The Pipeline
Five Specialists. Zero Blind Spots.
🔒
SECURITY
Hardcoded secrets, SQL/command injection, auth bypass, unsafe crypto, insecure deserialization
CRITICALCRITICAL SEVERITY
🐛
CORRECTNESS
Null dereferences, bare except clauses, off-by-one errors, logic bugs, resource leaks
HIGHHIGH SEVERITY
⚡
PERFORMANCE
O(n²) loops, N+1 queries, redundant computation, missing pagination, unbounded memory
MEDIUMMEDIUM SEVERITY
🧪
TESTING
Missing tests on critical paths, untested error branches, missing parameterized tests
MEDIUMMEDIUM SEVERITY
🔧
MAINTAINABILITY
Duplicate code, oversized functions, unclear naming, mixed responsibilities
LOWLOW SEVERITY
✅
VERIFIED PATCHES
Auto-generated fixes tested in sandbox before merge — never ship broken code
INFOINFO SEVERITY
Try the Seeded PR
diff --git a/src/config.py b/src/config.py
-AWS_SECRET_KEY = "AKIAIOSFODNN7EXAMPLE"
+AWS_SECRET_KEY = os.getenv("AWS_SECRET_KEY")
diff --git a/src/payments/processor.py b/src/payments/processor.py
-query = f"SELECT * FROM accounts WHERE user_id = '{user_id}'"
+query = "SELECT * FROM accounts WHERE user_id = %s"
cursor.execute(query, (user_id,))
diff --git a/src/auth/middleware.py b/src/auth/middleware.py
-if not request.user.is_admin:
+if not request.user or not request.user.is_admin:
diff --git a/src/utils/helpers.py b/src/utils/helpers.py
+import pickle
+def unsafe_deserialize(data: bytes):
+ return pickle.loads(data) # Insecure deserialization
diff --git a/src/payments/processor.py b/src/payments/processor.py
- for order in orders:
- for item in order.items:
+ items_by_order = {o.id: o.items for o in orders}
+ for order in orders:
+ for item in items_by_order[o.id]: