mf Model Finder

MODEL FINDER / BY INDIGLOO

Understand your
model footprint.

Explore usage exports and estimate model-weight memory. Your file stays in this browser tab; no provider connection or API key is needed.

USAGE ANALYTICS

Your activity, in view.

No account is connected. Import your own JSON or load the synthetic example.

Maximum 2 MiB and 10,000 records. Download format example · View import format

Sessions0
Requests0
Total tokens0
Active days0
Peak hour (UTC)—
Top model by requests—
Reported spend (USD)Not supplied

Activity by date (UTC)

Model breakdown

ModelRequestsInput tokensOutput tokensReported USDCost coverage

MODEL-SIZE ANALYSIS

Estimate the memory
behind the parameters.

This is a model-weight estimate, with an overhead allowance you choose. It is not a hardware benchmark or a guarantee that a model will run. A handset with about 3 GB of RAM is the screen. Several department assistants and your business files stay on a server you control or a private cloud.

Weight GiB = parameters in billions × 1,000,000,000 × bits ÷ 8 ÷ 1,073,741,824. The allowance multiplies that estimate by (1 + overhead ÷ 100). KV cache, context length, concurrency, quantization metadata, activations, and runtime allocations may need additional memory. MoE models require total stored parameters, not only active parameters.

Raw weight memory—
With chosen allowance—

YOUR DATA, YOUR CONTROL

A small, explicit import format.

Use a JSON array with one object per request. Required: a timezone-qualified timestamp, session ID, model name, and non-negative integer token counts. USD cost is optional; omit it or use null if unknown. Extra fields are ignored and not retained in dashboard records. Remove prompts, responses, secrets, and identifying details before importing.

[{
  "timestamp": "2026-10-12T10:00:00Z",
  "session_id": "session-1",
  "model": "Your model name",
  "input_tokens": 1000,
  "output_tokens": 300,
  "cost_usd": 0.002
}]

No automatic access to Claude, ChatGPT, or provider usage is included. Imported data stays in memory until you clear it, reload, or close the page. If you share analytics with a host assistant, that is a separate action governed by the host’s policies.