Are Keploy and Akto competitors or complementary?

Mostly complementary. Both observe API traffic and are open source, but Keploy generates functional regression tests with mocks while Akto discovers APIs and tests them for security vulnerabilities. Many teams run both: Keploy for correctness, Akto for security.

Does Keploy test for security vulnerabilities?

No. Keploy focuses on functional correctness by replaying captured traffic and comparing responses. For OWASP API Top 10 issues such as BOLA, broken authentication, and SSRF, a dedicated security tool like Akto is the right choice.

Does Akto generate functional regression tests?

No. Akto generates and runs security test cases against discovered APIs. It does not record expected responses to catch behavioral regressions, which is what Keploy does. The two verify different properties of the same APIs.

Is Akto open source like Keploy?

Akto offers an open-source core alongside a commercial cloud platform, and Keploy is open source under Apache 2.0 with a paid cloud and enterprise offering. Both can start free, but their capabilities target different testing goals.

Can I use Keploy and Akto together?

Yes, and many teams do. Use Keploy to generate functional regression tests and mocks from real traffic, and use Akto to discover APIs and run security tests. Together they cover both correctness and security in CI/CD.

Try Keploy with Claude

Keploy

Akto

What Akto Can’t Test, Keploy Cancatch what breaks

Auto-Generated Functional Tests and Mocks vs API Security Testing

Both Keploy and Akto observe API traffic and are open source, but they solve different problems. Keploy turns captured traffic into deterministic functional regression tests with auto-generated mocks. Akto discovers your API inventory from traffic and runs 1000+ security tests for vulnerabilities like BOLA, broken authentication, and the OWASP API Top 10. Choose Keploy to catch behavioral regressions; choose Akto to catch security vulnerabilities.

Try Keploy Free Read the Docs

18.4K+

GitHub Stars

1.2M+

Installs

Zero

Code Changes

Apache 2.0

Open Source License

eBPF · zero code changes

How Keploy turns real traffic into a test suite

One pipeline, running the moment your app receives a request. No SDKs, no sidecars, no test scripts — just kernel-level capture that becomes deterministic regression coverage.

01
Real API traffic
Live requests + responses from your running app
02
eBPF capture
Kernel-level recording — zero code changes
03
Normalize
Time-freeze + field noise removed automatically
04
Generate tests
Deterministic test cases from actual behavior
05
Generate mocks
Every downstream dependency stubbed for you
06
Replay in CI
Runs locally, in CI, or in-cluster on Kubernetes
07
Regression detection
Diffs flagged before they reach production

See how the capture-replay engine works under the hood.

Star on GitHub Read the docs

Trusted by engineering teams at scale

Globality

IdeyaLabs

Globality

IdeyaLabs

Globality

IdeyaLabs

Globality

IdeyaLabs

Why teams switch from Akto

Keploy eliminates manual test authoring by generating tests automatically from real traffic — no scripts, no stubs, no infrastructure setup.

Want functional regression tests that fail a PR when API behavior changes

Need automatic mocks for databases and downstream services to test in isolation

Require handling of non-deterministic fields like timestamps automatically

The numbers behind the switch

Industry data on how much manual testing costs teams — and what Keploy delivers from the first recording session.

The cost of manual testing

Engineering time on toil

Writing tests, configuring mocks, debugging flakiness — not building features that ship.

Tests break on next refactor

A routine rename or interface change silently invalidates more than half your suite.

What Keploy delivers

Coverage from first recording

Keploy generates tests from every request your API actually handles — no guessing.

Production paths covered

Traffic capture reaches edge cases, error paths, and concurrent requests no dev would write.

Pain stats sourced from developer productivity surveys. Coverage stats from Keploy production recording sessions across 50+ engineering teams.

Every number here comes from teams running Keploy in CI.

Explore Keploy Read the docs

Zero code. Real tests. Automatically.

Keploy's eBPF agent intercepts every API call at the kernel level and turns live traffic into test cases with dependency mocks — no SDK, no sidecars, no annotations.

your-service — running on :3000live

Incoming API Requests

GET/users/list

POST/orders/create

PUT/users/42

DELETE/sessions/7

GET/products

+42 more…

eBPF Kernel Intercept Layer

intercepts all syscalls · no code changes · zero runtime overhead

HTTP/1.1HTTP/2gRPCWebSocketTCP/IP

Keploy Agentrecording · analyzing · generating

Test Cases

testcase-1.yaml

testcase-2.yaml

testcase-3.yaml

…+42 generated

Mock Files

mock-postgres.yaml

mock-redis.yaml

mock-s3.yaml

all deps covered

Every API call your app makes gets captured, replayed as a test, and its dependencies auto-mocked — continuously, from real traffic.

