

• PostgreSQL query optimization and index strategy
• MongoDB schema design and aggregation pipelines
• Database migration scripting and rollback plans
• Redis caching layer design
• SQL to NoSQL migration planning

DevOps (development/devops/)

• Dockerfile multi-stage build optimization
• Kubernetes manifest generation (Deployments, Services, Ingress, HPA)
• Terraform module writing for AWS/GCP/Azure
• GitHub Actions workflow construction
• Helm chart creation and values configuration
• Infrastructure cost analysis

Security (development/security/)

• OWASP Top 10 vulnerability checklist scanning
• Dependency audit and CVE identification
• JWT authentication flow design
• Penetration testing plan generation
• Secure code review with specific code pattern checks

AI/ML (development/ai-ml/)

• RAG pipeline design and implementation
• LLM evaluation framework setup
• Embedding generation and vector store integration
• Fine-tuning dataset preparation
• Agent reasoning chain construction
• Multi-modal prompt engineering

Writing (productivity/writing/)

• Technical documentation generation from code
• README.md creation with badges, TOC, examples
• Executive summary distillation from long documents
• Blog post drafting with SEO structure
• Email drafting for various tones (formal, startup, sales)
• API reference documentation

Analysis (productivity/analysis/)

• Research paper summarization with key findings extraction
• Competitor analysis with SWOT framework
• Market sizing and TAM/SAM/SOM breakdown
• Data interpretation and insight generation
• Literature review synthesis
• Survey result analysis

Planning (productivity/planning/)

• Project spec document generation
• Sprint planning and story point estimation
• OKR and KPI framework setup
• Risk assessment matrix construction
• Roadmap timeline creation
• Resource allocation planning

Finance (productivity/finance/)

• Financial model construction in tabular format
• Investor memo drafting
• Budget variance analysis
• Unit economics calculation (CAC, LTV, MRR)
• Cash flow projection

Design (creative/design/)

• Design system token specification (colors, typography, spacing)
• Component UI brief writing for developers
• UX research interview script generation
• Figma component naming convention setup
• Brand identity guidelines documentation

Marketing (creative/marketing/)

• Landing page copy with CTA optimization
• Google/Meta ad copy variants (A/B sets)
• Social media calendar and content planning
• Email campaign sequence writing
• Product launch announcement drafting
• Brand voice guide creation

Multimedia (creative/multimedia/)

• YouTube video script with hook, body, CTA
• Podcast episode outline and question generation
• Midjourney/DALL-E prompt engineering
• Short-form video caption writing
• Thumbnail concept descriptions

Includes 27 deeply specialized MCP implementations ranging across APIs, niche data platforms, communication bridges (Slack/Teams), and local productivity bridges:

• Miscellaneous standalone servers (25 repos)
• Communication & Collaboration servers (1 repo)
• Additional Productivity tools (1 repo)

These can be browsed safely via the mcps/misc_specialized/ folder.

1. Find the server you want:

ls mcps/databases/          # List all database servers
ls mcps/browser_automation/ # List all browser servers

2. Install it:

cd mcps/databases/supabase-mcp
npm install          # or: pip install -e . / cargo build

3. Add to Claude Desktop config (~/Library/Application Support/Claude/claude_desktop_config.json):

{
  "mcpServers": {
    "supabase": {
      "command": "node",
      "args": ["/path/to/mcps/databases/supabase-mcp/build/index.js"],
      "env": { "SUPABASE_URL": "...", "SUPABASE_KEY": "..." }
    }
  }
}

4. Restart Claude Desktop -- the tool appears automatically.

What you get from the 111K-star repo: Full system prompts for Claude Code, Cursor, Windsurf/Cascade, Devin, v0 (Vercel), Perplexity, Notion AI, GitHub Copilot, Lovable, Bolt.new, and Manus.

SDK: pip install openai / npm install openai

from openai import OpenAI
client = OpenAI(api_key="sk-...")
r = client.chat.completions.create(model="gpt-4o-mini", messages=[{"role":"user","content":"Hello"}])
print(r.choices[0].message.content)

SDK: pip install anthropic / npm install @anthropic-ai/sdk

SDK: pip install google-generativeai

Free Tier (no credit card): 1,500 requests/day on Flash models

SDK: OpenAI-compatible (pip install openai), Base URL: https://api.deepseek.com/v1

Free tier: 5M tokens/month. No credit card needed.

SDK: OpenAI-compatible, Base URL: https://api.x.ai/v1

SDK: OpenAI-compatible (pip install groq), Base URL: https://api.groq.com/openai/v1

Real-time use case: Groq is the go-to for human-speed responses -- voice apps, real-time agents, streaming UIs.

SDK: OpenAI-compatible, Base URL: https://openrouter.ai/api/v1

Route to any model from a single API key. Auto-fallback, load balancing, unified billing.

Run locally: ollama run llama3.3:70b

Each provider has a dedicated markdown file in /api_providers/:

…view the full README on GitHub.