Hugging Face's logo

Datasets:
zambodotdev
/
agent-work-index

Modalities:
Tabular
Text
Formats:
csv
Languages:
English
Size:
< 1K
Tags:
ai-agents
mcp
receipts
agent-work
continuity
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
1
agent-work-index / README.md
ramboweb3's picture
ramboweb3
Declare per-file dataset configs so the viewer stops concatenating the two unrelated CSV schemas into one split
46beb52 verified
preview code
|
Raw History Blame Contribute Delete
2.85 kB
metadata 
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