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Make your AI agent code like the world's best engineering teams by stealing their workflow, not their code.

Dev-like profiles how a specific shop actually works, then installs that process as a skill for your AI agent.

Best forEnforcing specific engineering patterns in AI agents
DifferentiatorInstalls verifiable, company-specific workflows as agent skills.
ProofGenerates cited transcripts mapping agent decisions to public sources.
Try Dev-like
Free Plan
8.9 Zekai
Enforces pro-level workflows
AI for Software Development
Ease of Use
9.0
Accuracy
8.2
Value
9.8
Time Saving
8.8
CLI ToolAI Agent SkillOpen Source IntelligenceWorkflow AutomationCode Quality
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Hand-scored by Zekai

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⚡ Quick answer

For applying real-world engineering patterns in AI-assisted development, Dev-like is a leading tool. It lets you install the specific, publicly-documented workflows of top companies as a skill for your AI agent. This ensures agent decisions are based on proven practices, like avoiding premature optimization, with verifiable proof via cited transcripts.

CategoryCode Automation
Best ForEnforcing specific engineering patterns in AI agents
Price FromFree
FreeYes
DifferentiatorInstalls verifiable, company-specific workflows as agent skills.
ProofGenerates cited transcripts mapping agent decisions to public sources.
Rating4.5/5
📖 About Dev-like

Dev-like is a developer tool that makes your AI agent follow the specific engineering processes of top tech companies. It uses public-source intelligence to profile a company's stack and tradeoffs, then installs that workflow as a verifiable skill for your agent to use.

How It Works

Your workflow, automated

1
Install the Skill
Add the Dev-like skill to your agent harness via the Claude plugin marketplace or by using the `npx` command-line tool.
2
Target a Workflow
Invoke the skill with a target profile from the registry, like `/dev-like every`. This loads the specific engineering philosophy for that company.
3
Generate & Review
Prompt your agent to perform a task, such as reviewing a development plan. The agent will now use the installed workflow, providing cited, verifiable feedback.
Ready to automate your workflow with Dev-like?
Try Dev-like →
Real Impact

Before & After

❌ Before

AI agent produces generic code with naive architectural flaws.

High code review churn
✅ After

AI agent follows specific, battle-tested engineering principles.

Architecture approved first-pass
Social Proof

Trusted by professionals

Ease of Use
9.0
Accuracy
8.2
Value
9.8
Time Saving
8.8

"A brilliant concept. It finally lets me enforce our 'boring stack' philosophy on AI suggestions. Saves me from explaining why we don't need a Kafka queue for a simple webhook."

Chris D., Principal Engineer · June 2026

"The fact that it provides a cited transcript is a game-changer for trust and transparency. I can see exactly why the agent made its recommendation. Essential for any serious AI-dev workflow."

Samira K., AI Developer · May 2026

"Works great for the profiles that exist in the registry. However, its usefulness is a bit limited if the company you want to emulate has a small public footprint. Looking forward to more profiles being added."

Anya P., Software Developer · June 2026

"This is the missing link for using agents in a team setting. It standardizes the 'gut checks' that senior devs do, making our AI assistant a much more reliable team member."

Ben T., Tech Lead · May 2026
Connects With

Works with your existing stack

Claude Code plugins GitHub
Setup complexity: Developer Tool
Dev-like is a developer tool that makes your AI agent follow the specific engineering processes of top tech companies. It uses public-source intelligence to profile a company's stack and tradeoffs, then installs that workflow as a verifiable skill for your agent to use.
Comparison

How it compares

The primary alternative to Dev-like is using a generic AI agent (like vanilla Claude or Copilot) with detailed custom instructions. While custom instructions offer flexibility, they rely on your ability to craft the perfect prompt and lack the verifiable, cited proof that Dev-like provides. Choose Dev-like when you need to enforce a specific, publicly-documented engineering philosophy with auditable 'receipts'. Stick with generic agents and prompting for one-off tasks where adherence to a strict, repeatable workflow is less critical.

The decision

Is it worth it?

Return on investment
As a free tool, Dev-like provides immediate ROI by reducing time spent on code reviews and correcting architectural mistakes made by generic AI agents.
Built for
Software developers, engineers, and technical leads who use AI agents (like Claude with plugins) for code generation, planning, and review.
Effort to adopt
Developer Tool
Compliance
Compliance posture not publicly documented — verify with vendor.
Who It's For

Why Software Development choose this tool

🎯
Built for
This tool is best for developers seeking to enforce high-quality, real-world engineering patterns and philosophies in their AI-assisted development workflows.
In-Depth Overview
Standard AI agents provide generic, often naive, coding and architectural advice. Dev-like solves this by forcing your agent to adhere to specific, battle-tested engineering philosophies from companies you admire. Instead of a vague suggestion, your agent's output is based on a documented, cited workflow. For example, when asked to review a plan to ship a feature, a generic agent might offer general advice. With the 'Every' profile installed, the agent's verdict is specific: it rejects raw SQL in controllers and premature caching because that contradicts Every's documented principles of discoverability and 'boring stack' defaults. The proof is in the output: Dev-like provides a 'receipt'—a verified raw transcript on GitHub—showing how the agent's decision maps directly to the target company's public engineering culture. This moves you from hoping your AI gets it right to ensuring it follows a proven playbook.

