cost-attribution

AI Initiative Ledger — local spend meter and budget gate for AI tasks. Meters every vendor leg (LLM, speech, telephony, search, tools), hard-stops before the ceiling. MIT, no account.

Local-first LLM proxy that meters what every agent run costs and kills runaways before they drain your budget. Free, MIT.

Self-contained DeepSeek Harness (DSH) plugin for Provider/Auth login, model switching, image fallback, token/cost analytics, and same-port Web restart. Useful? A star helps.

Databricks App for cross-workspace AI stack governance. Unified view of agents, serving endpoints, knowledge bases, and Unity Gateway usage, backed by system tables + Lakebase with auto-refreshing discovery workflows.

DSH (DeepSeek Harness) plugin: per-session cost line + cost attribution report, priced by llm-pricing

Vidai — the AI control plane. Govern, cost and secure every enterprise LLM request, from within your own network. Self-install Docker releases.

AI Initiative Ledger — MCP server for agents, keys, budgets and costs

OTel-native typed primitives for LLM cost attribution and telemetry — published on PyPI.

AI Initiative Ledger — runnable examples and reference agents

PyPI-distributable LLM control plane: gateway choke point, cost attribution, OTel instrumentation, and offline reporting as an inspectable engineering artifact.

OpenTelemetry-native token/cost attribution for LLM agents, with budgets that degrade before they deny

AI Initiative Ledger — Pipecat voice plugin: STT, LLM and TTS on one key and one budget

Infer ownership of untagged AWS resources from CloudTrail behaviour and write tags back — the open-source FinOps input layer. Methodology peer-validated on Microsoft Azure 2.6M-VM dataset.

Provenance-aware AI pricing and cost attribution for Laravel.

Per-subagent cost attribution for Claude Code. Reads local JSONL session logs, computes shadow cost at marginal Anthropic API rates with proper TTL pricing.

AI Initiative Ledger — agent skills for Claude Code, Cursor and any Agent Skills client

Attribute Claude Code and Codex token costs to directories, packages, teams, and features.

AI Initiative Ledger — Floe Labs organization profile

FinOps cost attribution for AI code agents: maps Kiro, Cursor, and Claude Code spend to git commits to reveal per-task cost, waste patterns, and agent ROI signals.

Cost attribution for LLM serving with a prefix cache. The only bill that sums to what the server spent charges the tenant that arrived first, in 360 of 360 family replays. Exact Shapley in one pass over the prefix trie. Exit 2 when a scheme is not a division of anything. Every README figure re-measured by CI.