bug-bounty508
xss281
rce125
bragging-post118
account-takeover106
open-source94
google92
authentication-bypass85
csrf85
exploit79
privilege-escalation77
stored-xss74
facebook73
access-control66
web-security65
microsoft65
reflected-xss63
ai-agents63
cve62
input-validation51
writeup49
ssrf49
defi48
sql-injection48
smart-contract48
cross-site-scripting47
privacy47
malware46
tool46
information-disclosure45
ethereum44
api-security43
web-application39
phishing39
llm37
automation36
burp-suite36
opinion35
vulnerability-disclosure35
web334
smart-contract-vulnerability33
responsible-disclosure33
html-injection33
apple32
idor32
machine-learning32
oauth31
infrastructure31
lfi31
waf-bypass31
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