gripforge_vehicle_finish

shallow

io.github.gripforgeai/mcp · Verify this server

Repair generated automotive surfaces. Preferred: source (immutable static GLB with Body/Wheel_* groups) + repair recipe queues a persistent Blender job; guided glazing/panel regions, paint cleanup, coloured caliper extraction, measured replacement panels/curves with PBR and fitted boundaries, optional rebuilt wheels and rigid wheel rig. features.marks adds surface-fitted pinned PNG logos, relief badges and mesh lettering; wheel markings follow their wheel, named authored marks are replaced in the new work copy. For grilles or trim on a reconstructed recess, set curves.fitSurface.panel to its non-structural panel name to follow the final part. Returns a NEW private work version with GLB/Blend/optional FBX and GripForge review link. Does not promote or overwrite the source. Regions use +Y up/+Z forward metres, bounded displacement; region-only glass stays opaque, authored transmissive panes need an authored cabin. Poll/cancel/retry generation-jobs. 0 provider credits. Legacy id without repair uses one-time material/wheel finish and rewrites its Library file.

100.0/100

1 trials · measured 1 day ago

gripforge_vehicle_finish scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.gripforgeai/mcp, measured 6 Oct 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote + stdio
Credential class
self-provisionable
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-10-06100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: gripforge_vehicle_finish
[![Vouch score](https://vouch.tools/api/tools/d5f61d09-cfd9-4f02-8d5e-04ca765ffa0f/badge.svg)](https://vouch.tools/tools/d5f61d09-cfd9-4f02-8d5e-04ca765ffa0f)
gripforge_vehicle_finish — Vouch