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Valyu (search and data skill)

Skill, agent skill, by Valyu

Assessment

The search to consider when an agent needs authoritative, current or paywalled data rather than the open web. For a home system with its own metasearch, it is an egress decision first and a capability second.

2026-10-09

Strengths

  • Web search plus specialised sources through one API: SEC filings, PubMed, clinical trials, economic data, patents
  • A cited-answer call for grounded responses
  • Strong published results on time-sensitive and domain questions

Limitations

  • A paid cloud service, metered per search
  • Another outbound channel for queries, with the same egress questions as any search

Valyu is a search and data API aimed at agents: one call searches the web and a set of specialised indexes, among them SEC filings, PubMed, ChEMBL, clinical trial registries, FRED economic series and patent databases, and returns documents or a cited answer.[1] Its skill teaches an agent to pick sources explicitly and to surface citations.

What it is for

Research agents whose answers must be current and traceable: financial filings, biomedical literature, economic indicators. The article behind this entry quotes benchmark results well ahead of general web search on time-sensitive and domain-specific questions.[2]

Things to know

  • Be specific about sources in each query; the skill's first rule is to name the index rather than search everything.
  • Prefer the answer call when a direct, cited response is wanted; the document call when the agent will read.
  • Always show the sources to the reader. The data is only as trustworthy as the citation trail.
  • It is a metered cloud service, so the same rules apply as to any outbound query: a reason, no identifiers, a log.

History

  • 2026-10-09: article written and published.
  • 2026-10-09: entry created.

Practices

References

  1. Valyu skills on GitHub ^
  2. 10 Must-Have Skills for Claude (and Any Coding Agent) in 2026, unicodeveloper, 2026-03-09 ^

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