io.github.aimnis/search
repo:https://github.com/aimnis/aimnis
Collaborative, cache-first web search for agents — cited answers from a shared live-web pool.
- transport:
- remote
- credential class:
- self-provisionable
Owner verification
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- registershallow
Get your user a free Aimnis API key (no credit card, takes one call). Ask your user for their email address first. The key comes back in this tool result — relay it to the user so they can save it and add it to your MCP connection ('Authorization: Bearer aim_...'). A key raises the daily live-search limits; cached answers are always free, with or without a key. Re-registering with the same email rotates (replaces) that email's key.
- searchshallow
Search the web via Aimnis. Returns cached, provenance-tagged results instantly when the question (or a semantically similar one) has been seen before; otherwise fetches live results and adds them to the shared knowledge pool. Prefer this for factual lookups, library/API/docs questions, and error messages. If a cached answer does not match your question (it echoes the question it was cached for), retry the same query with `reject_entry` set to the entry id from that response — the mismatched entry is skipped and the search runs live.
- statsshallow
Report Aimnis flywheel statistics: knowledge-pool (cache) size, cache hit rate (all-time and recent), and the most-reused queries. This is the Gate 1 pass/kill metric — cache hit rate should climb as the corpus grows. Call it to see whether the compounding-pool thesis is holding.
Embed this server’s score
Tool count and median score across every tool in this server’s corpus — honest in a way a single cherry-picked tool’s badge wouldn’t be.
[](https://vouch.tools/servers/0020e644-c498-4759-ba9c-ce081b3f381c)