Software Alternatives, Accelerators & Startups

Devgraph.ai VS CrowdSec

Compare Devgraph.ai VS CrowdSec and see what are their differences

Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Devgraph.ai logo Devgraph.ai

Ground AI and help teams get the context they need from your existing systems of record and developer tools. Move beyond guesswork and tribal knowledge

CrowdSec logo CrowdSec

CrowdSec is a security automation engine, using both local IP behavior detection & our community-driven IP reputation database.
  • Devgraph.ai
    Image date //
    2025-12-11

Devgraph is an AI-powered infrastructure and software intelligence platform that automatically discovers, maps, and makes actionable the relationships between your software systems, services, people, and deployments. Transform chaotic infrastructure and systems of record into a unified ontology that teams can leverage using natural language to answer complex questions and take coordinated actions across your entire technology stack.

  • CrowdSec Landing page
    Landing page //
    2023-08-27

Devgraph.ai

$ Details
paid Free Trial $99 / Monthly
Release Date
2025 December
Startup details
Country
United States
State
Montana
Founder(s)
Paul Lundin
Employees
1 - 9

CrowdSec

Pricing URL
-
$ Details
Release Date
2019 January
Startup details
Country
France
City
Montrouge
Founder(s)
philippe humeau
Employees
1 - 9

Devgraph.ai features and specs

  • AI Native
    : Model agnostic, our natural language interfaces make complex infrastructure navigable
  • Extensible:
    Plugin architecture for custom providers and data sources
  • Developer Friendly:
    APIs, SDKs, CLI and docs make integrating devgraph with your existing tools easy

CrowdSec features and specs

  • Community-Driven Threat Intelligence
    CrowdSec leverages a collaborative community to share and receive real-time threat intelligence, which helps improve security posture by updating systems with new threat patterns observed worldwide.
  • Scalability
    CrowdSec is designed to work across various environments, including cloud and on-premises infrastructures, and can handle large-scale deployments thanks to its distributed architecture.
  • Free and Open-Source
    As an open-source solution, CrowdSec is free to use, offering transparent access to its code and the ability to customize or extend the software to suit specific needs.
  • Multi-Layered Defense
    CrowdSec provides a multi-layered approach by incorporating various bouncers that can operate at different layers (firewalls, web applications, etc.), offering comprehensive protection against attacks.
  • Ease of Use
    The platform is designed to be user-friendly, with an easy setup process and intuitive dashboards, making it accessible for users with varying levels of technical expertise.

Possible disadvantages of CrowdSec

  • Dependency on Community
    The effectiveness of CrowdSec heavily relies on active participation from the community to provide and share current threat intelligence, which may vary in engagement and accuracy.
  • Resource Consumption
    Running CrowdSec, especially in larger networks, may require additional system resources, which could impact performance if the underlying infrastructure is not adequately provisioned.
  • Learning Curve
    While marketed as easy to use, some users might experience a learning curve, particularly when customizing bouncers or integrating CrowdSec with existing systems and security tools.
  • False Positives
    As with many security solutions that work on pattern recognition and community intelligence, there is a risk of false positives, which could lead to legitimate traffic being mistakenly blocked.
  • Limited Support
    Being a primarily open-source and community-driven project, professional support may be limited compared to commercial solutions, which could be a challenge for enterprises requiring robust SLAs.

Analysis of Devgraph.ai

Overall verdict

  • Devgraph.ai appears to be a niche developer-focused platform, but limited public information, reviews, and track record make it difficult to fully validate its quality or reliability at this time.

