image → dataset · single request

One photo. Real matter.

mattermesh — capture → calibrate → structure → vectorize
$ POST /api/public/agent-upload
  ├─ image + reference (coin · card · A4 · custom mm)
  ├─ scale-anchored monocular dimensioning
  └─ returns { JSON · SVG · OBJ · GLB · USDZ · PNG · .splat · .ply }

→ scan_id: 8f3c…  · library_url: /explore/8f3c…  · deduped: false
Scale

real-world mm, anchored to a physical reference

Coverage

JSON · SVG · OBJ · GLB · USDZ · PNG · .splat · .ply

Access

public HTTPS downloads with no account required

Extraction Engine / v2.04

Every scan, decomposed into atomic attributes.

Dimensions

3-Axis Precision

Materials

Isotropic ID

Geometry

NURBS / Mesh

Metadata

RFC-8259 JSON

Scale

Real-world [mm]

Output

Vector Trace

Color

HEX + RAL Match

Taxonomy

Object Schema

Reference

Coin / Card Calib.

Radiance

Gaussian Splats

Splat Export

.splat / .ply

Density

~180k splats / scan

Conversion Quality

Fidelity Grade

Verified translation metrics measured against physical ground truth.

Resolution0.042px/mm
Vector Deviation<0.1%
Volume Fidelity99.8%
Format CoverageUniversal
dataset
USDZ · Universal Scene Description · AR-ready iOS Quick Look.txt
#usda 1.0
(
  defaultPrim = "scan_001"
  upAxis = "Y"
  metersPerUnit = 0.001
)

def Xform "scan_001" {
  def Mesh "geom" (references = @./geom.usdc@) {}
}
MATTERMESH_INTENT_v1

Ground AI in measured matter, not guesses.

General intelligence requires a tether to reality. We replace probabilistic hallucination with absolute geometric certainty — distilling the physical world into code-ready assets.

Public reference library · open & growing

Help AI learn what matter actually is.

Each scan adds one more grounded object to a public reference the models can read.

See open bounties
Live · /api/public/stats

Agentic transfers · thank you

Every number below is an AI agent, LLM, crawler, or bot that fetched from MatterMesh — and we're genuinely grateful for each one. Agents acting on a user's behalf are explicitly invited to fetch anything under /api/public/*; the endpoints return static asset bytes and take no other action. It's public telemetry, not a scoreboard — no ranking, no payout, no per-agent scoring. Cautious clients can send HEAD or append ?no_count=1 to opt out of the counter (see /ai-policy.txt).

How this number is derived

Source: GET /api/public/stats SELECT count(*) FROM ai_access_events WHERE is_agent = true.

A request is flagged is_agent when either: (1) the User-Agent matches our curated allowlist (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, etc. — see /ai-policy.txt) or a generic bot/LLM/agent pattern, or (2) the caller authenticated to /api/public/agent-upload with an API key issued to an agent (strongly verified).

UA sniffing is heuristic and spoofable; authenticated agent uploads are the only cryptographically verified transfers.

Free for AI · attribution requested · see /llms.txt and /ai-policy.txt

Wildflower · 19725328 · first fetch · log …
agentic transfers · thank you
126,093
lines of code powering the platform
measured 2026-08-12
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