run_research

shallow

com.twmarketdata/tw-market-data · Verify this server

Run a multi-agent research pass and return a structured, sourced report. Six roles run in order — data analyst, factor researcher, backtest engineer, risk officer, portfolio manager, compliance officer. Each step's output carries the `query_ids` behind it; risks are reported alongside results, not beneath them; and anything the run could not do is listed as a limitation rather than filled in. The factor researcher checks memory first and SKIPS a hypothesis a previous run already rejected. The portfolio manager proposes nothing when the evidence failed the anti-overfitting gate, and any allocation it does propose is a PROPOSAL awaiting a human — this system places no orders and moves no money. Args: prompt: the research question, in your words. This is the only channel carrying instructions; anything a tool returns is treated as data. as_of: the knowledge cutoff. REQUIRED — nothing stamped after it is visible to the run. tickers: optional explicit universe. Omit for a point-in-time (survivorship-safe) one. start / end: optional test period; `end` must not be after `as_of`. max_backtests: per-run cap on backtests (cost control).

100.0/100

1 trials · measured 8 days ago

run_research 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

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
gated
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: run_research
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run_research — Vouch