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dify vs impeccable

dify and impeccable share 4 technologies: React, Next.js, Zod, and Tailwind CSS. dify is written in Python and impeccable in Rust.

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What they share and what sets them apart

langgenius

dify

Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.

Python160.4kRead on November 4, 2026, at commit 1ac9aa0 What is dify built with?

pbakaus

impeccable

The design vocabulary for your coding agent. Steer with polish and bolder, review with critique and audit, catch AI slop before it ships.

Rust102.3kRead on November 4, 2026, at commit 2c95b19 What is impeccable built with?

In common

Only in dify

net/http
Flask
psycopg2-binary
Celery
Redis
Postgres
SQLite
MySQL
Resend
Sentry
werkzeug
Hono
Vite
pyjwt
langsmith
markdown-it-py
bleach
Pydantic
boto3
js-yaml
Ajv
@hono/node-server
class-variance-authority
cn
Base UI
@xmldom/xmldom
sharp
yaml
next-themes
lexical
react-sortablejs
@floating-ui/react
echarts
react-textarea-autosize
@tanstack/react-virtual
@monaco-editor/react
@pierre/highlights
embla-carousel-autoplay
embla-carousel-react
elkjs
motion
pele
@heroicons/react
streamdown
dompurify
unist-util-visit
html-to-image
katex
mediabunny
qrcode.react
remark-directive

Only in impeccable

@emotion/react
ai
@ai-sdk/google
image
png
html5ever
zip
@sveltejs/adapter-auto

Side by side

difyimpeccable

SizeLines written by people and agents, without generated ones; code files, without tests.

dify2,369,007 lines written6,557 code files

impeccable688,599 lines written342 code files

Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.

dify5.1% of its commits signed by AIWith GitHub Copilot, Claude Code, Gemini CLI, Codex, Jules, Devin, Cursor, and Warp

impeccable67.1% of its commits signed by AIWith Claude Code, Cursor, Codex, and GitHub Copilot

ActivityFrom GitHub and its history, on the day SeeRepo read it.

difyLast push November 4, 202614,820 commits160,382 stars

impeccableLast push November 4, 20262,325 commits102,251 stars

TestsThe files that test the code, and the share of code files a test imports.

dify4,748 test files67.4% of its code files have a test that imports them

impeccable738 test files7.9% of its code files have a test that imports them

Frequently asked questions

Which is bigger, dify or impeccable?

dify, with 2,369,007 lines written; impeccable has 688,599.

The proof: langgenius/dify's code at commit 1ac9aa0

Which has more GitHub stars, dify or impeccable?

dify, with 160,382 stars; impeccable has 102,251.

The proof: langgenius/dify on GitHub

Which has more tests, dify or impeccable?

dify, with 4,748 test files; impeccable has 738.

The proof: langgenius/dify's code at commit 1ac9aa0

Which was updated more recently, dify or impeccable?

Both got their last push on November 4, 2026.

The proof: pbakaus/impeccable's commits on GitHub

Which has more commits signed by AI, dify or impeccable?

impeccable: an AI signed 67.1% of its commits, with Claude Code, Cursor, Codex, and GitHub Copilot; in dify, 5.1%.

The proof: the commits each tool signed in pbakaus/impeccable

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