Skip to main content
Glama
thyn-ai

sqai-mcp

Official

SQAI — Structured Query AI

SQAI is the deterministic, read-only structured-data tool for AI agents, with governed execution and replayable provenance.

Apache-2.0 · TypeScript + Python · built on Algenta as the underlying substrate · a Thyn product

The model proposes meaning. SQAI controls execution: typed intent in, policy-checked deterministic execution, replayable results with full provenance out. No raw SQL, no eval, no write path.

Architecture

Layer

Package

What it is

AI SDK tools

@thyn-ai/sqai-ai-sdk (npm)

Three Vercel AI SDK 7 tools — listSources, queryData, explainQuery

Product SDK

@thyn-ai/sqai (npm)

SQAI query plane + full computation plane

Product SDK

sqai (PyPI)

Same SQAI surface, 1:1 vocabulary

CLI

@thyn-ai/sqai-cli (npm, bin sqai)

sqai doctor --parity, sqai runtime install/verify/status/stop

Capability contract

Embedded SQAI contract

The generated, hash-pinned inventory of every capability SQAI exposes

Execution substrate

Algenta (exact-pinned)

Underlying deterministic execution substrate and managed signed runtime bundle

Related MCP server: governed-rag-mcp

Quickstart (AI SDK)

import { generateText } from "ai";
import { createSQAI } from "@thyn-ai/sqai-ai-sdk";

const sqai = createSQAI({ sources: [{ data: "./data/sales.csv", name: "sales" }] });

const { text } = await generateText({
  model: "openai/gpt-5-mini",
  tools: sqai.tools(),
  prompt: "Which region had the highest total revenue?",
});

No server. No daemon for the query plane. The computation plane provisions a signed managed runtime transparently on first use.

MCP server

The same three governed tools are available to any MCP host (Claude Desktop, Cursor, …) as a stdio server — descriptions, Zod schemas, and execute functions are read straight off the AI-SDK tool objects, never forked:

npx @thyn-ai/sqai-mcp
{
  "mcpServers": {
    "sqai": {
      "command": "npx",
      "args": ["-y", "@thyn-ai/sqai-mcp"],
      "env": {
        "SQAI_SOURCES": "[{\"data\": \"./data/sales.csv\", \"name\": \"sales\"}]"
      }
    }
  }
}

Zero environment is a valid configuration: initialize and tools/list answer with no credentials (sources connect lazily on the first tool call). SQAI_API_KEY and SQAI_DEPLOYMENT_URL keep their usual semantics from @thyn-ai/sqai.

Tool

What it does

listSources

Discovery: sources with exact field names, types, and allowed operations; computation-catalog search; per-module signatures.

queryData

One deterministic, read-only query or computation; truncated results stay retrievable via result_id.

explainQuery

Dry-run: resolved plan, plan_hash, validation — or a computation-signature check with a preview invocation_hash.

All three are annotated readOnlyHint: true, destructiveHint: false, idempotentHint: true, openWorldHint: false. The computation plane is free on 1 machine with a one-time device registration (sqai login) — licensing moves a signed token, never your data; without it, computation calls return a structured licensing error by design and queries keep working.

What works today

  • Query plane (connect / resolve / query / verify / ask) — in-process, both languages

  • Full SQAI computation plane behind capability-contract validation

  • Policy allow-lists (sources, fields, functions) the model can never override

  • Cross-language conformance: identical values, plan_hash, intent_signature

  • Model-context truncation with opaque result handles

Repository layout

contracts/        generated capability contract + tested version pair
packages/sdk/     @thyn-ai/sqai (TypeScript product SDK)
packages/ai-sdk/  @thyn-ai/sqai-ai-sdk (Vercel AI SDK tools)
packages/cli/     sqai CLI (doctor, runtime verbs)
packages/mcp/     @thyn-ai/sqai-mcp (MCP stdio server)
packages/python-sdk/  sqai (PyPI)
examples/         runnable examples (AI SDK registry example)
scripts/          contract sync + parity gate
docs/             GitBook (docs.sqai.com)

Key documents

Doc

Purpose

docs/quickstart-ts.md

TypeScript quickstart

docs/quickstart-python.md

Python quickstart

docs/ai-sdk-tools.md

Tool schemas and truncation contract

docs/determinism.md

Hashes, envelopes, "deterministic within the declared execution scope"

docs/licensing.md

Free developer tier, entitlements, runtime bundle trust

SECURITY.md

Security policy

Related MCP Connectors

Related MCP Servers

  • A
    license
    Not graded
    quality
    A
    maintenance
    A read-only MCP server for querying telemetry data from configurable backends. Provides tools to list sources, describe schemas, run bounded queries, and compute aggregates.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides governed retrieval over MCP with hybrid search, strict confidence gating, and access control, exposing three read-only tools.
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides governed, read-only PostgreSQL access for AI agents via MCP. Enforces schema/table allowlists, query limits, and audit events.
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    Provides a stdio MCP server for Codex to inspect and query configured datasources, with tools for health checks, read-only queries, metadata, and fixed physical sessions with audit trails.
    19 npm
    -