TextQL

TextQL is an enterprise AI data platform built around Ana, an AI data scientist that connects to a company's warehouses, databases, BI tools and SaaS APIs and answers questions in plain language. Ana writes SQL, runs Python in a managed gVisor sandbox, searches the web, and produces charts, dashboards, scheduled reports (Playbooks) and long-running monitors (Agents) on top of a governed Ontology semantic layer. TextQL ships a public REST platform API in two generations — a v1 Connect-RPC surface and a REST-native v2 — plus an OAuth-authorized remote MCP server that exposes Ana to Claude, Cursor, ChatGPT, Copilot and any MCP-compatible client. First-party TypeScript and Python SDKs, embeddable iframe surfaces for Ana, dashboards and data apps, SAML/OIDC single sign-on with SCIM 2.0 provisioning, and self-hosted Helm deployment into a customer VPC round out the developer surface.

TextQL publishes 3 APIs on the APIs.io network: v2 API, Platform API (v1), and Public RPC API. Tagged areas include Company, Artificial Intelligence, Analytics, Business Intelligence, and Data.

The TextQL catalog on APIs.io includes 1 event-driven AsyncAPI specification.

TextQL’s developer surface includes documentation, API reference, getting-started guide, engineering blog, pricing, signup flow, changelog, and 31 more developer resources.

57.4/100 strong ▬ flat Agent 57/100 agent ready Full breakdown ↓
scored 2026-09-01 · rubric v0.17.2
8 APIs 1 MCP Servers
CompanyArtificial IntelligenceAnalyticsBusiness IntelligenceDataAgentsMCPSemantic LayerText-to-SQLData WarehouseEnterprise

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-09-01 · rubric v0.17.2
Composite quality — 57.4/100 · strong
Contract Quality 13.6 / 25
Developer Ergonomics 14.8 / 20
Access Clarity 14.2 / 20
Operational Transparency 4.4 / 13
Contract Governance 2.2 / 12
Discoverability 8.2 / 10
Agent readiness — 57/100 · agent ready
Machine-Readable Contract 18 / 18
Agentic Access Contract 0 / 10
Documented Reversibility 0 / 6
MCP Server 12 / 12
Machine-Readable Auth 10 / 10
Idempotency 0 / 9
Stable Error Semantics 8 / 8
Request/Response Examples 7 / 7
Rate-Limit Signaling 7 / 7
Typed Event Surface 6 / 6
Agent Skills 5 / 5
Well-Known Catalog 0 / 4
Consent & Bot Identity 0 / 3
A2A Agent Card 0 / 8
Dry-Run / Simulate Mode 4 / 4
Delegated User Identity 6 / 6
Protected Resource Metadata 5 / 5
Registration Without a Human 6 / 6
Agentic Commerce Surface 0 / 5
Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/textql: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

APIs 4

Individual APIs this provider publishes, each with its own machine-readable definition.

TextQL v2 API

The REST-native second generation of the TextQL Platform API. Standard HTTP methods, resource IDs in the path, query-parameter filtering and cursor pagination, a plain JSON erro...

TextQL Platform API (v1)

The first-generation TextQL Platform API, exposed as Connect-RPC over HTTP POST. Documented as deprecated in favour of the v2 REST API but still published and served. Covers cha...

TextQL Public RPC API

The full public Connect-RPC surface of the TextQL platform, generated from the protobuf service definitions and published with code samples. 407 operations across twenty service...

Ana MCP Server

TextQL's hosted, remote Model Context Protocol server. Any MCP-compatible client — Claude, Claude Code, Cursor, Windsurf, ChatGPT, Microsoft Copilot — points at the endpoint, au...

MCP Servers 1

Model Context Protocol servers that expose these APIs to AI agents.

Ana MCP Server

MCP SERVER

Pricing Plans 1

Published pricing tiers and plan structures.

Textql Plans Pricing

3 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Textql Rate Limits

0 limits

RATE LIMITS

Event Specifications 1

AsyncAPI definitions for this provider's event-driven and streaming APIs.

Textql Webhooks

ASYNCAPI

Security Posture 4

Authentication, domain security, vulnerability disclosure, and trust-center signals.

Textql Authentication

apiKey/http/oauth2/openIdConnect · 5 schemes

SECURITY

Textql Domain Security

TLSv1.3 · HSTS · DNSSEC · DMARC

SECURITY

Textql Trust Center

SOC 2 Type II, HIPAA, GDPR, SOX

SECURITY

Scopes 1

OAuth scopes governing access to this provider's APIs.