Why this product is good

  • May offer specialized tools or services for developers, such as visualization or workflow features
  • Could provide a modern interface with AI-enhanced capabilities
  • Potentially useful for teams looking for niche graph-based development solutions
  • Limited independent reviews or third-party validation currently available
  • Unclear pricing, support quality, and long-term reliability without further research

Recommended for

  • Developers or teams curious about niche AI-driven graph tools
  • Early adopters willing to test emerging platforms
  • Users who prioritize experimentation over established track records
  • Not recommended for mission-critical or enterprise-level workflows without further due diligence

Devgraph.ai videos

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CrowdSec videos

Taking a look at CrowdSec: Installation & Example Scenario

More videos:

  • Review - CROWDSEC EXPLAINED in 15 minutes: product presentation by Philippe Humeau, CEO & co-founder
  • Review - CROWDSEC: the NEXT-GEN COMMUNITY-POWERED and OPEN SOURCE cybersecurity solution

Category Popularity

0-100% (relative to Devgraph.ai and CrowdSec)
Software Development
100 100%
0% 0
Monitoring Tools
0 0%
100% 100
AI
100 100%
0% 0
Cyber Security
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Devgraph.ai and CrowdSec

Devgraph.ai Reviews

We have no reviews of Devgraph.ai yet.
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CrowdSec Reviews

Self Hosting Like Its 2025
This is a fresh and innovative solution that seamlessly combines a VPN and reverse proxy into one easy-to-deploy package. It’s like having a self-hosted version of Cloudflare. All you need is a VPS or similar setup to host the ingress server, and you can add a VPN client to any environment running your applications. It even includes Crowdsec integration and basic SSO...
Source: kiranet.org

Social recommendations and mentions

Based on our record, CrowdSec seems to be more popular. It has been mentiond 113 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Devgraph.ai mentions (0)

We have not tracked any mentions of Devgraph.ai yet. Tracking of Devgraph.ai recommendations started around Dec 2025.

CrowdSec mentions (113)

  • Did you have serious attacks on your exposed services before?
    This tool crowdsec.net is really interesting to mitigate and enact defense systems for different scenarios. Source: over 3 years ago
  • What service can I use to ban users?
    You should check out https://crowdsec.net. More advanced, uses crowdsources cti to block attacks even before they happen. Also both nginx and captcha is supported. Disclaimer: I am head of community. Visit /r/CrowdSec or our Discord at https://discord.gg/crowdsec if you have questions :-). Source: almost 4 years ago
  • A 'leech-like' connection constantly established on my server
    Before falling too much in love with Fail2Ban try taking a look at https://crowdsec.net. Similar functionality but way more advanced (but easier to configure). New project that leverages the power of the crowd and shares information of attacks among users so they help each other out protecting themselves. Source: almost 4 years ago
  • Banning users for certain actions
    You could try out https://crowdsec.net. It’s an advanced FOSS framework for detecting a number of different attacks and not limited to just brute force attacks like Fail2Ban as /u/nonself suggests. The basic concept of CrowdSes is that it reads log, detects attacks, mitigates attacks (CrowdSec integrates directly into the Flask application) and shares information about those attacks with everyone else using... Source: almost 4 years ago
  • Block traffic from every country except the USA? - Apache2/SSH
    Not what you suggested but have you considered https://crowdsec.net? Not just a collaborative and more advanced version of Fail2Ban but in this case you want it because of the collaborative blocklist; we made an article showing that 92% of attacks was blocked in advanced by ip reputation before any attacks were performed. Disclaimer: I am head of community so I might be a bit biased. It’s still a cool FOSS project... Source: almost 4 years ago
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What are some alternatives?

When comparing Devgraph.ai and CrowdSec, you can also consider the following products

AI Driven Development - Interesting ways people are using AI in software dev

MASSCAN - This is the fastest Internet port scanner.

AI-Dev - Save your time and focus on what truly matters

Nginx Proxy Manager - Docker container and built in Web Application for managing Nginx proxy hosts with a simple, powerful interface, providing free SSL support via Let's Encrypt

Augment Code - Enhances developer collaboration by providing codebase-aware chat, intuitive code suggestions, and advanced AI-driven explanations; accelerates coding tasks, assists in understanding unseen code structures, improving communication vastly within team…

Defensia.cloud - Detects and blocks brute force, SQL injection, port scans, and 70+ attack types. One command. Works in 30 seconds.