bug-bounty512
xss283
rce131
bragging-post118
account-takeover106
google102
open-source94
authentication-bypass85
exploit85
csrf85
privilege-escalation81
facebook75
stored-xss74
microsoft72
access-control66
web-security65
cve65
ai-agents63
reflected-xss63
malware52
writeup51
input-validation51
ssrf50
sql-injection48
smart-contract48
defi48
cross-site-scripting47
privacy47
tool46
information-disclosure45
ethereum44
api-security43
phishing41
cloudflare40
web-application39
apple37
llm37
burp-suite36
automation36
opinion35
vulnerability-disclosure35
web334
dos34
html-injection33
oauth33
responsible-disclosure33
smart-contract-vulnerability33
machine-learning32
idor32
lfi31
0
5/10
SENTINEL is an MCP server that audits AI agent reasoning in real-time before high-stakes decisions execute, using a four-stage pipeline (signal fidelity, pattern classification, reliability scoring, authority gate) to detect reasoning failures, policy staleness, and accuracy drift. The system integrates with agentgateway for governance and Datadog/Braintrust for monitoring, demonstrated in a healthcare use case where an insurance claim agent's accuracy drifted from 84% to 44% undetected.
ai-agent-governance
mcp-server
reasoning-audit
decision-verification
agent-safety
mlops
monitoring
drift-detection
reliability-scoring
rbac
audit-logging
healthcare-ai
prior-authorization
SENTINEL
Andrew Espira
agentgateway
Solo.io
Claude
GPT
Datadog
Braintrust
Cleric
Aetna
UnitedHealthcare
MCP
CEL