c4nary
c4nary is a deterministic, read-only static analysis tool that audits GGUF files for chat templates, tokenizer metadata, model cards, configuration, and overall structural consistency. It helps identify potential security vulnerabilities such as backdoors, SSTI, and supply-chain risks in AI model artifacts. Designed for developers working with large language models, it provides a reliable way to validate models before use or deployment.
Open SourceMITCLI
24stars
2forks
6features
2026since
Overview
6 featuresc4nary is a Developer Tools project. It focuses on detecting security issues, backdoors, and inconsistencies in GGUF model files, chat templates, and associated metadata before deployment. It is built as an open-source project for machine learning engineers and AI developers. The project is open source (MIT). c4nary is available on the command line.
paraxaQQ builds and maintains c4nary, and it first shipped in 2026. Development happens publicly on GitHub with 24 stars and 12 commits in the last 90 days. Key capabilities include Static Analysis, GGUF Validation, and Chat Template Audit.
Summary written by a language model from the project’s public pages.
- Static Analysis
- GGUF Validation
- Chat Template Audit
- Tokenizer Metadata Check
- Model Card Validation
- Supply Chain Security
Tags
gguf-auditormodel-card-validatorchat-template-checkersupply-chain-securitystatic-analysis
Built with & integrations
Runs on
CLI
Trust & compliance
License
MIT
Verified signals
Indexing history
1What PulseGate has recorded for this listing
Frequently asked questions about c4nary
- What does c4nary do?
- C4nary focuses on detecting security issues, backdoors, and inconsistencies in GGUF model files, chat templates, and associated metadata before deployment. It is catalogued under Developer Tools on PulseGate.
- Who should use c4nary?
- c4nary is an open-source project built for machine learning engineers and AI developers.
- Does c4nary have a free plan?
- Yes — c4nary is open source under the MIT license and free to use.
- What platforms does c4nary run on?
- c4nary runs on the command line.
- Is c4nary still active?
- The GitHub repository shows 12 commits in the last 90 days.
- What projects are similar to c4nary?
- Similar projects tracked by PulseGate include Track Debug, ZenPress, and StarPulse.Track DebugZenPressStarPulse
- Who develops c4nary?
- c4nary is developed by paraxaQQ.
- How long has c4nary been around?
- c4nary first shipped in 2026.
Also in Developer Tools
Same category — not a similarity match