PulseGatePost-LLM software, agents & workflows market (since 2022)
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168,496

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7-day average

Indexed today: 1,018

PulseGate

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© 2026 PulseGate. Operated by Dymaxio s.r.o., Prague, Czech Republic.·

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Cerno

cerno.sh·Infrastructure

Cerno is an open-source TypeScript SDK designed for human verification without relying on hardware. It addresses the challenge of distinguishing human users from automated agents by analyzing motor-control behavior during maze interactions. The tool operates through a sequence of steps, including proof-of-work, maze generation, behavioral analysis, Stroop probes, signature binding, and reputation tracking, all aimed at robustly verifying human presence in a privacy-conscious manner.

The verification process begins with a proof-of-work step, where clients compute a SHA-256 hash with adaptive difficulty based on client signals. Mazes are generated using the Growing Tree algorithm with a seeded pseudorandom number generator, enabling the server to regenerate mazes from the same seed for trustless validation. During interaction with the maze, Cerno extracts twelve behavioral features from raw pointer events, seven of which are public and five server-only. These features include measures such as standard deviation of tangential velocity, path efficiency, pause count, movement onset time, jerk standard deviation, angular velocity entropy, and coefficient of variation of inter-event timing. The server scores these features against per-maze baselines to assess authenticity.

Additional verification layers include Stroop probes, where color-word interference tasks are presented at maze decision points, with the server deriving response timings from the event stream. Signature binding is implemented using an ephemeral ECDSA P-256 keypair, binding the public key at challenge issuance and verifying it upon submission. Reputation tracking is handled through behavioral consistency analysis across sessions, using exponentially weighted moving average trust scores keyed by a stable device identifier.

Cerno is delivered as a TypeScript SDK, with integration examples provided for both client and server environments via npm packages (@cernosh/react and @cernosh/server). 0 license, and its open-source codebase is available on GitHub. The tool is suitable for developers seeking a privacy-friendly, hardware-free solution to human verification challenges.

Open SourceOpen Source
WebCLISelf-hosted
C
Cerno preview
Visit cerno.sh↗
⭐8
stars
✓9
features
📅2026
since

Overview

9 features

Cerno sits in PulseGate's Frameworks & SDKs category. It focuses on verifying human users online without hardware or third-party ML, using behavioral analysis of maze interactions. It is built as an open-source project for web developers. Cerno is open source under the Open Source license. Cerno is available on the web and the command line, and it can be self-hosted.

Cerno Maintainers builds and maintains Cerno, and the product first shipped in 2026. Development happens publicly on GitHub with 62 commits in the last 90 days. PulseGate's similarity index finds few close equivalents — Cerno occupies a relatively distinct niche. Key capabilities include maze interaction, motor-control analysis, and behavioral scoring.

  • ✓Maze interaction
  • ✓Motor-control analysis
  • ✓Behavioral scoring
  • ✓Open source
  • ✓TypeScript SDK
  • ✓Proof of work
  • ✓Stroop probes
  • ✓Signature binding
  • ✓Reputation tracking

Tags

human-verificationmaze-captchatypescript-sdk

Built with & integrations

Framework
astro
Hosting
cloudflare
Runs on
BrowserCLISelf-hosted

Trust & compliance

LicenseOpen Source
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ GitHub · ★ 8✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJun 25, 10:19 PM

    cerno.sh discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about Cerno

What does Cerno do?
Cerno focuses on verifying human users online without hardware or third-party ML, using behavioral analysis of maze interactions. It is catalogued under Frameworks & SDKs on PulseGate.
Who is Cerno for?
Cerno is an open-source project built for web developers.
Is Cerno free?
Yes — Cerno is open source under the Open Source license and free to use.
What platforms does Cerno run on?
Cerno runs on the web and the command line. It can also be self-hosted.
Is Cerno still maintained?
PulseGate's automated liveness checks currently classify Cerno as active. The GitHub repository shows 62 commits in the last 90 days.
What are alternatives to Cerno?
Similar tools tracked by PulseGate include Kerno, Cogno, and Cernis Intelligence.KernoCognoCernis Intelligence
Who makes Cerno?
Cerno is developed by Cerno Maintainers.
When did Cerno launch?
Cerno first shipped in 2026.

At a glance

Pricing
Open Source
Platforms
Web
Languages
English
Open source
Yes · ★ 8
License
Open Source
First seen
Apr 27, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
web developers
Model
Open source
Solves
Verifying human users online without hardware or third-party ML, using behavioral analysis of maze interactions.

Developer

Cerno Maintainers
Small team
↗ GitHub

Open source

View on GitHub →
⭐ Stars
8
🍴 Forks
0
Open issues
0
Last commit
3mo ago
Commits 90d
62
Contributors
2
Authorship
Small team
Default branch
main

PulseGate index

Confidence
Medium · 73
Indexed
Jun 25, 2026
Lifecycle
Alive
Activity
Active
First seen
Apr 2026
Last seen
3w ago
Freshness
Unknown
Identity audit (9)
Entity ID
cmqu2go5n02d69rvox46hkq7t
Slug
cerno-human-verification-without-hardware-cerno-sh
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jun 25, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 13, 2026
Canonical URL
https://cerno.sh/

Similar apps

Other apps tracked under the same category.

  • Kerno
    kerno.io
  • Cogno
    cogno.rocks
  • Cernis Intelligence
    cernisintelligence.com
  • Cerenovus
    cerenovus.ai
  • Neural Contact
    huggingface.co
  • Brainner
    brainner.ai