BullshitBench measures whether AI models challenge nonsensical prompts instead of confidently answering them, created by Peter Gostev.
⚡ Executive Summary & Quick Facts
Authoritative Sourcebullshit-benchmark is bullshit-benchmark is an open-source project written in Python: BullshitBench measures whether AI models challenge nonsensical prompts instead of confidently answering them, created by Peter Gostev..
| Repository | petergpt/bullshit-benchmark ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 1.9K stars · ⑂ 77 forks · #4,453 globally |
| Maintenance | ● Active (Last commit: Oct 12, 2026) · 32 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
Star History
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+47
STARS · LAST 30 DAYS
2
PER DAY
#608
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +47 | +180 |
| Per day | 1 | 2 | 2 |
| Forks gained | +0 | +3 | +10 |
bullshit-benchmark gained 47 stars in the last 30 days, about 2 a day, and now has 1.9K. It is about 1 year old and has averaged roughly 1.9K stars a year. It ranks #608 among Python repositories and #4,453 across all languages on GitHubRepo.
Trending Record
8
DAYS ON TRENDING
#5615
BEST RANK
Oct 12, 2026
FIRST APPEARANCE
Active
STATUS TODAY
bullshit-benchmark has maintained a continuous presence across global trending indexes, peaking at #5615. Below is the 30-day activity profile:
💡 Overview
bullshit-benchmark is an open-source project written in Python: BullshitBench measures whether AI models challenge nonsensical prompts instead of confidently answering them, created by Peter Gostev.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install bullshit-benchmark⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
bullshit-benchmark coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Production System Integration
Embed bullshit-benchmark into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open MIT license.
🚀 Getting Started
Install bullshit-benchmark using your package manager: `pip install bullshit-benchmark`
Initialize your project workspace or configuration file for bullshit-benchmark.
Import bullshit-benchmark into your codebase or invoke it directly from your terminal.
Execute your test suite or run `bullshit-benchmark --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
petergpt/bullshit-benchmark is currently ranked #4,453 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #4,448 | massivemadness/Squircle-CE | Kotlin | ★ 1.9K | Compare ↗ |
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| #4,452 | bullet-train-co/bullet_train | Ruby | ★ 1.9K | Compare ↗ |
| #4,453 | petergpt/bullshit-benchmark This Project | Python | ★ 1.9K | |
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Frequently Asked Questions
What does bullshit-benchmark do? +
BullshitBench measures whether AI models challenge nonsensical prompts instead of confidently answering them, created by Peter Gostev.
What language is bullshit-benchmark written in? +
The primary language is Python. Topics include: software.
Is bullshit-benchmark actively maintained? +
Yes, the last recorded push was on Oct 12, 2026 with 32 open issues being tracked.
How many stars does bullshit-benchmark have? +
bullshit-benchmark has 1,889 stars and 77 forks on GitHub.
How does bullshit-benchmark rank among GitHub repositories? +
With 1,889 stars, petergpt/bullshit-benchmark is ranked #4,453 globally across all repositories tracked on GitHubRepo and #608 among Python projects.
What license is bullshit-benchmark distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
