cite_this
shallowcom.twmarketdata/tw-market-data · Verify this server
Produce a bibliographic citation for TWMD data — APA, BibTeX, and a re-verifiable token. ★ FOR PAPERS, REGULATORY FILINGS AND ANYTHING A REVIEWER WILL RE-CHECK LATER. A dataset is corrected, backfilled and re-run. Three years from now a reviewer opening our API sees different numbers than the paper, and nobody — author, reviewer, or us — can tell whether the data changed or the author mis-transcribed. So the citation carries `as_of`, the Merkle `checkpoint_root`, and a `verify_url`, plus a signed `reproducible_token` that binds those fields TO EACH OTHER. ★ PASS `as_of` IF YOUR WORK IS POINT-IN-TIME. Without it a citation is still produced, but it is marked `point_in_time: false` and the APA line reads "Retrieved <date>" instead of naming a knowledge horizon — because re-running the same query later can legitimately return different figures, and nothing in the data would mark the difference. ★ WHAT IT PROVES: which data was used, and that those fields were signed by us. **NOT that the figures are correct** — a faithfully committed wrong figure cites and verifies exactly like a right one. `limitations` says so in the response; keep it when you quote the citation. Args: dataset: the dataset id you queried, e.g. 'valuation'. as_of: the knowledge cutoff your work used (YYYY-MM-DD). Omit only for present-day lookups. row_key: pin the citation to one specific row, if you are citing one row.
1 trials · measured 8 days ago
cite_this scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.twmarketdata/tw-market-data, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- gated
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/89bd7cba-dba2-4580-acb4-2bf1cc8e1146)