Registry · Human-agent operations · Token economics & AI cost

BerriAI/litellm

Live AHK-0032

Identity

Repository
BerriAI/litellm
Repository id
671269505

Also filed on the survey's other hub.

Description

Editorial draft A multi-provider model gateway; the ledger cites its spend-tracking dimensions and its public issue history as cost-accounting evidence.

The campaign that admitted it

2026-08-01__token-usage-observability-accounting · · run type (the campaign's own designation) high-recall-map

High-coverage, effort-bounded map as of 2026-08-01; not saturated — supports a provider-neutral measurement contract, but the Token Economist may run only as a shadow measurement system until sample-based capture checks pass.

Claim wording is the campaign's own, including its shorthand — see the methodology glossary.

5 ledger rows cite this repository.

The claim is the campaign's own record — its coverage and its judgments — quoted word for word. It is not this site's assessment of the repository.

Current metrics

Stars
55954
Forks
10443
Watchers
220
Language
Python
License
License present, not classified
Archived
No
Created
Last push
Topics
ai-gatewayanthropicazure-openaibedrockgatewaylangchainlitellmllmllm-gatewayllmopsmcp-gatewayopenaiopenai-proxyrustrust-aivertex-ai
Snapshot
· retrieved UTC

Counts only. This site never publishes stargazer, watcher or contributor identities.

Weekly movement

First snapshot 2026-08-10 — weekly movement begins with the second.

Star history

Not yet backfilled. Source will read: an independently collected archive of the same platform's public events, plus our snapshots.

Trust marks

Snapshot
· retrieved UTC
Entries hash (sha256, first 12)
46fcea8cb0e2 — this hub's served data file — verifiable at /api/entries.json
Snapshot hash (sha256, first 12)
5029a1dd0e77 — raw capture, shared by both hubs (not yet published)
Method version
supervised beta (v3.3 taxonomy)
Sealed record
2026-08-01__token-usage-observability-accounting — named, not linked; the record is not public.

What we collect

Collected per entry, weekly, append-only and hash-attested — the full field list is on the data card. Aggregate public metrics only; no stargazer or contributor identities. The posted record is public and quotable; the collection run itself is not published.