Crawdad sits in that gap. Every decision your agent makes — visible. Every threat — blocked. One proxy. One env var. Nothing leaves your machine. Works with OpenClaw, Claude Code, OpenAI, LangChain, CrewAI, AutoGen, Gemini, and Grok.
Every developer using AI agents today faces the same four problems. You've probably felt all of them.
Your agent made dozens of decisions. Which files did it read? Which tools did it call? Which servers did it connect to? Right now you have no way to know — unless something already went wrong.
41,902 MCP servers exist. 99.5% fail basic security grading. 341 malicious ClawHub skills were discovered in 2026. Your agent may have connected to one today — silently, without your knowledge.
$180 last month. Which sessions? Which agents? Which tool calls? Without visibility into your agent's decisions, cost optimization is guesswork. You can't fix what you can't see.
No audit trail. No decision log. No way to replay what happened. When an agent does something unexpected, you're left guessing. Your users, your team, and your security reviewer all want answers you don't have.
Crawdad sits between your agent and the outside world. Set one environment variable. Your agent runs exactly as before — except now every decision is recorded, every threat is blocked, and you have complete visibility and control.
Works with OpenClaw, Claude Code, OpenAI, LangChain, CrewAI, AutoGen, Gemini, Grok — any framework. No code changes.
Every session runs through a complete security stack. Here's what each layer does and what it protects you from.
Cryptographic identity for every agent. Detects impersonation attempts by compromised MCP servers mid-session.
Detects prompt injection in both directions — 27 pattern categories with structural deobfuscation.
Define what's permitted, what requires approval, and what's blocked. Shell execution, file writes, external APIs.
Signs and chains every memory entry. Detects planted false context and quarantines tampered entries.
Verifies cryptographic hash of every MCP server and OpenClaw skill before execution. Modified skills are blocked.
Detects data exfiltration, blocks PII leakage, validates trust boundaries between agents.
Detects and redacts 15 PII categories. Signed compliance reports for SOC 2, GDPR, HIPAA.
Zero-knowledge by architecture — raw content never reaches our servers.
One env var. No changes to your existing setup. Works with every major agent framework.
OpenClaw gives your agent superpowers. Crawdad tells you what it did with them — and stops the 36% of ClawHub skills that contain prompt injection.
Claude Code sessions can run for hours. Crawdad records every decision — every file touched, every tool called, every MCP server connected.
GPT-4o, Gemini, Grok? Crawdad supports all major providers. LangChain, CrewAI, AutoGen — if it makes API calls, Crawdad monitors it.
| Capability | Crawdad | DefenseClaw | LangSmith | HiddenLayer |
|---|---|---|---|---|
| Local-first, zero-knowledge | ✓ | ✗ | ✗ | ✗ |
| No code changes required | ✓ | ✗ | ✗ | ✓ |
| Works with any framework | ✓ | ✗ | ✓ | ✗ |
| MCP server validation | ✓ | ✓ | ✗ | ✗ |
| Session timeline dashboard | ✓ | ✗ | ✓ | ✗ |
| Security score per session | ✓ | ✗ | ✗ | ✗ |
| Free tier | ✓ | ✗ | ✓ | ✗ |
| OpenClaw integration | ✓ | ✗ | ✗ | ✗ |
Cisco's DefenseClaw is excellent for enterprises. Crawdad is for developers who want visibility and protection today, free, with nothing leaving their machine.
The current version shows you what your agent did and blocks threats. Next: understand its reasoning, correct it mid-run, and test alternative decisions.
See not just what your agent did, but why. The full reasoning chain in plain English.
Fork any decision point, run alternative paths, compare outcomes. Like git branches for agent decisions.
Interrupt your agent mid-run, clarify intent, redirect reasoning. Real-time human control.
Ask questions across all sessions. Natural language queries over your complete agent history.
Get early access as each feature ships. Get your free API key →
Every plan includes the full sidecar — all 7 security pillars, session timeline, MCP validation, security scores. No feature gating on the core product.
Enterprise — Dedicated infrastructure, VPC, on-premise, FedRAMP pathway. From $3,000/month.
Government & Defense — Air-gapped, data sovereignty, formal compliance support. From $50,000/year.
Contact andrew@getcrawdad.dev →
Get your free API key. Install the sidecar. Run your agent. Open localhost:7750. You'll see things you've never seen before.
Free forever. No credit card. Apache 2.0. Nothing leaves your machine.