| --- |
| license: mit |
| language: |
| - en |
| tags: |
| - ai-agents |
| - mcp |
| - receipts |
| - agent-work |
| - continuity |
| pretty_name: Agent Work Index |
| configs: |
| - config_name: agent-work-index |
| data_files: |
| - split: train |
| path: agent-work-index.csv |
| - config_name: tool-mix-continuity-window |
| data_files: |
| - split: train |
| path: tool-mix-continuity-window.csv |
| --- |
| |
| # Agent Work Index |
|
|
| A public index of real AI agent work volume, published by Zambo from its |
| own live platform numbers. Zambo is the verifiable work layer for AI: |
| 153 tools behind one MCP endpoint at https://zambo.dev/mcp, cross-AI |
| handover and memory that carry work between AIs, and a verifiable |
| receipt for every job. A receipt proves the saved result was not changed |
| since it was saved. |
|
|
| Only Zambo can publish this series, because only Zambo runs the stream |
| it is counted from. Other platforms can describe agent work; this index |
| counts it. |
|
|
| ## Files |
|
|
| - `agent-work-index.csv`: dated aggregate observations. Scopes so far: |
| platform all-time totals, the first 26 hours after the continuity |
| publish of 2026-10-28, and Wednesday single-day receipt counts for |
| week-over-week comparison. |
| - `tool-mix-continuity-window.csv`: the top 10 tools by calls in the |
| continuity publish window. Memory and continuity tools hold about |
| half the call volume; that habit, not any single tool, is what the |
| index exists to track. |
|
|
| ## Definitions |
|
|
| - Receipts minted: AER-1 receipts issued. Every call issues a receipt, |
| including a rejected call. |
| - Successful calls: completed MCP tool calls. |
| - Wrap-ups: handover calls. An agent finishing in one AI wraps its work |
| so another AI can pick it up. |
| - Pickups: handover_accept calls. Picking up in another AI is always |
| free. |
| - Distinct callers: distinct caller identities in the window. |
| - Day Pass activations counter: raw activation events recorded by the |
| platform counter. It can exceed verified sales, so it is published |
| labeled as a counter, next to the verified sales count. |
| - Verified Day Pass sales: confirmed Day Pass purchases (payment and |
| activation together). 11 cumulative as of 2026-10-29. |
| |
| ## Methodology |
| |
| Counts come from two public sources anyone can re-read: the platform |
| stats endpoint at https://zambo.dev/api/stats and the public receipt |
| stream at https://zambo.dev/api/receipts/recent. Counts only: this |
| dataset contains no wallet addresses, no caller identifiers, and no |
| receipt contents. |
| |
| ## Cadence |
| |
| Updated monthly, with special windows (like the continuity publish |
| window above) added when the platform ships something measurable. |
| |
| ## Links |
| |
| - Platform: https://zambo.dev |
| - Add Zambo to your agent: https://zambo.dev/add/ |
| - AER-1 conformance corpus: https://zambo.dev/aer1/corpus.json |
| - Agent execution receipts dataset: https://huggingface.co/datasets/zambodotdev/agent-execution-receipts |
| |
