CF Sentinel

The AI that actually manages your Cloudflare account

Think OpenClaw — but for infrastructure health

Built on Agents SDK · Containers · Sandbox · AI Gateway · Workers AI

Peer Point Challenge · 2026

Inspired by OpenClaw

openclaw.ai — "The AI that actually does things"

OpenClaw (Personal)

Clears your inbox, sends emails
Manages your calendar
Checks you in for flights
Works via WhatsApp / Telegram
Connects to real services, takes real actions
Not a chatbot — an agent

CF Sentinel (Infrastructure)

Monitors error rates, detects anomalies
Watches audit logs for suspicious changes
Manages SSL renewals, DNS health
Works via dashboard / chat / alerts
Connects to CF APIs, takes real actions
Not a dashboard — an agent

Same philosophy: AI that acts, not AI that summarizes.

The Problem

Scattered Visibility

Analytics dashboard for traffic
Security tab for WAF/DDoS
Separate audit log viewer
SSL status buried in settings
Workers metrics in another panel
No unified health view

Reactive, Not Proactive

Alert fatigue from noisy notifications
No correlation between signals
Manual root-cause investigation
No historical pattern analysis
Config drift goes unnoticed
Audit log insights require SQL skills

What if your Cloudflare account
had its own OpenClaw?

An AI agent that continuously monitors, correlates, analyzes,
and acts on what's happening — before you even ask.

"Your 5xx rate on api.example.com spiked after a WAF rule change 12 min ago.
I've prepared a rollback. Approve?"

CF Sentinel — What It Does

Continuous Monitoring

Error rates (4xx/5xx), origin health
WAF/DDoS events, SSL expiry
DNS health, Workers errors

Audit Intelligence

Real-time audit log analysis
Config change correlation
API token usage anomalies

AI-Powered Analysis

Anomaly detection + root cause
Past incident lookup (RAG)
Natural language summaries

Actionable Alerts

Smart dedup + severity scoring
Human-in-the-loop approval
Auto-remediation (with consent)

Built on Bleeding-Edge Cloudflare

Every component runs on Cloudflare. Zero external dependencies.

Agents SDK NEW — Stateful AI agent orchestration on Durable Objects. Tool use, memory, scheduling, human-in-the-loop. The brain of CF Sentinel.

Containers NEW — Full Docker containers on Workers. Run complex analysis pipelines, Python ML models, custom monitoring scripts that exceed Workers limits.

Sandbox SDK BETA — Isolated code execution for AI agents. Safely run LLM-generated diagnostic scripts, query builders, and remediation code.

AI Gateway GA — Proxy & manage all LLM calls. Caching, rate limiting, cost tracking, fallback routing. Controls the AI spend.

Workers AI GA — Serverless LLM inference (Llama 3, Mistral, embeddings). Powers analysis, summarization, anomaly explanation.

Architecture

Cron Triggers
every 1-5 min

→

      Agent (DO)

      Agents SDK

→

CF APIs
GraphQL + REST

Queues
event buffer

→

      Workers AI

      via AI Gateway

→

Analysis
Containers + Sandbox

→

Alerts
Email / Webhook

D1
metrics & config

R2
raw logs & reports

Vectorize
incident embeddings

KV
status cache

Pages
dashboard UI

Agents SDK — The Brain

Stateful AI agents on Durable Objects · npm: agents

Key Capabilities

Persistent state + scheduled alarms
Tool calling + human-in-the-loop
WebSocket real-time UI

Sentinel Tools

queryAnalytics · getAuditLogs
checkSSL · analyzeFirewall
compareBaseline · sendAlert

import { Agent } from "agents";

export class SentinelAgent extends Agent<Env, SentinelState> {
  async onSchedule(scheduledTime: number, taskName: string) {
    const metrics = await queryAnalytics(this.env, { last: "5m" });
    const anomalies = detectAnomalies(metrics, this.state.history);
    if (anomalies.length > 0) {
      const analysis = await this.env.AI.run("@cf/meta/llama-3.1-8b-instruct", {
        messages: [{ role: "user", content: buildAnalysisPrompt(anomalies) }]
      });
      await sendAlert(this.env, { severity: analysis.severity, summary: analysis.response });
    }
    this.setState({ lastCheck: Date.now(), history: [...this.state.history, metrics] });
  }
}

