Every search carries a maximum price per thousand queries as a required argument, which makes cost a parameter rather than a surprise on the invoice. Choosing between proprietary indexes and the web per query is what separates it from a general web search tool.
A Valyu knowledge retrieval server. A search runs over proprietary sources, the web, or both, with a maximum price per thousand queries as a required argument, and optional control over which indexes are searched, how many results survive reranking, the similarity floor, and whether the query is rewritten first. A second tool submits feedback against a transaction.
- Retrieval over proprietary sources, the web, or both, chosen per call
- A maximum price per thousand queries required on every search, so cost is bounded at the call site
- Specific indexes named per query, such as valyu/valyu-arxiv and valyu/valyu-wikipedia
- The number of results returned after reranking, and a minimum similarity score for what is included
- Optional query rewriting for better retrieval performance
- Feedback submitted against a transaction id with a sentiment rating
A Valyu API key. The published route is the Docker image ghcr.io/tiovikram/valyu-mcp-server, run with the key passed in as an environment variable.
One command plus a key — docker pull ghcr.io/tiovikram/valyu-mcp-server, then supply credentials