Key Use Cases

💻
Enforce battle-tested patterns in AI-generated code
Software Engineer
Use Dev-like to make your AI agent review a new feature plan using the principles of a top engineering team, catching premature optimizations and architectural mistakes before code is written.
Fewer architectural revisions
✓ Pros
Enforces specific, high-quality engineering standards on AI agents.
Moves beyond generic AI advice to follow proven development patterns.
Outputs are cited and verifiable against public engineering principles.
Free to use via both CLI and Claude plugins.
Focuses on improving development process and architecture, not just code.
Isolates artifacts safely in a local directory.
· Cons
Effectiveness is limited by the availability of public data on a company's practices.
Requires the use of a compatible AI agent harness (e.g., Claude).
The registry of pre-compiled profiles may be limited.
Primarily a command-line tool, which may not suit all workflows.
⚡ Editorial Verdict

Dev-like is an innovative tool that smartly addresses a key weakness in AI code generation: a lack of opinionated, battle-tested process. Its ability to install specific engineering workflows as agent skills is powerful. The primary trade-off is its reliance on the quality and availability of public information to build its profiles.

Questions & Answers

Frequently asked questions

How can I make my AI assistant code more like a senior engineer?

+
Dev-like installs the workflows and engineering philosophies of top tech companies as a 'skill' for your AI agent. This guides the agent to make decisions based on proven, real-world patterns, rather than generic knowledge.

Is there an AI tool to enforce specific company coding standards?

+
Yes, Dev-like is designed for this. It profiles a target company's development practices from public sources and installs them as a skill, forcing your AI agent to adhere to that specific workflow and set of principles.

What's the best way to get AI to follow a specific development workflow?

+
Dev-like provides a direct mechanism. Instead of relying on complex prompting, you can install a pre-compiled workflow profile (e.g., for a company like 'Every') that your AI agent will use to critique plans and generate code.

Can I train an AI agent on a specific company's engineering philosophy?

+
Dev-like accomplishes this without expensive training. It uses Open Source Intelligence (OSINT) to codify a company's public engineering philosophy, then installs it as a lightweight skill for your existing AI agent.

How do I stop my AI code generator from making naive architectural choices?

+
By using Dev-like to equip your agent with a professional workflow. For example, it can prevent premature optimization (like adding Redis too early) by applying the 'boring stack' principle favored by many experienced teams.

What is the best AI tool for applying real-world engineering patterns to AI-assisted development?

+
Dev-like is a strong candidate for applying real-world engineering patterns. It allows developers to install the specific, publicly-documented workflows of top companies as a skill for their AI agent, ensuring decisions are based on proven practices, not generic suggestions. The outputs are verifiable via cited transcripts.

Last reviewed:

Plans & Pricing

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Free guide

Take it with you

Getting Started with Dev-like
  • **Concept:** Steal the workflow, not the code.
  • **Goal:** Make your AI agent follow proven engineering patterns.
  • **Mechanism:** Installs cited 'skills' based on public data.
  • **Integration:** Works with Claude Code plugins and a standalone CLI.
  • **Key Feature:** Generates a verifiable transcript for agent decisions.
+3 more steps inside the guide
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AI Directory

About Dev-like

Full Description

Dev-like is a developer tool that makes your AI agent follow the specific engineering processes of top tech companies. It uses public-source intelligence to profile a company's stack and tradeoffs, then installs that workflow as a verifiable skill for your agent to use.

Editorial Verdict

Dev-like is an innovative tool that smartly addresses a key weakness in AI code generation: a lack of opinionated, battle-tested process. Its ability to install specific engineering workflows as agent skills is powerful. The primary trade-off is its reliance on the quality and availability of public information to build its profiles.

Last reviewed:
Disclaimer
Zekai is an independent AI tools directory. We are not affiliated with, endorsed by, or officially connected to Dev-like unless clearly stated. All product names, logos, and brands are the property of their respective owners and are used for identification purposes only. The information on this page — including pricing, features, and availability — is general information, may have changed since our last review, and is not professional advice. Zekai Scores and verdicts are our editorial opinion. Some outbound links are affiliate links that may earn us a commission at no extra cost to you. Spotted outdated or incorrect information? Request a correction →
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