Containers — Heavy Lifting

Full Docker containers on Cloudflare Workers

What They Enable

Python/Go/Rust analysis pipelines
Anomaly detection (scipy, numpy)
Escape Workers CPU/memory limits

Use in CF Sentinel

Time-series anomaly detection
Batch log processing from R2
Compliance report generation

# wrangler.toml
[[containers]]
name = "anomaly-detector"
image = "cf-sentinel/anomaly-detector:latest"
max_instances = 3

Sandbox SDK — Safe Execution

Isolated environments for AI-generated code

The Challenge

AI agents need to run dynamically generated code: diagnostic queries, data transformations, remediation scripts. Running untrusted LLM output directly is dangerous.

Sandbox Solution

Sandbox SDK provides isolated V8 execution environments with controlled access to APIs, time limits, and memory caps. The agent can safely execute generated code without risk.

CF Sentinel Use Cases

Dynamic GraphQL query construction
LLM-generated diagnostic scripts
Custom alert rule evaluation
User-defined monitoring expressions
Safe "what-if" config analysis
Ad-hoc data transformation

// Agent generates a diagnostic query, runs it safely
const diagnosticCode = await env.AI.run("@cf/meta/llama-3.1-8b-instruct", {
  messages: [{ role: "user", content: `Write JS to analyze: ${anomaly.description}` }]
});
const result = await env.SANDBOX.run({
  code: diagnosticCode.response,
  timeout: 5000,
  bindings: { ANALYTICS: env.ANALYTICS_API },
});

AI Gateway — Cost & Quality Control

Proxy layer managing all LLM interactions

Caching

Semantic cache for similar queries
Exact match cache for repeated analysis
Reduces token spend by 40-60%
Sub-100ms cached responses

Rate Limiting

Per-zone request budgets
Priority queue for critical alerts
Graceful degradation under load
Cost ceiling enforcement

Observability

Token usage per analysis type
Latency percentiles
Error rate tracking
Full request/response logging

Resilience

Fallback: Workers AI → external provider
Automatic retries with backoff
Model routing (fast vs accurate)
Guardrails & content filtering

What CF Sentinel Monitors

Signal	Source	Frequency	AI Analysis
HTTP Error Rates	GraphQL Analytics	1 min	Anomaly detection, trend correlation
WAF / DDoS Events	Firewall Events API	1 min	Attack pattern classification
Origin Health	Health Check API	1 min	Degradation prediction
SSL Certificates	SSL API	1 hour	Expiry risk scoring
DNS Health	DNS Analytics	5 min	Resolution failure analysis
Workers Errors	Workers Invocations	1 min	Error clustering, root cause
Audit Log	Audit Logs API	1 min	Suspicious activity detection
Bot Traffic	Bot Management API	5 min	Bot score distribution shifts
Config Changes	Audit Logs + Zone API	1 min	Drift detection, impact assessment
API Token Usage	Audit Logs	5 min	Anomalous access patterns

Incident Memory — RAG Pipeline

Incident
anomaly detected

→

Embed
bge-base-en

→

      Vectorize

      similar incidents

→

      LLM

      via AI Gateway

→

Action
fix + explain

Vectorize stores

Incident embeddings + resolutions
Root cause classifications
Affected zones & TTR metrics

AI produces

"Similar to incident #42 (3 weeks ago)"
"Cause: origin timeout after deploy"
"Fix: roll back Worker v1.2.3 (87%)"

Human-in-the-Loop Remediation

AI suggests, human approves, agent executes

Detect
5xx spike on
api.example.com

→

Analyze
Correlate with
audit log change

→

        Propose

        "Roll back WAF
rule #12345"
      

→

Approve
Human clicks
✓ in dashboard

→

Execute
Agent applies
via CF API

Safety Levels

Auto — cache purge, alert escalation
Approve — rule changes, DNS updates
Manual — account settings, SSL config

Powered By

Agents SDK requestHumanApproval()
WebSocket push to dashboard (DO)
Sandbox for safe "dry run" preview
Full audit trail in D1

Dashboard — Pages + Durable Objects

Real-time health view with WebSocket updates

Account Overview

Health score per zone (0-100)
Active incidents & alerts
Error rate sparklines
Traffic volume trends

Incident Timeline

Chronological event feed
AI-generated summaries
Correlated audit log entries
Resolution status tracking

