The working proof, the review package, and the details behind both
Start with the live experiences to see the direction. Then read the assessment documents in full, right here: what exists, what was tested, and what an engineering team would build next.
Customer demoAsk natural-language questions and refine live resultsCore use-case comparisonsHistorical answer versus current production runMCP Tool AtlasInteractive contracts, operation topology, decision logic, and ideasTechnical workbenchFull trace, passed/received data, and LLM reviewScenario library100 runnable customer scenarios across every journey
Discovery baseline
What the repository and the upstream API actually contain today.
mdRepository mapLanguage, SDK, transport, directories, API paths, deployment, tests, and history.mdComplete tool inventoryExact tool names, descriptions, schemas, output paths, limits, annotations, and coverage.mdAPI manual reconciliationWSDL operations, data domains, endpoint roles, and product/fitment/asset paths.
Design and requirements
The behaviour an engineering team would build, and why it is ordered that way.
mdFunctional reliability PRDProduct requirements, controls, journeys, success measures, and phased implementation.mdInterchange validation designFive-gate identity, category, relationship, specification, and application standard.mdOpportunity reportPrioritized improvements tied to evidence, SOW requirements, effort, and acceptance tests.
Evaluation assets
The cases, shapes, and status register used to prove the eight tools.
yamlHistorical evaluation suiteFifty reconstructed cases with customer wording, follow-ups, historical observations, expected-answer context, and failure labels.jsonEight-tool release matrixPositive, negative, ambiguous, and partial/unavailable shapes required for each task-level MCP tool.tsEvaluation status registerCurrent live-verified, guarded, and retest-required status for the eight tools and sixteen core cases.
Decision record
Earlier reports kept for provenance. Superseded by the live pages on this site.