Turnkey AI Code Kits & Enterprise Boilerplates
Stop wasting 3 days configuring Docker, Pydantic schemas, connection pooling, and API auth. Download fully tested, production-ready Python starter kits designed for high-availability enterprise workloads.
Production FastMCP Agent Starter Kit
Complete Python FastMCP server repository implementing Anthropic’s open-source Model Context Protocol for Claude Desktop, Cursor, and custom Python agents.
- Type-safe Pydantic v2 function signatures
- Dual transport support (stdio & SSE streaming)
- Pre-built tools: SQLite inspector, Postgres query runner, Git telemetry
- Ready-to-use
claude_desktop_config.jsonsetup - Docker Compose & automated Pytest test suite
- Full commercial license (MIT) & documentation
Enterprise Redis Cache & pgvector RAG Kit
Production FastAPI backend pairing in-memory Redis Stack HNSW vector caching with PostgreSQL pgvector transactional storage for sub-15ms responses.
- Sub-15ms Redis vector similarity cache (0.90 cosine gate)
- PostgreSQL pgvector connection pooling with
psycopg3 - Hybrid search engine: BM25 keyword matching + dense embeddings
- FastAPI Server-Sent Events (SSE) token streaming
- Clean Next.js / Streamlit chat user interface
- Cuts external OpenAI / Claude API bills by 60%–70%
DeepSeek-R1 & vLLM Docker Production Stack
Turnkey Docker Compose infrastructure serving quantized DeepSeek-R1 reasoning models locally or on cloud GPUs (RunPod, Lambda) with PagedAttention.
- vLLM container with continuous request batching
- Drop-in OpenAI-compatible
/v1/chat/completionsAPI - Quantized GGUF Q4_K_M execution profiles
- Automated GPU VRAM calculation & health probe script
- Nvidia CUDA and Apple Silicon (Metal) configurations
- Zero cloud per-token marginal expense
Need Custom AI Architecture or Enterprise Implementation?
Our team builds custom autonomous agent workflows, enterprise RAG engines, and fine-tuning pipelines.