AI That Checks Itself
A behavioral governance layer for AI assistants. Catches hallucinations, inconsistencies, and tone drift before they become problems.
What It Catches
Real-time detection of common AI failure modes
Intent Routing
Confidence-based routing with multi-intent detection. High-confidence requests go directly to tools. Ambiguous requests route through the intent classifier.
Observability
OpenTelemetry tracing across all stages. Track routing decisions, tool execution, and policy evaluations.
Hallucination Detection
Catches fabricated statistics, false personal experiences, and unsupported claims before they reach users.
Inconsistency Checking
Detects contradictions with earlier messages, sudden advice reversals, and logical incoherence.
Unsafe Reasoning Detection
Catches clinical overreach, harmful advice, and shame-inducing language in sensitive contexts.
Package Validation
Prevents installation of hallucinated, typo'd, or malicious packages across npm, PyPI, Maven, and more.
Security Scanning
Detects SQL injection, XSS, hardcoded secrets, and other vulnerabilities in AI-generated code.
Brainstorm Mode
Think through technical decisions with a dev thinking partner. "Help me decide: Redis vs Memcached?"
Get Started in 60 Seconds
Add CouchLoop EQ to any MCP-compatible client
💬 ChatGPT
Open ChatGPT Settings
Go to Settings -> Developer Settings -> MCP Servers
Add the MCP Server URL
Click "Add MCP Server" and paste this URL:
Start Chatting
That's it! No auth required - uses session-based isolation.
🤖 Claude Desktop
Option A — Remote (easiest): Add to ~/Library/Application Support/Claude/claude_desktop_config.json:
Option B — Local (via npm):
Restart Claude and try: "Start a daily reflection session"
📝 VS Code
Add to your .vscode/settings.json or User Settings:
Works with GitHub Copilot Chat in agent mode.
⚡ Cursor, Windsurf & Others
Any MCP-compatible client can connect using:
| URL | https://mcp.couchloop.com/mcp |
| Transport | streamable-http |
| Auth | None required |
📦 Install via npm
Run locally with stdio transport. Sessions persist to ~/.couchloop-mcp/identity.json.
10
Primary Tools
1
Intent Router
50+
Phrase Patterns
<200ms
Routing Time
