QAIL — The AST Protocol for Data

Real Benchmark: N+1 Battle Test

Same query. Same database. Same 50-row result set with 3 JOINs.
100 iterations, release build, buffer cache warmed.
Snapshot run: February 2026.

QAIL AST

449µs

1 query

GQL + DataLoader

1.52ms

~3 queries

GQL Naive

18.2ms · 40× slower

~151 queries

REST Naive

22.5ms · 50× slower

~151 queries

QAIL executes one planned query on this path. Naive resolver/endpoint patterns can explode to 151 round-trips without join batching.

View all benchmarks →

The QAIL Stack

Four layers. One AST flows through all of them.

🧬

qail-core

THE AST

Parser, transpiler, type system. Queries are data structures, not strings. Schema validation at compile time.

get users fields id, email
  where active = true
  order by created_at desc
  limit 10

🔌

qail-pg / qdrant

NATIVE DRIVERS

Direct wire protocol. Built-in RLS context per connection. No SQLx middleman. Facts + Meaning.

let driver = PgDriver::connect_env().await?;
driver.set_rls_context(
    RlsContext::operator("op-456")
).await?;
driver.fetch_all(&cmd).await?

🚀

qail-gateway

AUTO-REST + BINARY PROTOCOL

Zero-code API from your schema. Auto-REST with FK expansion, policy engine, WebSocket subscriptions, binary AST wire format.

GET /api/bookings
    ?status.eq=confirmed
    &sort=created_at:desc
    &expand=routes,payments
    &limit=20

⚙️

qail-workflow

STATE MACHINES

Declarative multi-step orchestration. Database queries, notifications, and events in typed state machines.

Workflow::new("booking")
    .step("validate", validate_fn)
    .step("charge", payment_fn)
    .step("confirm", confirm_fn)
    .on_error(rollback_fn)

Every Entry Point → One Pipeline

REST params, text queries, or binary AST — all converge to the same struct. Policy injection and schema validation happen once, on the AST.

REST

GET /api/users?active=true

Text

get users where active = true

Binary

bincode::serialize(&cmd)

↓

QAIL AST

Qail { action: Get, table: "users", cages: [Filter(active = true)] }

↓

POLICY ENGINE

+ injects AND operator_id = 'op-456'

↓

TRANSPILER

cmd.to_sql() → SELECT * FROM users WHERE active = true AND operator_id = 'op-456'

↓

POSTGRESQL (with PG-native RLS)

1 query. 1 connection. Done.

Supported Databases

One AST. Two powerhouses. Cache built-in.

PostgreSQL

Relational • Transactions • ACID

Production

Qdrant

Vector • AI/ML • Semantic Search

Production

Native Cache

Moka • TTL • Zero Latency

Built-in

Language Drivers

Native packages for your language. All powered by one Rust core.

Zig

Pure Zig • TLS • Pool v0.2.0

Rust

cargo add qail-core Cargo

PHP

31K q/s • 2.6x Eloquent GitHub

Go

126K q/s • 4.2x GORM GitHub

Python

130K rows/s COPY GitHub

Node.js

FFI • Native Addon GitHub

View all drivers →

🛡️ The "Wait, Stop!" Feature

The only migration tool that reads your code before it touches your data.

Terminal

$ qail migrate up schema.qail --codebase ./src

🛑 BLOCKED: Safety Check Failed

You are dropping column 'status', but it is still used in:

   📄 src/queries.ts:25  → get portfolio fields status
   📄 src/api.rs:102     → Qail::get("portfolio").filter("status"...)

Fix your code first, or use --force to proceed.

🔍

Scans Before Running

Searches .rs, .ts, .js, .py for queries that reference changing columns

📍

Points to Line Numbers

Shows exactly where your code needs updating before migration

🎯

You're the Boss

Use --force to override when you know better

🪝 QAIL