AI coding assistants fabricate APIs, invent packages, and hallucinate function signatures. Code Review Sentinel catches them in your IDE before they reach production.
# Copilot suggested this import: from sklearn.forecasting import AutoRegressiveForecaster ⚠ SENTINEL: sklearn.forecasting does not exist. Did you mean sklearn.linear_model? # Copilot suggested this API call: response = requests.post("https://api.openai.com/v2/completions") ⚠ SENTINEL: /v2/completions is not a valid OpenAI endpoint. Current: /v1/chat/completions # Copilot suggested this package: import pandas_ai.smart_dataframe ✓ SENTINEL: pandas_ai verified on PyPI (v2.0.1) — import path valid
AI coding tools generate 30-50% of modern code. But they confidently produce functions, APIs, and packages that simply do not exist.
Cross-references every import against npm, PyPI, Maven, NuGet, and crates.io in real-time. No more installing packages that don’t exist.
Validates API endpoints against official documentation. Catches hallucinated URLs, deprecated methods, and incorrect function signatures.
Detects when AI mixes frameworks: React hooks in Vue, Express middleware in Python, Swift patterns in Kotlin. Wrong ecosystem, caught instantly.
Flags AI-generated code that skips error handling, omits null checks, or ignores async exceptions. The errors AI assistants forget to handle.
Add Code Review Sentinel from the VS Code marketplace. One click. No configuration needed.
Use Copilot, Cursor, Cody, or any AI assistant. Sentinel monitors suggestions in real-time, silently.
Fabricated APIs, phantom packages, and hallucinated functions are flagged with inline warnings before you accept them.
Every accepted suggestion has been validated. No more debugging phantom dependencies at 2am.
Join developers who stopped shipping hallucinated APIs, phantom packages, and fabricated functions.
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