Structured Output Validator: Catching Schema Drift Before It Reaches Your Code
How the Lamplit Labs Structured Output Validator checks an LLM's JSON against a JSON Schema in the browser, naming the keyword and property for every violation.
Lamplit Labs
Embedding Visualizer: Checking Vector Similarity Before You Trust Retrieval
How the Lamplit Labs Embedding Visualizer compares two vectors with cosine, dot product and Euclidean distance to debug RAG thresholds and mismatches.
Text Chunker for RAG: Previewing Chunk Boundaries Before You Embed
How the Lamplit Labs Text Chunker splits text by tokens, sentences, paragraphs or characters and how to use its overlap preview to pick a RAG chunking strategy.
Function Call Schema Builder: Tool Definitions Without Hand-Written JSON
How the Lamplit Labs Function Call Schema Builder turns a form into an OpenAI tool definition, what it validates, and where you still edit the JSON.
AI API Format Converter: One Chat Request, Four Provider Payloads
How the Lamplit Labs AI API Format Converter rewrites a chat request between OpenAI, Anthropic, Gemini and Ollama, and what it drops.
Prompt Template Editor and Prompt Diff: Treating Prompts Like Code Before They Reach Production
How the Lamplit Labs Prompt Template Editor renders {{variable}} templates into chat messages, and how Prompt Diff shows what changed between versions.
Token Counter: Checking Prompt Size and Context-Window Fit Before You Call the Model
How the Lamplit Labs Token Counter estimates tokens, words and context-window usage for GPT-4o, Claude, Gemini and Llama, and when an estimate is enough.
OpenAPI to MCP Server Generator: Turning REST APIs into Agent Tools
How the Lamplit Labs OpenAPI to MCP Server Generator turns an OpenAPI or Swagger spec into a ready-to-run TypeScript or Python MCP server.
Enterprise AI: Data Residency and Compliance Checklist for Azure OpenAI Deployments
A 12-point data residency and compliance checklist for Azure OpenAI: deployment types, abuse monitoring, stored data, CMK, logging, DPIA and a CI test.
AI SDLC: Migrating a .NET Framework 4.8 Service to .NET 8 with a Coding Agent - What It Did, What We Did, and the Numbers
Splitting a .NET Framework 4.8 to .NET 8 migration between a coding agent and two engineers: the plan, the gates, two closed agent PRs, 11 days vs 7-9 weeks.