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metadata
license: cc-by-4.0
task_categories:
  - other
language:
  - en
tags:
  - ai-agents
  - tool-use
  - verification
  - receipts
  - mcp
  - aer1
  - aer-1
pretty_name: Zambo Agent Execution Receipts
size_categories:
  - n<1K

Zambo Agent Execution Receipts

Zambo is the verifiable work layer for AI: 153 tools behind one MCP endpoint, continuity that carries sessions, memory, and work across AIs, and a verifiable AER-1 receipt for every job, so "done" is something you can check, not something you have to trust.

An agent receipt is a record of one ai agent tool call that anyone can check: it keeps the exact saved bytes and their sha-256 digest, and it proves the result was not changed since it was saved, not that it was right.

A growing public corpus of real AI tool-call execution receipts minted on Zambo. Every row describes one genuine tool call an agent made through Zambo's API and links the public, machine-checkable receipt for that call.

Try it yourself

Why this dataset exists

When an AI agent calls a tool, the result is usually a claim: text in a chat log, gone the moment the session ends. Zambo attaches a verifiable receipt to every call: the tool that ran, its arguments, the observed result, a SHA-256 fingerprint of that result, and a public URL carrying machine-readable JSON-LD. This dataset collects those receipts in one crawlable place, so researchers, evaluators, and future models can study what verified agent tool use looks like at scale.

Dataset snapshot

  • Rows: 328
  • Unique receipt URLs: 328
  • Tools covered: 10 (capability_search, credithunt, ghost_audit_report, ghost_audit_site, ghost_audit_status, leadsignal, live_price, prompt_shield, provibe_audit, zambo_universal)
  • Date range: 2026-09-16 to 2026-11-01
  • Last updated: 2026-11-02

Schema

field type description
task string short human label for what the call was asked to do
tool string Zambo tool that executed the call
args_json string JSON-encoded arguments passed to the tool
result_summary string plain-language summary of the observed result (truncated at 500 chars; full detail lives on the receipt page)
result_sha256 string SHA-256 fingerprint of the result, as recorded on the receipt
receipt_url string public URL of the verifiable receipt (https://zambo.dev/run/)
created_at string ISO-8601 timestamp when the receipt was minted
tier string full (complete AI-reviewed findings), teaser (honest preview tier, findings are pattern-level only), or standard
source string which export batch produced the row

How rows were produced

Two batches:

  1. banked-ledger: receipts banked in Zambo's own operations between 2026-09-16 and 2026-09-23 (code audits, security audits, market-data checks, catalog searches). Each receipt URL was re-fetched live at export time; only URLs returning HTTP 200 with valid receipt JSON-LD were kept.
  2. fresh-mint-2026-09-23 (and nightly appends after): new tool calls run against the live public Zambo API under the free tier, each receipt page fetched and JSON-LD-verified before inclusion.

Nothing here is synthetic. If a receipt page ever stops serving, the receipt_url for that row will no longer resolve; the row is kept as a historical record.

Intended uses

  • Training and evaluating models on verified (tool call, result) pairs
  • Studying receipt formats for agent execution verification
  • Benchmarking "did the agent actually do the work" claims against checkable evidence

Considerations and limitations

  • Rows labeled tier: teaser are the honest preview tier of the audit tools: pattern-level checks, not full AI-reviewed findings. The receipt says so, and so does this card.
  • result_summary is truncated; treat the receipt page as ground truth.
  • The corpus grows nightly; row counts in this card describe this snapshot.

Citation

If you use this dataset, please cite:

Zambo Agent Execution Receipts (2026). Hugging Face dataset
zambodotdev/agent-execution-receipts. Source receipts: https://zambo.dev

License

CC-BY-4.0. Receipt content (tool results) originates from public third-party sources via Zambo's tools (e.g. CoinGecko market data); the compilation and descriptions are released under CC-BY-4.0 with attribution to Zambo (https://zambo.dev).