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SIMURG
Hallucination detecting for AI models and free web-search.
Zero-leak online detection of LLM decoding corruption and Free Web Search for your AI agents! Catch repetition loops, language drift and garbage mid-stream, before the user sees a bad token. Works with any OpenAI-compatible API. - doofzoff/SIMURG
We built IMURG because we kept running into the same problem while working with AI agents: even when an agent has access to web search, the model can still confidently make things up.
SIMURG is an open-source middleware that adds a verification layer to the generation process. It monitors the model, detects when a response is likely hallucinating, aborts the generation, searches the web for evidence, and retries with grounded information.
The goal was to make this as simple as possible for developers. You can plug it into an OpenAI-compatible endpoint and get started with:
pip install simurg
SIMURG is completely free and open-source. I'd love to hear how other people are handling hallucinations in their AI agents, and what you'd like to see added next.
About SIMURG on Product Hunt
“Hallucination detecting for AI models and free web-search.”
SIMURG was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #126 on the daily leaderboard. Zero-leak online detection of LLM decoding corruption and Free Web Search for your AI agents! Catch repetition loops, language drift and garbage mid-stream, before the user sees a bad token. Works with any OpenAI-compatible API. - doofzoff/SIMURG
On the analytics side, SIMURG competes within API, Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how SIMURG performed against the three products that launched closest to it on the same day.
Who hunted SIMURG?
SIMURG was hunted by doofz. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of SIMURG including community comment highlights and product details, visit the product overview.