Start recording traffic See setup docs

How they compare, dimension by dimension

A logical breakdown across the dimensions that matter. Click any row for real-world KPI impact across industries.

Key differences at a glance

Primary Purpose

Keploy

Functional regression testing from real traffic

Akto

API discovery and security vulnerability testing

Code Changes Required

Keploy

Zero code changes needed to instrument or capture

Akto

No code changes; ingests traffic from proxies, gateways, eBPF

Test Type

Keploy

Behavioral pass/fail against recorded responses

Akto

1000+ security tests for OWASP/HackerOne API Top 10

Mock/Stub Generation

Keploy

Auto-generates mocks for all downstream dependencies

Akto

No mocks; tests run against live APIs

API Discovery

Keploy

Captures exercised endpoints from traffic

Akto

Builds a continuous inventory including shadow APIs

Non-deterministic Data Handling

Keploy

Built-in time-freezing and field normalization

Akto

Traffic analysis to reduce security-test false positives

Dimension

Keploy

Akto

Comparison

Click any dimension to see real-world KPI impact across industries.

Dive into how each capability actually works.

Read the docs Star on GitHub

Your tests miss more than you think

Manual tests cover paths developers remember to write — usually just the happy path. Keploy captures every pattern production traffic actually generates.

Manual with Akto

tested

not tested

Happy path

Auth error

Invalid input

Not found

DB timeout

Rate limit

Concurrent

Large payload

Edge case

Empty result

GET /users

POST /users

GET /orders

POST /orders

PUT /products

DELETE /sessions

GET /analytics

POST /payments

16%

Production path coverage

84% of real production scenarios go untested

16%

With Keploy

traffic-captured

tested

not tested

Happy path

Auth error

Invalid input

Not found

DB timeout

Rate limit

Concurrent

Large payload

Edge case

Empty result

GET /users

POST /users

GET /orders

POST /orders

PUT /products

DELETE /sessions

GET /analytics

POST /payments

95%

Production path coverage

Auto-captured from real traffic — no code changes needed

95%

Coverage grid shows 8 common endpoints × 10 production scenario types. Manual tests cover only what developers remember to write. Keploy captures every pattern your API actually serves in production.

Keploy is open source — read the code that captures this coverage.

Star on GitHub Explore Keploy

The infrastructure you're maintaining

Traditional testing stacks require a shadow infrastructure to exist alongside your real app. Keploy eliminates all of it — tests and mocks come from actual traffic, not from services you run and maintain.

With Akto

Your Appproduction code

Requires all of these ↓

Test Database

postgres-test-instance

Mock Server

WireMock / MSW

Redis Test Instance

separate container

S3 / Object Store

localstack / fake-s3

Test Config Files

env vars, secrets, fixtures

CI Test Runner

spins up all of the above

Infrastructure overhead6+ services

With Keploy

Your Appsame code, unchanged

Only this ↓

Your Real App

no changes needed

Keploy Agent

eBPF — zero overhead

Tests.yaml

Mocks.yaml

CI runpasses

Infrastructure overhead0 extra services

Services to provision

6+0

Config files to maintain

~120

CI spin-up overhead

3–5 min~10 sec

Eliminate test infrastructure See how it works

How they work differently

Architectural differences that affect workflow, cost, and velocity.

KeployeBPF-based

Keploy uses eBPF to record real API calls and downstream dependency calls, then replays them as deterministic functional regression tests with auto-generated mocks. It handles non-deterministic fields like timestamps through time-freezing so replays produce reliable pass/fail results. It focuses on correctness of behavior and runs locally, in CI, or on Kubernetes.

eBPF CaptureZero Code ChangesAuto MocksAI Noise DetectionCI/CD Native

Aktoits approach

Akto builds an inventory of your APIs by observing traffic through proxies, gateways, eBPF, or specs, then runs security tests against them. It ships 1000+ pre-built tests for BOLA, broken authentication, SSRF, and the OWASP and HackerOne API Top 10, supports custom tests, and flags sensitive data exposure. It runs in CI/CD and as a continuous API security posture platform.

