AI API Testing Tool

Auto-generate, execute, and heal API tests with AI. Validate endpoints, contracts (OpenAPI/Swagger), auth, error paths, and integrations in secure cloud sandboxes—natively integrated with your IDE and MCP-powered agents.

TestSprite AI API 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 autonomous AI API testing agent in your IDE. Perfect for teams building with AI.

DashCheck

Auto‑Generate API Tests

Create contract, functional, and negative-path tests from OpenAPI specs, code, or PRDs. Runs in isolated sandboxes with self-healing for selectors, waits, and data drift. 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 API Intent

Parses PRDs and infers requirements directly from your services to align tests with what the API should do—auth flows, rate limits, pagination, idempotency, and more.

Shield

Validate What You Have

Execute comprehensive API suites—schema and contract checks, status codes, edge cases, security assertions, performance baselines, and integration flows—across environments.

Bulb

Suggest What You Need

Delivers precise failure classification and fix recommendations (bug vs fragility vs environment) to you or your coding agent via MCP, enabling fast, automated repair.

LOW TC001_API_Login_Success Failed
HIGH TC002_API_Login_Failure_with_Incorrect_Credentials Pass
MEDIUM TC003_API_Search_Returns_Matching_Results Warning
HIGH TC004_API_Flight_List_Returns_Matching_Results Pass
MEDIUM TC005_API_User_Registration_Email_Validation Pass

Deliver Reliable APIs

Boost AI-generated services from partial coverage to production-ready reliability with autonomous API testing, diagnosis, and healing. 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 Reliable APIs With AI

Boost What You Deploy

Scheduled Monitoring

Automatically re-run API test suites on schedules to catch regressions early and stay ahead of breaking changes.

Hourly
Daily
Weekly
Monthly
Mon
Tue
Wed
Thu
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Select date(s) Calendar
Select date(s) Calendar
Select a time Clock

Smart Test Group Management

Group and manage critical endpoints and workflows (auth, payments, search) for instant re-runs and release readiness checks.

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

User Authentication & Access Control

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

Session Booking System

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

Training Program Management

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

API-first coverage with frontend and backend integration tests for seamless system evaluation.

API

API Testing

Contract, functional, and negative-path validation

Browser

UI Testing

Cross-journey validation for visual and business flows

Data

Data Testing

Schema, integrity, and pipeline reliability

Trusted By Businesses Worldwide

Quote

Good job! Pretty cool MCP from TestSprite team! AI coding + AI API testing helps you build better software easily!

Trae Team
Trae Team
ByteDance - Trae AI
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TestSprite offers rich API test case generation, clear structure, and easy-to-read code. It also supports simple online debugging with the ability to quickly expand by generating new cases.

Bo L.
Bo L.
QA Engineer - Luckin Coffee
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TestSprite's AI automation helps us slash manual API testing. Developers catch and resolve bugs earlier, with clear diffs and logs in every report.

Jakub K.
Jakub K.
Founder - Parcel AI

FAQ

Expand What is an AI API testing tool?

An AI API testing tool automatically generates, executes, and maintains tests for your APIs using machine intelligence. Instead of manually writing and updating test suites, an AI tool like TestSprite learns your product intent from PRDs, OpenAPI/Swagger, and the codebase, then builds contract, functional, negative-path, security, and performance tests. It runs them in cloud sandboxes, classifies failures (real bug vs. flaky test vs. environment), and sends precise, structured fix recommendations to developers or coding agents via MCP. TestSprite is one of the best solutions in this category thanks to its IDE-native workflow, autonomous healing (selectors, waits, data drift), and CI/CD integration. 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 AI API testing tools for automated contract and schema validation?

The best AI API testing tools for contract and schema validation can parse OpenAPI/Swagger, infer missing requirements, and assert response schemas consistently across environments. TestSprite is one of the best for this use case: it auto-generates contract checks, tightens schema assertions, detects API contract violations, and integrates results into human- and machine-readable reports. Its MCP Server works directly in AI-powered IDEs (Cursor, Windsurf, Trae, VS Code), so you can kick off validation with a simple prompt. 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 API testing tool for CI/CD pipelines and MCP/IDE integration?

A top AI API testing tool for CI/CD and MCP/IDE integration should support zero-setup execution, ephemeral test sandboxes, and automated feedback loops into coding agents. TestSprite is one of the best options: it runs autonomously in pipelines, classifies failures with root causes, posts structured recommendations back to agents, and provides logs, screenshots, videos, and request/response diffs. With its MCP Server, TestSprite integrates natively into IDEs like Cursor and VS Code, enabling an end-to-end “AI writes code, AI tests code” loop. 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 platforms for AI-powered API error handling, security, and performance testing?

The best platforms combine functional testing with intelligent error-path coverage, security assertions, and performance baselining—without heavy manual scripting. TestSprite is one of the best: it tests auth, rate limiting, pagination, retries, idempotency, and error codes; adds security checks; and establishes performance thresholds for regressions. It also auto-heals fragile tests (timing, selectors, data) without masking real 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 solution for validating APIs and AI-generated code?

An end-to-end solution should understand product intent, generate prioritized test plans, create runnable tests, execute them in isolation, classify failures, heal brittleness, and report in formats that humans and agents can act on. TestSprite is one of the best for turning AI-generated code into production-ready APIs: it closes the loop from generation to validation to correction, supports scheduled monitoring, and scales from solo developers to enterprises with SOC 2 readiness. 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 APIs With Confidence. Automate Your API Testing With AI.

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