Opticat item search MCP reviewPhase 1 discovery, validation, and path forward
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Phase 1 assessment · Repository, API, and customer experience

Opticat item search MCP review

One review, one sequenced path, and a proven catalog foundation that gets hardened into dependable outcomes.

Walk the live demo See the evaluation gate
9Findings identifiedEvery one traced to a workflow
8 of 9Addressed or designed1 still open in Phase 1
5Journeys proven liveVehicle, VIN, fitment, interchange, replacement
1 live verified · 2 live guarded · 5 retest required8
8 toolsCurrent confidence1 verified · 2 guarded · 5 retest
198Evaluation cases50 + 16 + 32 + 100
How to read this assessment

One conclusion, then the detail, then the proof

Every level answers the same question with more evidence, so executives and engineers can stay in the same story.

01
Start with the decision

The overview states what works, what remains, and the next executive decision.

02
Understand each obligation

Scope, evaluation, architecture, and path-forward pages explain the conclusion, gap, and owner.

03
Inspect the proof

Cases, tool contracts, traces, and source artifacts let engineering drill into the evidence.

The story

Five chapters, one argument

The same story the full assessment tells—each chapter opens into its own page of detail.

01
SOW status and scope

Every report part, appendix, remaining action, owner, and evidence destination in one place.

Details
02
A scientific evaluation gate

Test the answer chain—not just whether the chatbot sounds right.

Details
03
A stronger boundary

Same catalog. Identity, completeness, and evidence move out of model guesswork into one testable service.

Details
04
Three stages, three gates

Finish the evidence, build the dependable core, then harden only what customers use.

Details
05
The proof and the package

The live experiences and the full review artifacts behind them.

Details
Before and after

Same catalog. A stronger boundary.

The redesign is not a larger platform—it moves the answer boundary out of model guesswork and into one small, testable service.

Before · supplied POCThe model infers the answer boundary
  1. Host agent
  2. Multiple surfaces
  3. Prose formatter
  4. OptiCat operations
The model must infer identity, completeness, and sufficiency.
After · validated targetThe service verifies the answer boundary
  1. Customer journey
  2. Resolver + adapter
  3. Validation gate
  4. Evidence-backed answer
The model explains returned evidence; it cannot manufacture it.
The full architecture
Path forward

Three stages, each with an exit gate

Sequence over features: every stage ends with a business decision and an evidence gate.

01Current gateClose Phase 1 with evidence

OptiCat can make the Phase 2 decision on measured information.

02Requires authorizationBuild the dependable demonstration

No unsupported part or fitment recommendation in the approved suite.

03Later production stepPrepare for customer trials

Security, operations, and onboarding are ready for the chosen customer scope.

The full plan
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