CI integrationDocs & design

When to use each tool

Specific scenarios where each tool delivers the most value.

Keploy is the better fit when…

Want functional regression tests that fail a PR when API behavior changes
Need automatic mocks for databases and downstream services to test in isolation
Require handling of non-deterministic fields like timestamps automatically
Focus is correctness and preventing behavioral regressions, not vulnerabilities
Want deterministic replays across languages driven by real traffic

Akto is the better fit when…

Need to discover and inventory all APIs, including shadow and undocumented ones
Want to test for OWASP API Top 10 vulnerabilities like BOLA and broken auth
Need continuous API security posture monitoring in CI/CD
Must detect sensitive data exposure across API responses
Your priority is application security rather than functional correctness

Compare the full workflow for your own stack.

Explore Keploy Read the docs

The workflow you're escaping

Same starting point, same finish line. One path is short because Keploy does the tedious middle for you — the other is where teams lose days every sprint.

Without Keploy (Akto / manual)

Every dependency is your problem, and every code change ripples back through the test suite you hand-built.

Write API

Write tests

Maintain mocks

Fix flaky tests

Chase non-determinism

Re-write on every change

Deploy

Steps to production7

With Keploy

Record once from real traffic, replay anywhere. Tests and mocks are generated and stay in sync automatically.

Write API

Record traffic

Replay

Deploy

Steps to production4

4 vs 7

Fewer steps between writing code and shipping it

Teams that switch from Akto to Keploy delete the entire maintenance middle — test authoring, mock upkeep, and flake chasing.

Cut the maintenance middle out of your test suite.

Read the docs Star on GitHub

The test maintenance trap

With Akto, every feature commit generates a hidden tax — a follow-up "fix tests" commit. The commit history tells the whole story.

With Akto

— your git log

git log --oneline

a1b2c3feat: add user auth endpoint

3 failing3 days ago

d4e5f6fix: update auth mocks & fixtures

passing3 days ago

g7h8i9feat: payment integration API

7 failing5 days ago

j1k2l3fix: mock timestamps & snapshots

passing5 days ago

m4n5o6feat: analytics dashboard endpoint

5 failing1 week ago

p7q8r9fix: update API response schemas

passing1 week ago

r1s2t3feat: notification service

4 failing2 weeks ago

u4v5w6fix: mock mailer & queue stubs

passing2 weeks ago

↑ Pattern detected: every feature commit breaks tests — 4 of 8 commits are just fixing tests

Commits wasted on test maintenance4/8

With Keploy

— your git log

git log --onelinekeploy active

a1b2c3feat: add user auth endpoint

passing+5 tests3 days ago

g7h8i9feat: payment integration API

passing+12 tests5 days ago

m4n5o6feat: analytics dashboard endpoint

passing+8 tests1 week ago

r1s2t3feat: notification service

passing+6 tests2 weeks ago

↑ Pattern: every feature commit auto-generates tests — 4/4 commits ship features

Feature commits that go straight to CI green4/4

"Fix tests" commits

4 per sprint0

Days spent on mocks

2–3 dayszero

Tests auto-generated

031+

Deterministic replays, no flaky tests — see how.

Star on GitHub Read the docs

Switch from Akto in minutes

Choose the path that fits your workflow. Both are up and running the same day.

Integration Testing

via eBPF + CLI · no code changes

Install, record real API traffic, then replay it as regression tests — zero code changes, zero framework dependencies.

~/terminal

1# 1. Install

2curl --silent -O https://keploy.io/install.sh && source install.sh

4# 2. Record your traffic

5keploy record -c "your-start-command"

7# 3. Replay as tests

8keploy test -c "your-start-command" --delay 10

API Testing

via Web UI · no install needed

Paste your cURLs, drop in an OpenAPI spec or Postman collection, and click Generate. Keploy builds your test suite in seconds.

1Go to app.keploy.io

2Paste your cURLs

3Add your schema — OpenAPI, Postman collection, or raw cURLs

4Click Generate — done

Open app.keploy.io

Most teams are generating tests within minutes

No code changes. No framework migration. No staging dependencies.

Get started free Read the docs

18.4K+

GitHub Stars

1.2M+

Installs

Code Changes Required

Apache 2.0

Open Source License

Real-world scenarios

How Keploy handles the challenges your team actually faces.