Textql Scopes

OAuth 2.0 · no documented scopes

0 scopes

SCOPES

Resources

Get Started 4

Portal, sign-up, and the first successful call

Documentation 2

Reference material describing how the API behaves

Agent Surfaces 4

MCP servers, agent skills, and machine-readable catalogs

Design & Contract 7

Pagination, idempotency, versioning, errors, and events

Scroll for all 7

Build 5

SDKs, sample code, and the tooling you integrate with

Access & Security 5

Authentication, authorization, and security posture

Operate 5

Status, limits, changes, and where to get help

Commercial 2

Pricing, plans, and the legal terms of use

Company 2

The organization behind the API

Other 2

Properties that don't map to a standard resource type

Source (apis.yml)

apis.yml Raw ↑
aid: textql
name: TextQL
description: TextQL is an enterprise AI data platform built around Ana, an AI data scientist that connects to a company's
  warehouses, databases, BI tools and SaaS APIs and answers questions in plain language. Ana writes SQL, runs Python in a
  managed gVisor sandbox, searches the web, and produces charts, dashboards, scheduled reports (Playbooks) and long-running
  monitors (Agents) on top of a governed Ontology semantic layer. TextQL ships a public REST platform API in two generations
  — a v1 Connect-RPC surface and a REST-native v2 — plus an OAuth-authorized remote MCP server that exposes Ana to Claude,
  Cursor, ChatGPT, Copilot and any MCP-compatible client. First-party TypeScript and Python SDKs, embeddable iframe surfaces
  for Ana, dashboards and data apps, SAML/OIDC single sign-on with SCIM 2.0 provisioning, and self-hosted Helm deployment
  into a customer VPC round out the developer surface.
image: https://raw.githubusercontent.com/api-evangelist/textql/main/images/textql-og-card.png
url: https://raw.githubusercontent.com/api-evangelist/textql/refs/heads/main/apis.yml
x-type: company
x-source: harvest:secondary-market
specificationVersion: '0.20'
created: '2026-08-30'
modified: '2026-08-30'
tags:
- Company
- Artificial Intelligence
- Analytics
- Business Intelligence
- Data
- Agents
- MCP
- Semantic Layer
- Text-to-SQL
- Data Warehouse
- Enterprise
tags_raw:
- Company
- Artificial Intelligence
- Analytics
- Business Intelligence
- Data
- Agents
- Model Context Protocol
- Semantic Layer
- Text To SQL
- Data Warehouse
- Enterprise
apis:
- aid: textql-v2-api
  name: TextQL v2 API
  description: The REST-native second generation of the TextQL Platform API. Standard HTTP methods, resource IDs in the path,
    query-parameter filtering and cursor pagination, a plain JSON error envelope, and SSE streaming over text/event-stream.
    Covers chats with Ana, connectors, playbooks, dashboards, sandcastles (managed Python sandboxes), Ontology changes, members,
    RBAC roles and platform API keys.
  humanURL: https://docs.textql.com/api-reference/v2/introduction
  baseURL: https://app.textql.com/v2
  tags:
  - Chat
  - Connectors
  - Playbooks
  - Dashboards
  - Sandcastles
  - Ontology
  - RBAC
  properties:
  - type: OpenAPI
    url: openapi/textql-v2-openapi.yml
  - type: Documentation
    url: https://docs.textql.com/api-reference/v2/introduction
  - type: APIReference
    url: https://docs.textql.com/api-reference/v2/introduction
  - type: Authentication
    url: authentication/textql-authentication.yml
  - type: OAuthScopes
    url: scopes/textql-scopes.yml
  - type: ErrorCatalog
    url: errors/textql-problem-types.yml
  - type: Conventions
    url: conventions/textql-conventions.yml
  - type: DataModel
    url: data-model/textql-data-model.yml
  - type: Overlay
    url: overlays/textql-v2-overlay.yaml
  - type: RateLimits
    url: rate-limits/textql-rate-limits.yml
- aid: textql-platform-api-v1
  name: TextQL Platform API (v1)
  description: The first-generation TextQL Platform API, exposed as Connect-RPC over HTTP POST. Documented as deprecated in
    favour of the v2 REST API but still published and served. Covers chat execution and streaming, playbook lifecycle, agent
    webhooks, connector listing, the Python sandbox, and outbound API access keys for external providers.
  humanURL: https://docs.textql.com/api-reference/introduction
  baseURL: https://app.textql.com/v1
  tags:
  - Chat
  - Playbooks
  - Agents
  - Connectors
  - Sandbox
  - APIKeys
  tags_raw:
  - Chat
  - Playbooks
  - Agents
  - Connectors
  - Sandbox
  - API Keys
  properties:
  - type: OpenAPI
    url: openapi/textql-chat-v1-openapi.yml
  - type: OpenAPI
    url: openapi/textql-playbooks-v1-openapi.yml
  - type: OpenAPI
    url: openapi/textql-agents-v1-openapi.yml
  - type: OpenAPI
    url: openapi/textql-connectors-v1-openapi.yml
  - type: OpenAPI
    url: openapi/textql-sandbox-v1-openapi.yml
  - type: OpenAPI
