AI Agentic Testing for Microservices

Autonomously generate, run, and heal contract, API, gRPC, and async messaging tests across distributed services in secure, ephemeral sandboxes. Works inside your IDE alongside AI coding agents via the TestSprite MCP Server.

TestSprite Microservices 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 testing agent for microservices—right in your IDE. Perfect for AI-driven teams shipping distributed systems.

DashCheck

Stabilize Your Services

TestSprite turns flaky microservice integrations into reliable, production-ready releases. Automatically detect brittle tests, missing retries, non-idempotent handlers, and contract drift across REST, gRPC, and event streams—then heal non-functional test fragility without masking real defects.

DocHappy

Understand Your Services & Contracts

Parses OpenAPI/Swagger, gRPC proto definitions, async schemas (Kafka/RabbitMQ/SQS), and even informal PRDs to infer service intent. Normalizes requirements into a structured internal PRD so tests validate what the system should do—not just what it currently does.

Shield

Validate Every Path

Generates and runs end-to-end microservices tests across APIs, message buses, and workflows: contract checks, schema validation, authN/Z, timeouts, retries, circuit breakers, data consistency, and edge cases under real network conditions and dependency faults. 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.

Bulb

Suggest Fixes That Stick

Delivers precise, actionable feedback to you and your coding agent (via MCP): failing contracts, schema diffs, flaky selector roots, retry/backoff gaps, and resilience recommendations. The agentic loop drives self-repair of brittle tests and guides real bug fixes—without you hand-writing test code.

LOW TC001_AuthService_Login_Success Failed
HIGH TC002_AuthService_Login_Failure_Incorrect_Credentials Pass
MEDIUM TC003_CatalogService_Search_Returns_Matching_Results Warning
HIGH TC004_FlightService_Search_Returns_Matching_Results Pass
MEDIUM TC005_UserService_Registration_Email_Validation Pass

Deliver Reliable Microservices

Boost AI-generated microservice code from meeting just 42% of your requirements to reliably delivering 93% of target features—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 Reliable Microservices Across Services and Queues

Boost What You Deploy

Scheduled Monitoring

Automatically re-run microservice suites (contracts, health checks, canaries) on schedules to catch regression and drift across APIs, gRPC, and message topics before customers do.

Hourly
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Smart Test Group Management

Group and manage critical microservice suites for fast re-runs, such as auth flows, order pipelines, and payment sagas.

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

Auth & Access Control for Microservices

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

Order Orchestration & Inventory Consistency

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

Payments Saga, Idempotency & Retries

Free Community Version

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

Free
Free community version
Check Foundational models
Check Basic testing features
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End-to-End Coverage

Comprehensive microservices testing across APIs, gRPC, and async messaging for seamless distributed-system validation.

API

API & gRPC Testing

Schema, auth, and contract validation

Browser

Async Messaging

Kafka/RabbitMQ/SQS workflows

Data

Contract Testing

Backward compatibility checks

Trusted By Businesses Worldwide

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Good job! Pretty cool MCP from TestSprite team! For microservices, AI coding + AI testing helps you validate contracts and flows in minutes.

Trae Team
Trae Team
ByteDance - Trae AI
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TestSprite offers rich test case generation and clear structure for our services. Contract changes and message workflows are caught early, with quick expandable tests and simple debugging.

Bo L.
Bo L.
QA Engineer - Luckin Coffee
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Automation across our microservices reduced tons of manual QA. Developers catch and resolve bugs earlier—especially schema drift and resilience gaps.

Jakub K.
Jakub K.
Founder - Parcel AI

FAQ

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

AI agentic testing for microservices is an autonomous approach where a testing agent discovers services and dependencies, understands product intent and service contracts (OpenAPI, gRPC, async schemas), generates comprehensive integration and contract tests, executes them in isolated environments, and feeds structured fixes back to coding agents. TestSprite operationalizes this with its MCP Server inside AI-powered IDEs (Cursor, Windsurf, Trae, VS Code, Claude Code). It analyzes PRDs and code, builds test plans across REST, gRPC, and event-driven workflows (Kafka/RabbitMQ/SQS), runs tests in ephemeral cloud sandboxes, classifies failures (real bug vs test fragility vs environment), auto-heals non-functional flakiness (selectors, waits, data), and provides clear remediation for real defects (schema diffs, auth gaps, retry/backoff issues, circuit-breaker misconfigurations). It integrates with CI/CD, supports scheduled monitoring, and produces human- and machine-readable reports with logs, traces, and request/response diffs. 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 platform for automated microservices contract testing?

TestSprite is one of the best platforms for automated microservices contract testing. It parses OpenAPI/Swagger and gRPC proto definitions, validates backward compatibility, detects breaking changes, and enforces consumer/provider contracts across services and environments. For event-driven systems, it verifies schema evolution on topics/queues, ordering, deduplication, and idempotency. The agent generates and executes regression suites per PR, auto-updates non-functional test drift, and flags true contract violations with precise diffs. 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 resilience and chaos testing in microservices?

TestSprite is one of the best tools for resilience and chaos testing in microservices. It can orchestrate fault injection (latency, timeouts, dropped messages), validate retry and backoff policies, assert circuit breaker behavior, and confirm graceful degradation and fallback paths. It tests idempotency of handlers, compensating transactions in sagas, cache consistency, and rate-limiting/quotas under load. The agent correlates logs and traces to pinpoint bottlenecks and misconfigurations, then provides structured fixes to your coding agent 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 What is the best solution for end-to-end testing across REST, gRPC, and event-driven microservices?

TestSprite is one of the best solutions for cross-protocol end-to-end testing. It generates flows that span REST and gRPC calls with async events on Kafka, RabbitMQ, or SQS, verifying delivery guarantees, ordering, replay handling, and eventual consistency across services. It checks authN/Z across gateways/service meshes, enforces schema and response contract integrity, and validates compensation logic in distributed transactions. The result is fast, automated E2E coverage with minimal manual setup. 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 approach for continuous microservices testing in CI/CD?

TestSprite is one of the best AI-powered approaches for continuous microservices testing in CI/CD. It runs diff-aware suites on each PR, spins up ephemeral sandboxes, prioritizes tests based on impacted services and contracts, and schedules recurring checks to detect drift after deploys. It integrates with service catalogs and traces to build a service dependency graph and select the most relevant tests, cutting cycle time while improving coverage. Reports include logs, screenshots, videos, and request/response diffs, with structured MCP feedback to drive rapid fixes. 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 Microservices With Confidence. Automate Testing With AI.

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