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SuperPenguin

SuperPenguin is an AI spend attribution platform. Providers can each tell you what you spent with them, and several now publish their own split between coding-agent spend and API spend, but none of them knows your customers, features, teams, or pull requests. SuperPenguin connects every provider billing account into one total and then attributes that total to the thing in your business that caused it. SuperPenguin observes provider calls and reads provider billing APIs; it is not a proxy and is

Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-25T18:53:02.077Z. Cached copy · Source on superpenguin.ai

# SuperPenguin

> SuperPenguin is an AI spend attribution platform. Providers can each tell you what you spent with them, and several now publish their own split between coding-agent spend and API spend, but none of them knows your customers, features, teams, or pull requests. SuperPenguin connects every provider billing account into one total and then attributes that total to the thing in your business that caused it. SuperPenguin observes provider calls and reads provider billing APIs; it is not a proxy and is not in your request path.

## Products

- [Attribution](/attribution): Cost per customer, feature, and team
- [Coding ROI](/coding-roi): Coding agent spend, per pull request
- [One View](/one-view): Every provider bill, as one total

## Connect an AI agent with the CLI or MCP

- [SuperPenguin CLI setup and command examples](/docs/cli)
- CLI installer (macOS/Linux): curl -fsSL https://install.superpenguin.ai | sh
- CLI login: superpenguin auth login --native (interactive browser OAuth).
- CLI workflow: superpenguin context --agent, then superpenguin capabilities list --q "weekly spend" --agent and command help. Data commands use --agent for structured JSON.
- [MCP setup and agent instructions](/docs/mcp)
- [REST Agent API guide](/docs/agent-api): OAuth-authenticated programmatic access to the same organization-scoped operations.
- Remote Streamable HTTP endpoint: https://app.superpenguin.ai/api/mcp
- Authentication: OAuth in the user's browser; no API key or client secret is required.
- Agent workflow: call get_context first, use discover to load only relevant operation schemas, then call query with a discovered operationId.

An MCP-capable agent may configure the endpoint directly. It must pause for the human to sign in, choose a SuperPenguin organization, review scopes, and approve access. The connection inherits that user's current role in the selected organization.

## Key pages

- [LLM cost management](/llm-cost-management): what the category is (the practice of monitoring, attributing, controlling, and optimizing an organization's spending on large language models), and the two halves of AI spend it covers.
- [Pricing](/pricing): priced on managed AI spend, not per seat or per request.
- [Book a demo](/book-a-demo)
- [Security](/security)
- [Full product reference](/llms-full.txt)

## Provider Billing Profile Assets

- [Normative profile](/specs/provider-billing/v0.1/profile.md)
- [OpenAPI 3.1 contract](/specs/provider-billing/v0.1/openapi.yaml)
- [Conformance runner](/specs/provider-billing/v0.1/conformance.mjs)

# SuperPenguin Docs

- [SuperPenguin documentation](/docs): Track and investigate AI spend with SuperPenguin SDKs, the CLI, MCP, and the Agent API, or implement the Provider Billing API.
- [Connect an AI agent with MCP](/docs/mcp): Connect Claude Code, Cursor, ChatGPT, or another remote MCP client to your SuperPenguin workspace with OAuth.
- [Use the SuperPenguin CLI](/docs/cli): Investigate AI spend, provider billing, and
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Claim my listing on Agent Web Map for superpenguin.ai:
1. POST https://agentwebmap.com/v1/sites/superpenguin.ai/claims and keep claim_id and claim_secret private.
2. Publish the verification line "AgentWebMap verification: <token>" (token from step 1) in https://superpenguin.ai/llms.txt, or use the DNS, meta-tag or well-known method the response describes. This only verifies the listing; your website and domain remain yours.
3. POST https://agentwebmap.com/v1/sites/superpenguin.ai/verify with {"claim_id": "...", "claim_secret": "..."}.
4. Save the api_key from the answer; it manages the listing (PATCH https://agentwebmap.com/v1/sites/superpenguin.ai).
MCP equivalent: tools begin_ownership_claim, then verify_domain, at https://agentwebmap.com/mcp. Docs: https://agentwebmap.com/docs#verify

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