When AI is wrong,
make it speak up.
Cortex MCP is the last safety net that exposes, isolates, and makes controllable the 'Silent Failures' of LLMs.
Not AI performance,
integrity.
Existing tools obsess over making AI smarter. But even the smartest models fail, and the most dangerous thing is "completing without even knowing it failed (Silent Failure)".
"Cortex doesn't prevent or fix AI. Instead, it exposes and structures failures so you can recognize them immediately."
Failure Exposure
When hallucination occurs, it sends immediate warnings with quantitative scores.
Context Tracking
Halts work when context is corrupted or forgotten during long sessions.
Goal Lock
Requires explicit user approval when AI deviates from design scope.
Integrity Verification
Compares claims with results to block fake implementation code in real-time.
Core Implementation
All features of Cortex MCP are aimed at 'not allowing silent failures'.
Hallucination Scoring
Scores speculative statements and unfounded code, forcing user intervention when risks are detected.
Drift Fence
Detects conflicts between previous conversations and current commands, physically blocking AI from losing direction.
Integrity Layer
Compares intent before and after file modifications to find sections that 'claim to be modified but haven't actually changed'.
Confidence Dampener
Excludes AI's 'confident tone' from trust indicators, analyzing only the logical structure of data.
Session Reinforcement
Periodically reinjects key summaries of context when workflows get long to maintain sessions.
Conscious Choice
When risks are detected, blocks AI's arbitrary judgment and proceeds only with human confirmation.
Benchmark: Integrity Gap
We don't measure simple accuracy. Instead, we focus on how many "undiscovered failures" were reduced.
| Test Scenario | Without Cortex | With Cortex MCP |
|---|---|---|
| 500+ lines Refactoring | Failed (Silent) | Success (Alerts on drift) |
| Complex Logic Drift | Unknown Error | Captured (Scoring 85/100) |
| Context Switch Session | Hallucination | Recovered (Reinforced) |
| Fake Implementation | Accepted | Rejected (Integrity Layer) |
Join Closed Beta
Don't tolerate AI's silent failures. Become an early tester and experience the integrity system first.
30 spots, first-come-first-served. 1 year premium free. 100% local storage.