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AtlasRepo

I found a completely free web search for AI agents

Description and use

SIMURG offers a free web‑search layer for AI agents, enabling pre‑answer fact checking and reducing hallucinations to 1‑5%.

Problem

AI agents often hallucinate facts, such as describing non‑existent treaties, because they lack reliable real‑time verification.

Outcome

Integrating SIMURG’s free web search reduced hallucinations in internal factual prompts from high rates to 1‑5%, enabling agents to verify claims before responding.

Workflow

  • 1. Install SIMURG: pip install simurg
  • 2. Run a query: python3 -m simurg.websearch "when was the Y2K bug" --json
  • 3. In code, call websearch.ground("Y2K bug")
  • 4. Inspect check["verdict"] – if "attested", feed check["evidence"] into the model’s context; if "thin", treat with caution; if "no_record", abstain from answering.

Evidence

In our internal checks on factual prompts, hallucinations dropped to the 1-5% range.

Source

  • Record date: 2026-09-08T01:07:53.864Z