SearchAPIPlatform

Deterministic search
without the inference cost

Search 64.6M knowledge entries or bring your own data. Tokenized with 3.8M whole words. No LLM embeddings. No inference costs.

3.8M
Whole-Word Vocabulary
<3s
Cold-State Response
0
LLM Inference Calls
100%
Deterministic
Quick Start

Two calls. That's it.

quickstart.js
// 1. Create an index — no embedding pipeline
await fetch("https://cold-api.coldstate.ai/v1/indexes", {
  method: "POST",
  headers: {
    "Authorization": "Bearer cs_live_...",
    "Content-Type": "application/json"
  },
  body: JSON.stringify({
    name: "acme-docs",
    domain_preset: "general",
    documents: [
      { id: "doc_001", content: "Parental leave policy..." },
      { id: "doc_002", content: "Remote work guidelines..." }
    ]
  })
});

// 2. Search — deterministic, Ψ-scored, sub-3s
const res = await fetch(
  "https://cold-api.coldstate.ai/v1/indexes/idx_.../search",
  {
    method: "POST",
    headers: { "Authorization": "Bearer cs_live_..." },
    body: JSON.stringify({
      query: "parental leave policy for remote employees",
      limit: 5
    })
  }
).then(r => r.json());

// res.results[0].state: "CRYSTALLINE"
// res.results[0].score["Ψ"]: 0.94
// res.diagnostics.execution_time_ms: 847
Comparison

vs. the traditional RAG stack

Embedding pipeline
Traditional: Required at index + query
ColdState: None — zero LLM cost
Per-query cost
Traditional: Embed + vector + rerank
ColdState: Single QST navigation
Result consistency
Traditional: Probabilistic (varies)
ColdState: Deterministic (identical)
Infrastructure
Traditional: Multi-node clusters
ColdState: Single Cold-State engine
Topology signal
Traditional: Not available
ColdState: CRYSTALLINE · FLUID · REACTIVE
Try it live

Search it. Then prove it's deterministic.

A real, read-only index running on the live API. Run a query, expand any result to see the per-term scoring, then verify the same query returns a byte-identical ranking every time.

Pick a query above, or type your own.
FAQ

Deterministic search, explained

What is a deterministic search API?

A deterministic search API returns the same ranked results for the same query, every time. ColdState computes relevance from whole-word tokenization (a 3.8M-word vocabulary) and transparent scoring instead of LLM embeddings — so rankings are reproducible, explainable, and cacheable. There is no model inference, no temperature, and no drift between runs.

How is ColdState different from vector databases and embedding search?

Vector search embeds your query with a neural model and finds approximate nearest neighbors — results can shift between model versions, and every query pays an inference cost. ColdState indexes documents once and scores them deterministically at query time: no embedding step, no approximate search, no GPU. The explain endpoint shows exactly why a document ranked where it did, token by token.

Does ColdState have an MCP server?

Yes. ColdState ships a Model Context Protocol (MCP) server with six read-only tools — search, list indexes, browse documents, explain scoring, global knowledge search, and domain listing — so Claude and other MCP-compatible AI assistants can search your indexes directly. It runs over stdio for desktop clients or HTTP for remote deployments.

Why does deterministic retrieval matter for AI agents?

Agents built on stochastic retrieval are hard to debug: the same prompt can fetch different context on every run. Deterministic retrieval makes agent behavior reproducible — evals are stable, failures replay exactly, and every ranking decision can be audited after the fact.

What is the global knowledge base?

Alongside your own indexes, ColdState exposes a curated knowledge base of 64.6 million entries across 35 domains — science, medicine, technology, law, history, and more — searchable through the same deterministic API and MCP tools.

Can I download my index instead of hosting it?

Yes. IaaS (Indexing as a Service) mode builds your index server-side and delivers it as a portable SQLite file you can query offline — no ongoing hosting relationship. Hosted mode keeps the index on ColdState with encrypted-at-rest storage.

Ready to go cold?

Search our knowledge base or bring your own data. Get your API key and start in under a minute.

Get API Key