    url: openapi/textql-api-access-key-v1-openapi.yml
  - type: Documentation
    url: https://docs.textql.com/api-reference/introduction
  - type: APIReference
    url: https://docs.textql.com/api-reference/introduction
  - type: Webhooks
    url: asyncapi/textql-webhooks.yml
  - type: Deprecation
    url: lifecycle/textql-lifecycle.yml
  - type: Overlay
    url: overlays/textql-v1-overlay.yaml
- aid: textql-public-rpc-api
  name: TextQL Public RPC API
  description: The full public Connect-RPC surface of the TextQL platform, generated from the protobuf service definitions
    and published with code samples. 407 operations across twenty services — dashboards, connectors, Tableau and Power BI
    integration, datasets, Ontology management, chat, agents, audit logs, MCP server registration, metrics export, observability,
    playbooks, RBAC, the sandbox services, and SCIM credential management.
  humanURL: https://docs.textql.com/api-reference/introduction
  baseURL: https://app.textql.com/rpc/public
  tags:
  - RPC
  - Ontology
  - Dashboards
  - Audit
  - RBAC
  - SCIM
  - Observability
  properties:
  - type: OpenAPI
    url: openapi/textql-platform-api-openapi.yml
  - type: Documentation
    url: https://docs.textql.com/api-reference/introduction
  - type: Conformance
    url: conformance/textql-conformance.yml
  - type: Overlay
    url: overlays/textql-platform-api-overlay.yaml
- aid: textql-ana-mcp-server
  name: Ana MCP Server
  description: TextQL's hosted, remote Model Context Protocol server. Any MCP-compatible client — Claude, Claude Code, Cursor,
    Windsurf, ChatGPT, Microsoft Copilot — points at the endpoint, authorizes once over OAuth 2.1 with PKCE and dynamic client
    registration, then calls Ana headlessly against the caller's own connectors and Ontology. Tools are organized into scopeable
    groups (analysis, catalog, sandcastle, ontology) selectable per connection, with a dynamic mode that lets the assistant
    load tool groups on demand.
  humanURL: https://docs.textql.com/core/how-it-works/mcp/ana-as-mcp-server
  baseURL: https://app.textql.com/mcp
  tags:
  - MCP
  - Agents
  - Authentication
  tags_raw:
  - Model Context Protocol
  - Agents
  - OAuth
  properties:
  - type: MCPServer
    url: mcp/textql-mcp.yml
  - type: ToolCrosswalk
    url: mcp/textql-tool-crosswalk.yml
  - type: Documentation
    url: https://docs.textql.com/core/how-it-works/mcp/ana-as-mcp-server
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Website
  url: https://textql.com/
- type: DeveloperPortal
  url: https://docs.textql.com/
- type: Documentation
  url: https://docs.textql.com/
- type: APIReference
  url: https://docs.textql.com/api-reference/v2/introduction
- type: GettingStarted
  url: https://docs.textql.com/core/get-started/quickstart
- type: Blog
  url: https://textql.com/blog
- type: GitHubOrganization
  url: https://github.com/TextQLLabs
- type: Pricing
  url: https://textql.com/pricing
- type: SignUp
  url: https://app.textql.com/
- type: Login
  url: https://app.textql.com/
- type: StatusPage
  url: https://status.textql.com/
- type: TrustCenter
  url: https://trust.textql.com/
- type: Compliance
  url: security/textql-trust-center.yml
- type: ChangeLog
  url: https://docs.textql.com/product/changelog
- type: AgentCard
  url: a2a/textql-a2a.yml
- type: AgentSkill
  url: skills/_index.yml
- type: LLMsTxt
  url: llms/textql-llms.txt
- type: WellKnown
  url: well-known/textql-well-known.yml
- type: OpenIDConnectDiscovery
  url: well-known/textql-openid-configuration.json
- type: Packages
  url: packages/textql-packages.yml
- type: SDKs
  url: packages/textql-packages.yml
- type: Lifecycle
  url: lifecycle/textql-lifecycle.yml
- type: Deprecation
  url: lifecycle/textql-lifecycle.yml
- type: DomainSecurity
  url: security/textql-domain-security.yml
- type: Plans
  url: plans/textql-plans-pricing.yml
- type: RateLimits
  url: rate-limits/textql-rate-limits.yml
- type: Conformance
  url: conformance/textql-conformance.yml
- type: ChangeLog
  url: changelog/textql-changelog.yml
- type: Components
  url: components/textql-components.yml
- type: CLI
  url: cli/textql-cli.yml
- type: Conventions
  url: conventions/textql-conventions.yml
- type: DataModel
  url: data-model/textql-data-model.yml
- type: Authentication
  url: authentication/textql-authentication.yml
- type: OAuthScopes
  url: scopes/textql-scopes.yml
- type: ErrorCatalog
  url: errors/textql-problem-types.yml
- type: MCPServer
  url: mcp/textql-mcp.yml
- type: ToolCrosswalk
  url: mcp/textql-tool-crosswalk.yml
- type: Webhooks
  url: asyncapi/textql-webhooks.yml
x-enrichment:
  date: '2026-08-30'
  status: enriched
  artifacts_added: 43
  pass: local-v1

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