Firestore AI Query Builder — plain English to SDK.

How it works

Natural language Firestore query examples

Real examples showing how plain-English questions are translated into Firestore Admin SDK queries.

// Generated Firestore query
const thirtyDaysAgo = new Date();
thirtyDaysAgo.setDate(thirtyDaysAgo.getDate() - 30);

const snapshot = await db
  .collection("users")
  .where("status", "==", "active")
  .where("createdAt", ">=", thirtyDaysAgo)
  .orderBy("createdAt", "desc")
  .get();

// Generated Firestore aggregation query
const snapshot = await db
  .collection("orders")
  .where("status", "==", "pending")
  .count()
  .get();

// snapshot.data().count gives the total

// Generated Firestore query
const snapshot = await db
  .collection("posts")
  .where("tags", "array-contains", "AI")
  .orderBy("publishedAt", "desc")
  .limit(20)
  .get();

// Generated Firestore query
const snapshot = await db
  .collection("users")
  .where("country", "==", "India")
  .get();

// Generated Firestore query
const startOfDay = new Date();
startOfDay.setHours(0, 0, 0, 0);

const snapshot = await db
  .collection("orders")
  .where("createdAt", ">=", startOfDay)
  .orderBy("createdAt", "desc")
  .get();

// Generated Firestore query
const snapshot = await db
  .collection("products")
  .where("stock", "<", 10)
  .orderBy("stock", "asc")
  .get();

// Generated Firestore query
const snapshot = await db
  .collection("tickets")
  .where("status", "==", "open")
  .orderBy("createdAt", "desc")
  .limit(5)
  .get();

Who uses Insight O' Mate for Firestore?

Frequently asked questions

Can I query Firestore using natural language?

Yes. Insight O’ Mate translates your plain-English questions into Firestore collection queries using the Firebase Admin SDK. You describe what you want and the AI generates the correct query with where clauses, orderBy, and limit.

Does Insight O’ Mate work with Firebase Firestore?

Yes. Connect your Firebase project using a service account JSON file. Insight O’ Mate reads your Firestore collection and document structure to generate accurate queries.

What Firestore operations can Insight O’ Mate generate?

Collection queries with where filters (==, !=, <, >, <=, >=, array-contains, in, not-in), orderBy, limit, startAfter pagination, and native count() aggregation queries. It reads data — it does not generate write operations.

Is my Firestore data sent to any server?

No. Your Firestore documents and field values never leave your machine. Only your prompt and collection/field names are sent to the stateless NLP engine for query generation.

Do I need to know Firestore query syntax to use Insight O’ Mate?

No. Type your question in plain English and Insight O’ Mate generates the Firestore query. You can inspect and copy the generated query directly into your code.

What are the limitations of Firestore AI querying?

Firestore compound queries require composite indexes to exist in Firebase Console — Insight O’ Mate generates the query but cannot create indexes automatically. Currently supports single collection queries; nested sub-collections require specifying the sub-collection path explicitly.

Does Insight O’ Mate support Firestore subcollections?

Subcollections can be queried by specifying the full collection path (e.g., 'users/{userId}/orders'). Collection group queries across all subcollections are also supported for common patterns.

Other supported databases