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OpenAI to Anthropic Migration Kit

A concept map + tested neutral adapter for migrating between (or supporting both) the OpenAI and Anthropic APIs: system prompts, required max_tokens, tool calling, stop reasons, streaming.

Prompt-Injection Defense Kit

Layered, tested defenses against prompt injection for LLM apps and agents: input isolation, a heuristic injection detector, an action gate, and 16+ attack tests proving what each layer stops.

MCP Server Conformance Test Kit

A black-box conformance suite for remote MCP (Streamable HTTP) servers: verifies initialize, tools/list schema validity, tools/call contracts, and error handling. CI-ready, self-tested.

RAG Pipeline Framework

Complete retrieval-augmented generation pipeline with document ingestion, chunking strategies, vector store integration, and evaluation.

LLM Prompt Engineering Kit

Prompt template library, chain-of-thought patterns, few-shot examples, prompt versioning system, and A/B testing framework.

AI Agent Framework

Multi-agent orchestration system with tool calling, memory management, planning loops, and human-in-the-loop patterns.

Vector Database Toolkit

Setup guides for Pinecone, Weaviate, ChromaDB, and pgvector with indexing strategies, hybrid search, and benchmarking scripts.

LLM Evaluation Framework

Automated evaluation harnesses, custom metrics, human feedback collection, regression testing, and quality monitoring dashboards.

Fine-Tuning Pipeline

LoRA/QLoRA fine-tuning scripts, dataset preparation tools, training monitoring, model merging, and deployment automation.

AI Safety & Guardrails Kit

Input/output filtering, toxicity detection, PII redaction, hallucination detection, and content policy enforcement scripts.

LLM Cost Optimizer

Token usage tracking, model routing for cost/quality tradeoffs, caching strategies, batch processing, and budget alerting.

Conversational AI Templates

Chatbot frameworks with context management, multi-turn conversation handling, intent classification, and escalation workflows.

Document AI Toolkit

PDF/document parsing pipelines, OCR integration, table extraction, summarization chains, and structured data extraction.

AI API Gateway

Unified API for multiple LLM providers, rate limiting, fallback routing, response caching, and usage analytics dashboard.

MCP Server Starter

Production-shaped remote MCP server starter — Streamable HTTP on Cloudflare Workers, stateless + stateful patterns, typed tools, discovery, rate limiting, and Vitest tests.

Agent Commerce Integration Pack

Add safe commerce to an MCP server or agent API: trusted catalogue reads and server-side price resolution with price-tampering and unaudited-product guards. Buyer authorizes payment; no autonomous charging.

Agent Tool Schema Design Patterns

Field guide and runnable examples for designing reliable tool/function schemas for LLM agents (MCP, OpenAI, Anthropic): descriptions, constraints, flat inputs, error contracts, annotations, and idempotency.

MCP / Agent Server Security Checklist

Audit-ready security checklists and a STRIDE threat model for remote MCP servers and agent-facing APIs: auth, input validation, rate limiting, secrets, payments, and data-exposure controls.

Agent Tool Eval Harness

Dependency-light evaluation harness for agent tools and MCP servers: golden cases, matchers, a runner with latency metrics, and console + JSON reporters for CI regression gating.

Agent Discoverability Kit

Generators that make a product or site discoverable to AI agents: llms.txt, .well-known/ai-plugin.json, an MCP-registry server.json, and valid schema.org Product JSON-LD.

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