Chat Interface

"Why is zone X error rate high?"
"Show me audit changes today"
"Compare this week vs last"
Natural language → analytics

Approval Queue

Pending remediation actions
AI reasoning & confidence
One-click approve/reject
Action history & rollback

The Complete Stack

Layer	Service	Role
Orchestration	Agents SDK + Durable Objects	Stateful agent lifecycle, scheduling, tool use
Compute	Workers + Cron Triggers	API calls, data processing, routing
Heavy Compute	Containers	ML models, batch analysis, report generation
Safe Execution	Sandbox SDK	LLM-generated code, dynamic queries
AI Inference	Workers AI	LLM analysis, embeddings, classification
AI Management	AI Gateway	Caching, rate limiting, cost control, fallbacks
Relational Data	D1	Metrics history, config, incidents, alert rules
Object Storage	R2	Raw logs (Logpush), reports, snapshots
Vector Search	Vectorize	Incident embeddings for RAG
Cache	Workers KV	Current status, dashboard state, config cache
Messaging	Queues	Decouple collection → analysis → alerting
Frontend	Pages	Dashboard SPA with real-time WebSocket
Notifications	Email Workers	Alert delivery, daily digests

Why All-Cloudflare?

External Dependencies

<50ms

API Latency (same network)

Workers Paid Plan / month

Technical Advantages

Same-network API calls = minimal latency
Native auth via Service Bindings
No egress costs (R2)
Automatic global distribution
Single deploy target (wrangler)

Operational Benefits

Single vendor = one bill, one support
Unified auth & permissions model
Deployable with wrangler deploy
Scales from 1 zone to 1000+
Open-sourceable reference architecture

Roadmap

Phase 1 — Foundation Now
Core monitoring agent with Agents SDK. Cron-based data collection from GraphQL Analytics + Audit Logs. D1 storage. Basic alerting via Email Workers.

Phase 2 — Intelligence
Workers AI analysis via AI Gateway. Vectorize RAG for incident memory. Anomaly detection. Natural language summaries. Chat interface on Pages dashboard.

Phase 3 — Autonomy
Container-based ML pipelines. Sandbox for dynamic diagnostics. Human-in-the-loop remediation. Multi-account support. Compliance reporting.

Phase 4 — Platform
Open-source release. Custom monitoring plugin API. Community-contributed detection rules. Integration with Cloudflare Notifications system.

Demo Scenarios

Scenario 1: 5xx spike detected → agent correlates with WAF rule change in audit log → suggests rollback → human approves → agent executes

Scenario 2: SSL certificate expiring in 7 days → agent checks renewal status → finds validation stuck → alerts with specific fix steps

Scenario 3: Unusual API token activity → agent detects token used from new IP range → cross-references audit log → flags for security review

Scenario 4: "Why is latency high?" in chat → agent queries analytics, finds origin degradation, checks health checks, summarizes in plain English

CF Sentinel

OpenClaw for your Cloudflare account.
The AI that actually manages your infrastructure.

100% Cloudflare Stack · Agents SDK · Containers · Sandbox · AI Gateway · Workers AI

Questions? Let's build this.

CF Sentinel

Inspired by OpenClaw

OpenClaw (Personal)

CF Sentinel (Infrastructure)

The Problem

Scattered Visibility

Reactive, Not Proactive

What if your Cloudflare accounthad its own OpenClaw?

CF Sentinel — What It Does

Continuous Monitoring

Audit Intelligence

AI-Powered Analysis

Actionable Alerts

Built on Bleeding-Edge Cloudflare

Architecture

Agents SDK — The Brain

Key Capabilities

Sentinel Tools

Containers — Heavy Lifting

What They Enable

Use in CF Sentinel

Sandbox SDK — Safe Execution

The Challenge

Sandbox Solution

CF Sentinel Use Cases

AI Gateway — Cost & Quality Control

Caching

Rate Limiting

Observability

Resilience

What CF Sentinel Monitors

Incident Memory — RAG Pipeline

Vectorize stores

AI produces

Human-in-the-Loop Remediation

Safety Levels

Powered By

Dashboard — Pages + Durable Objects

Account Overview

Incident Timeline

Chat Interface

Approval Queue

The Complete Stack

Why All-Cloudflare?

Technical Advantages

Operational Benefits

Roadmap

Demo Scenarios

CF Sentinel

What if your Cloudflare account
had its own OpenClaw?