You want to stop shipping code that changes API behavior unexpectedly

With Keploy

Keploy captures traffic, records expected responses and mocks, and fails a PR in CI when behavior drifts, giving you functional regression protection.

Without Keploy

Akto is not designed to catch functional regressions. It verifies whether APIs are vulnerable, not whether a response body changed for a valid request, so behavioral drift would pass its checks.

You need to find security vulnerabilities in your APIs

With Keploy

Keploy focuses on functional correctness and does not run security tests, so it will not surface issues like BOLA, broken authentication, or SSRF.

Without Keploy

Akto is built for this. It discovers APIs from traffic and runs 1000+ security tests covering the OWASP and HackerOne API Top 10, flagging vulnerabilities and sensitive data exposure in CI and at runtime.

Join the teams shipping with confidence on Keploy.

Explore Keploy Read the docs

What you write vs what Keploy writes

The same test coverage — one approach takes hours of setup and ongoing maintenance, the other takes five minutes and zero boilerplate.

Manual with Akto~35 lines you write & maintain

users.test.js

hand-written39 lines

1// users.test.js — written manually

2import request from 'supertest';

3import app from '../app';

4import { setupTestDB, teardownTestDB } from './helpers';

5import { mockRedis, mockS3, mockMailer } from './mocks';

7let db;

9beforeEach(async () => {

10 db = await setupTestDB();

11 await mockRedis.connect();

12 await mockS3.setup({ bucket: 'test-uploads' });

13 await mockMailer.start();

14 jest.useFakeTimers();

15 jest.setSystemTime(new Date('2024-01-15T10:00:00Z'));

16});

18afterEach(async () => {

19 await db.cleanup();

20 await mockRedis.disconnect();

21 await mockS3.teardown();

22 await mockMailer.stop();

23 jest.useRealTimers();

24});

26describe('GET /users/list', () => {

27 it('returns paginated users', async () => {

28 await db.seed('users', testData.users);

29 const res = await request(app)

30 .get('/users/list?page=1&limit=10')

31 .set('Authorization', `Bearer ${testToken}`);

32 expect(res.status).toBe(200);

33 expect(res.body.data.length).toBe(10);

34 expect(res.body.data[0]).toMatchObject({

35 id: expect.any(String),

36 createdAt: expect.any(String),

37 });

38 });

39});

Every new endpoint needs a new file. Every refactor breaks tests. Every non-deterministic value (timestamps, IDs) needs custom handling.

Auto-generated by Keploy~27 lines, zero effort

test-1.yaml

auto-generated27 lines

1# test-1.yaml — auto-generated by Keploy

2version: api.keploy.io/v1beta1

3kind: Http

4name: test-1

5spec:

6 metadata:

7 name: test-1

8 type: GET

9 req:

10 method: GET

11 url: /users/list?page=1&limit=10

12 header:

13 Authorization: Bearer <captured>

14 resp:

15 status_code: 200

16 body:

17 data:

18 - id: "usr_abc123"

19 email: "alice@example.com"

20 createdAt: "2024-01-15T10:00:00Z"

21 pagination:

22 page: 1

23 total: 47

24 noise:

25 - body.data.[].id

26 - body.data.[].createdAt

27 - header.X-Request-Id

Keploy captures the real request, response, and all dependency calls. Non-deterministic fields are auto-detected and excluded from assertions.

Lines of test code

per endpoint

~39+

~27

Setup time

initial run

3–4 hrs

5 min

Maintenance

Keploy self-updates

Every PR

Zero

Generate tests automatically See the docs

Frequently asked questions

Common questions about choosing between Keploy and Akto.

Still have questions? The docs and community can help.

Read the docs Star on GitHub

Looking for a Akto alternative?

Engineering teams evaluating Akto alternatives often compare it with Keploy for API testing and regression coverage. Keploy captures real production traffic via eBPF and auto-generates tests with dependency mocks — requiring zero code changes. The key differences come down to how tests are generated (traffic-based vs manual), how dependencies are mocked (automatic vs configured), and what infrastructure changes are needed (none vs SDK/sidecar/containers).

Akto alternativeAkto vs Keploybest alternative to Aktocompare Akto and KeployAkto open source alternativeswitch from Akto

Ready to stop writing tests manually?

Keploy captures your real API traffic and turns it into a regression suite automatically. Zero code changes. Full coverage from day one.

Try Keploy Free Read the Docs