Code review, testing, release and repository-maintenance capabilities.
MCP server for building with the Claude API: probe-verified model reference, request linter and fixer, cost estimates, agent scaffolding, plus live messages, token counting, batches, files and Managed Agents.
Write, review, debug and migrate Claude API code with model tables and a request linter built from live API probes of 15 models. Includes cost estimates and tested agent scaffolds.
MCP server for building with the OpenAI API: probe-verified model reference, request linter for Responses and Chat Completions, cost estimates, scaffolding, plus live responses, embeddings, batches, files, vector stores, speech and images.
Write, review, debug and migrate OpenAI API code with model tables and a request linter built from live probes of 29 models. Covers Responses, Chat Completions, tools, costs and tested scaffolds.