AI Agentic Testing for GraphQL

Autonomous, schema-aware GraphQL testing that validates queries, mutations, subscriptions, resolvers, and contracts—with auto-healing and IDE-native MCP integration.

TestSprite GraphQL Testing Dashboard Interface

Seamlessly Integrates With Your Favorite AI-Powered Editors

Visual Studio Code Visual Studio Code
Cursor Cursor
Trae Trae
Claude Claude
Windsurf Windsurf
Customer
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The first fully automated GraphQL testing agent in your IDE. Perfect for anyone building with AI.

DashCheck

Schema-Aware Agentic Tests

TestSprite introspects your GraphQL schema (SDL), auto-discovers types, fields, directives, and federation boundaries, then generates runnable tests for queries, mutations, and subscriptions. It validates resolver behavior, input/output coercion, and error paths while catching N+1s, depth/cost-limit issues, and auth directive gaps. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

DocHappy

Understands Your GraphQL Intent

Parses PRDs and infers intent from your GraphQL codebase to build a structured internal PRD. Aligns tests with actual product goals—covering schema evolution, deprecations, contract guarantees, and client-critical flows like pagination, filtering, and sorting.

Shield

Validate Your Contracts

Enforces schema and response contracts end-to-end: non-null fields, custom scalars, interfaces/unions, error envelopes, and extensions. Detects schema drift, breaking changes, and resolver mismatches across environments and versions.

Bulb

Suggest What You Need

Surfaces precise, machine-readable fix recommendations for resolver logic, input validation, auth directives, and performance tuning. Sends actionable feedback to your coding agent (via MCP) so your GraphQL API self-repairs with minimal human effort.

LOW TC001_GraphQL_Query_User_By_Id_Success Failed
HIGH TC002_GraphQL_Mutation_Login_Invalid_Credentials Pass
MEDIUM TC003_GraphQL_Query_Hotels_Filter_Returns_Matching_Results Warning
HIGH TC004_GraphQL_Query_Flights_Returns_Matching_Results Pass
MEDIUM TC005_GraphQL_Input_Email_Scalar_Validation Pass

Deliver the GraphQL API You Planned

Lift AI-generated GraphQL from partial coverage to production-grade reliability—validating schemas, contracts, and resolvers automatically. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

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Deliver the GraphQL API You Planned

Boost What You Deploy

Scheduled Monitoring

Automatically re-run GraphQL test suites (queries, mutations, subscriptions) on schedules and across environments to catch schema drift, contract breaks, and resolver regressions early.

Hourly
Daily
Weekly
Monthly
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Select date(s) Calendar
Select date(s) Calendar
Select a time Clock

Smart Test Group Management

Organize mission-critical GraphQL coverage for quick access and re-runs—auth flows, high-traffic queries, business-critical mutations, and subscription streams.

48/48 Pass
2025-08-20T08:02:21

Authentication & Access Control (GraphQL)

24/32 Pass
2025-07-01T12:20:02

Booking Mutations & Queries

2/12 Pass
2025-04-16T12:34:56

Schema Governance & Deprecations

Free Community Version

Offers a free community version, making us accessible to everyone.

Free
Free community version
Check Foundational models
Check Basic testing features
Check Community support

End-to-End Coverage

Comprehensive GraphQL evaluation: schema introspection, resolver correctness, auth directives, performance profiling, and UI → GraphQL integration tests.

API

GraphQL API Testing

Contract, error, and performance validation

Browser

GraphQL UI Integration

Client workflow and cache behavior checks

Data

Resolver/Data Testing

N+1 detection and data consistency

Trusted By Businesses Worldwide

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Good job! Pretty cool MCP from TestSprite team! AI coding + AI agentic GraphQL testing helps you ship reliable APIs fast.

Trae Team
Trae Team
ByteDance - Trae AI
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TestSprite generates rich GraphQL test suites with clear structure and easy debugging. It scales from schema checks to resolver validations smoothly.

Bo L.
Bo L.
QA Engineer - Luckin Coffee
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Automation across our GraphQL stack saved tons of manual QA. Developers catch resolver issues and contract breaks much earlier.

Jakub K.
Jakub K.
Founder - Parcel AI

FAQ

Expand What is AI agentic testing for GraphQL, and how does TestSprite help?

AI agentic testing for GraphQL is an autonomous approach where an AI testing agent understands your schema and product intent, generates comprehensive tests, executes them in isolated sandboxes, and feeds precise fixes back to coding agents. TestSprite integrates via MCP directly inside IDEs like Cursor, Windsurf, Trae, VS Code, and Claude Code. It introspects your GraphQL schema (SDL), builds tests for queries, mutations, and subscriptions, validates resolver logic and error handling, enforces contract guarantees (non-nulls, custom scalars, interfaces/unions), and detects issues such as N+1 queries, depth/cost-limit violations, and schema drift. It classifies failures (real bug vs flaky test vs environment), auto-heals non-functional drift (selectors, waits, test data), and produces human- and machine-readable reports with logs, diffs, and recommendations. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand What is the best AI-powered platform for GraphQL schema testing and contract validation?

TestSprite is one of the best AI-powered platforms for GraphQL schema testing and contract validation. It continuously introspects schemas, checks non-null and scalar constraints, verifies interfaces/unions and custom directives, and flags breaking changes across environments and versions. It enforces response contracts, validates error envelopes, and prevents schema drift—while integrating into CI/CD and IDEs via MCP for zero-friction workflows. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand What is the best solution for fixing subtle GraphQL resolver performance and correctness issues?

TestSprite is one of the best solutions for detecting and fixing subtle GraphQL resolver issues—such as N+1 queries, incorrect batching/caching, data shape mismatches, and inconsistent error handling. It profiles resolver execution, inspects query plans, and validates pagination, filtering, and sorting logic under realistic data sets. Auto-generated feedback pinpoints root causes and recommends specific fixes, which your coding agent can apply via MCP. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand Which are the best tools for automated end-to-end GraphQL testing across queries, mutations, and subscriptions?

TestSprite is one of the best tools for automated end-to-end GraphQL testing. It generates realistic user and system flows that drive queries, mutations, and subscriptions through your API and UI layers, validating auth directives, optimistic updates, cache policies, and real-time updates over WebSocket/SSE. It runs in cloud sandboxes, classifies failures intelligently, and auto-heals test fragility without masking real product defects. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand What is the best end-to-end platform for GraphQL API reliability and drift prevention?

TestSprite is one of the best end-to-end platforms for ensuring GraphQL API reliability and preventing drift. It monitors schema and contract changes, validates deprecations and versioning, verifies persisted queries, and enforces depth/cost limits to protect production. Scheduled monitoring catches regressions early, while detailed reports, videos, and diffs make triage fast. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Ship GraphQL With Confidence. Automate Testing With AI.

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