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tripwire-oracle

pypi.org·Infrastructure

Tripwire Oracle is an open-source CLI tool designed to verify the correctness of code optimized by LLMs. It uses adversarial and metamorphic testing to detect errors and reward hacking, making it valuable for developers and researchers in code optimization.

Open SourceMIT
CLI
T
Visit PyPI↗
🍴1
fork
✓5
features
📅2026
since

Overview

5 features

In the Code review & quality space, tripwire-oracle takes a focused approach. It focuses on ensuring correctness and robustness in LLM-driven code optimization pipelines. tripwire-oracle is an open-source project aimed at developers and researchers in code optimization. The project is open source (MIT). It runs on the command line.

Behind tripwire-oracle is Sammy Tourani, and the product first shipped in 2026. The project is developed in the open on GitHub with 35 commits in the last 90 days. Across PulseGate's embedding index, tripwire-oracle has few near neighbours, marking it as relatively distinct. Among its 5 catalogued features are correctness oracle, adversarial testing, and metamorphic testing.

  • ✓Correctness oracle
  • ✓Adversarial testing
  • ✓Metamorphic testing
  • ✓Differential testing
  • ✓Open source

Tags

correctness-oraclellm-testingcode-optimization

AI capabilities

CodeWeights: Open

Built with & integrations

Runs on
CLI

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ GitHub✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 1, 12:21 AM

    tripwire-oracle discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about tripwire-oracle

What is tripwire-oracle?
Tripwire-oracle focuses on ensuring correctness and robustness in LLM-driven code optimization pipelines. It is catalogued under Code review & quality on PulseGate.
Who should use tripwire-oracle?
tripwire-oracle is an open-source project built for developers and researchers in code optimization.
Does tripwire-oracle have a free plan?
Yes — tripwire-oracle is open source under the MIT license and free to use.
What platforms does tripwire-oracle run on?
tripwire-oracle runs on the command line.
Is tripwire-oracle still active?
PulseGate's automated liveness checks currently classify tripwire-oracle as active. The GitHub repository shows 35 commits in the last 90 days.
What tools are similar to tripwire-oracle?
Similar tools tracked by PulseGate include tradeloop-tilt-checker, orca-verify, and toolprobe.tradeloop-tilt-checkerorca-verifytoolprobe
Who develops tripwire-oracle?
tripwire-oracle is developed by Sammy Tourani.
How long has tripwire-oracle been around?
tripwire-oracle first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
MIT
First seen
Jul 1, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
developers and researchers in code optimization
Model
Open source
Solves
Ensuring correctness and robustness in LLM-driven code optimization pipelines.

Developer

Sammy Tourani
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
0
🍴 Forks
1
Open issues
0
Last commit
2w ago
Commits 90d
35
Contributors
1
Authorship
Solo
Default branch
main

PulseGate index

Confidence
Low · 64
Indexed
Jul 1, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
2w ago
Freshness
Unknown
Identity audit (9)
Entity ID
cmr1c0mr50dgqimgi9os9tit0
Slug
tripwire-oracle-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 1, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 1, 2026
Canonical URL
https://pypi.org/project/tripwire-oracle

Similar apps

Other apps tracked under the same category.

  • tradeloop-tilt-checker
    pypi.org
  • orca-verify
    pypi.org
  • toolprobe
    github.com
  • truthprobe
    truthprobe.com
  • logictrace
    pypi.org
  • traceforge-llm
    pypi.org