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>[!NOTE]
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> **[📢 New: AWS Bedrock, Google Vertex AI support now available →](https://github.com/KeygraphHQ/shannon/discussions/categories/announcements)**
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> **[📢 New: AWS Bedrock, Google Vertex AI support now available →](https://github.com/KeygraphHQ/shannon/discussions/categories/announcements)**
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**Why Shannon Exists**
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**Why Shannon Exists**
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Most teams run penetration tests annually, but ship code continuously. Shannon closes that gap by providing on-demand, automated penetration testing that can run against every build or release.
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Thanks to tools like Claude Code and Cursor, your team ships code non-stop. But your penetration test? That happens once a year. This creates a *massive* security gap. For the other 364 days, you could be unknowingly shipping vulnerabilities to production.
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Shannon closes that gap by providing on-demand, automated penetration testing that can run against every build or release.
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> [!NOTE]
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> [!NOTE]
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> **Shannon is part of the Keygraph Security and Compliance Platform**
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> **Shannon is part of the Keygraph Security and Compliance Platform**
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*All reports contain reproducible proof-of-concept exploits for every finding.*
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## 📈 Benchmark
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## 📈 Benchmark
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Shannon Lite scored **96.15% (100/104 exploits)** on a hint-free, source-aware variant of the XBOW security benchmark.
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Shannon Lite scored **96.15% (100/104 exploits)** on a hint-free, source-aware variant of the XBOW security benchmark.
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