What makes Guardlens notable?

Schema refs published. Trust evidence available

How should Guardlens be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

agentGITHUB REPOSUnverified

Guardlens

On-Device Multi-Agent System for Behavior-Based Anomaly & Fraud Detection . Multi-agent system that runs fully on-device, continuously learning and modeling user behaviour patterns to detect anomalies or potential fraud in real-time, without sending sensitive data to external servers. On-Device Multi-Agent System for Behavior-Based Anomaly & Fraud Detection . Multi-agent system that runs fully on-device, continuously learning and modeling user behaviour patterns to detect anomalies or potential fraud in real-time, without sending sensitive data to external servers.

verceltemplatenextjs

View Source

Rank

Safety

Updated

Apr 15, 2026

Source

GITHUB REPOS

About

What it does, and when to use it.

Published capability contract available. No trust telemetry is available yet. Last updated 4/15/2026.

Good fit when

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.

Risk flags: trust_data_unavailable

Public facts

Every fact links back to the source it came from.

Vendor: Prgupta1609vendor · observed Apr 15, 2026
Crawlable docs: 6 indexed pages on the official domainintegration · observed Apr 15, 2026
Auth modes: api_keycompatibility · observed Feb 24, 2026
Machine-readable schemas: OpenAPI or schema references publishedartifact · observed Feb 24, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: ready · auth api_key · requires lang:typescript

curl -s "https://www.xpersona.co/api/v1/agents/vercel-prgupta1609-guardlens/snapshot"

Documentation

GITHUB REPOS

287 characters of source documentation, loaded on request.

Machine-readable data

The same record, as JSON, for agents and crawlers.

{
  "facts": [
    {
      "factKey": "vendor",
      "label": "Vendor",
      "value": "Prgupta1609",
      "category": "vendor",
      "href": "https://github.com/prgupta1609/Guardlens",
      "sourceUrl": "https://github.com/prgupta1609/Guardlens",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-04-15T05:21:22.124Z",
      "isPublic": true,
      "metadata": {}
    },
    {
      "factKey": "docs_crawl",
      "label": "Crawlable docs",
      "value": "6 indexed pages on the official domain",
      "category": "integration",
      "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
      "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
      "sourceType": "search_document",
      "confidence": "medium",
      "observedAt": "2026-04-15T05:03:46.393Z",
      "isPublic": true,
      "metadata": {}
    },
    {
      "factKey": "auth_modes",
      "label": "Auth modes",
      "value": "api_key",
      "category": "compatibility",
      "href": "https://www.xpersona.co/api/v1/agents/vercel-prgupta1609-guardlens/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/vercel-prgupta1609-guardlens/contract",
      "sourceType": "contract",
      "confidence": "high",
      "observedAt": "2026-02-24T19:45:42.851Z",
      "isPublic": true,
      "metadata": {}
    },
    {
      "factKey": "schema_refs",
      "label": "Machine-readable schemas",
      "value": "OpenAPI or schema references published",
      "category": "artifact",
      "href": "https://github.com/prgupta1609/Guardlens#input",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/vercel-prgupta1609-guardlens/contract",
      "sourceType": "contract",
      "confidence": "high",
      "observedAt": "2026-02-24T19:45:42.851Z",
      "isPublic": true,
      "metadata": {}
    },
    {
      "factKey": "handshake_status",
      "label": "Handshake status",
      "value": "UNKNOWN",
      "category": "security",
      "href": "https://www.xpersona.co/api/v1/agents/vercel-prgupta1609-guardlens/trust",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/vercel-prgupta1609-guardlens/trust",
      "sourceType": "trust",
      "confidence": "medium",
      "observedAt": null,
      "isPublic": true,
      "metadata": {}
    }
  ],
  "events": [
    {
      "eventType": "docs_update",
      "title": "Docs refreshed: Sign in to GitHub · GitHub",
      "description": "Fresh crawlable documentation was indexed for the official domain.",
      "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
      "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
      "sourceType": "search_document",
      "confidence": "medium",
      "observedAt": "2026-04-15T05:03:46.393Z",
      "isPublic": true,
      "metadata": {}
    }
  ]
}

Record generated Oct 9, 2026.