Monitor
MODULETrack every dollar, in real-time
Cost tracking per agent, smart alerts with AI diagnosis, forecast your end-of-month bill, and get automatic model recommendations.
Replay
MODULEDebug in seconds, not hours
Step-by-step visual timeline of every agent session. See inputs, outputs, costs, and errors — then share with your team in one click.
Protect
MODULEGuardrails that actually guard
Configurable content rules, automatic PII redaction, budget caps with kill switch, and compliance-ready audit logs.
Everything your agents need to behave.
One SDK. Three modules. Complete observability for AI agents in production.
Real-time Cost Tracking
See every API call, every token, every dollar — the moment it happens. Not at the end of the month.
Smart Alerts
When something goes wrong, AI diagnoses why and suggests a fix. Not just 'threshold exceeded'.
Cost Autopilot
Automatic model recommendations with estimated savings. 'Switch to gpt-4o-mini here — save $85/month.'
Session Replay
Visual step-by-step timeline of every agent run. Inputs, outputs, costs — all in one view.
Guardrails & PII
Block unwanted content, redact personal data automatically, kill switch when things go wrong.
Cost Forecast
Know your end-of-month bill before it arrives. Per agent, per team, with confidence intervals.
Up and running in 2 minutes.
No infrastructure. No config files. No code changes to existing agents.
Install the SDK
One line. pip install agentshield. Works with OpenAI, Anthropic, Google, LangChain, CrewAI, and more.
Add one decorator
@shield(agent='my-agent') — that's it. Costs, sessions, and guardrails are now tracked.
See everything
Open your dashboard. Costs in real-time. Sessions you can replay. Violations you can prevent.
One decorator.
Full observability.
No agent refactoring. No proxy servers. No infrastructure changes. AgentShield instruments your existing code — one line at a time.
1import agentshield as shield23# Wrap your agent with one decorator4@shield(agent="my-research-agent")5async def research_agent(query: str) -> str:6 # AgentShield automatically tracks:7 # ✓ Token usage & costs per call8 # ✓ Session timeline for replay9 # ✓ Guardrail violations10 # ✓ Anomaly detection1112 response = await openai.chat.completions.create(13 model="gpt-4o",14 messages=[{"role": "user", "content": query}]15 )16 return response.choices[0].message.content1718# That's it. Open your dashboard.19# https://app.agentshield.one→✅ Tracked: $0.034 · 847 tokens · 1.2s
Start free. Scale with confidence.
No credit card required. Upgrade or downgrade any time.
Why AgentShield?
Built specifically for AI agents — not retrofitted from generic APM tools.
| Feature | YOU ARE HEREAgentShield | Datadog | LangSmith | Custom |
|---|---|---|---|---|
| Real-time cost tracking | ✓ | ✓ | ✗ | ✗ |
| Session Replay | ✓ | ✗ | ✓ | ✗ |
| Guardrails & PII redaction | ✓ | ✗ | ✗ | ✗ |
| AI-powered Smart Alerts | ✓ | ✗ | ✗ | ✗ |
| Cost Autopilot recommendations | ✓ | ✗ | ✗ | ✗ |
| Budget caps & kill switch | ✓ | ✗ | ✗ | ✗ |
| One-line SDK integration | ✓ | ✗ | ✓ | ✗ |
| AI-agent focused | ✓ | ✗ | ✓ | ✗ |
| Free tier | ✓ | ✗ | ✓ | ✗ |
Frequently asked questions
No. AgentShield tracks events asynchronously — your agent calls return immediately, with zero added latency. Events are batched and sent in the background.
OpenAI, Anthropic, Google (Gemini), Cohere, and any OpenAI-compatible API. Framework support: LangChain, CrewAI, AutoGen, LlamaIndex, and plain Python.
The SDK detects and redacts email addresses, phone numbers, credit card numbers, SSNs, and IP addresses before data leaves your environment. You can configure custom patterns.
Yes. Outbound webhooks (Pro+) let you forward events to Datadog, Grafana, PagerDuty, or any HTTP endpoint. AgentShield complements — not replaces — your existing tools.
Event data is stored per your plan: 7 days (Free), 30 days (Starter), 90 days (Pro), 1 year (Team). Session inputs/outputs are only stored if you opt in, and always with PII redacted.
AgentShield raises a BudgetExceededError in your code and optionally activates the kill switch — preventing further API calls until you lift it manually or the period resets.
Not yet. We are working on a self-hosted version for enterprise compliance needs. Contact us if that is a requirement.