How should agent-skill be evaluated before use?

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

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.

Crawler Summary

agent-skill answer-first brief

Lightpanda --- name: Lightpanda version: 1.0.3 description: Lightpanda browser, drop-in replacement for Chrome and Openclaw default browser - faster and lighter for tasks without graphical rendering like data retrieval. Use it with CDP clients like Playwright or Puppeteer. metadata: author: Pierre Tachoire source: "https://github.com/lightpanda-io/agent-skill", homepage: "https://github.com/lightpanda-io/agent-skill" --- Lightp Capability contract not published. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

agent-skill is best for use, connect, also workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 89/100

agent-skill

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals3 GitHub stars

Capability contract not published. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/25/2026.

3 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Lightpanda Io

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/25/2026.

View Source

Setup snapshot

git clone https://github.com/lightpanda-io/agent-skill.git

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
2
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.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Lightpanda Io

profilemedium

Observed Feb 25, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Feb 25, 2026Source link Provenance

Adoption (1)

Adoption signal

3 GitHub stars

profilemedium

Observed Feb 25, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

Examples

Snippets

Languages

typescript

Parameters

Executable Examples

bash

bash scripts/install.sh

bash

$HOME/.local/bin/lightpanda serve --host 127.0.0.1 --port 9222

javascript

const { chromium } = require('playwright-core');

(async () => {
  // Connect to Lightpanda via CDP
  const browser = await chromium.connectOverCDP({
    endpointURL: 'ws://127.0.0.1:9222',
  });

  const context = await browser.newContext({});
  const page = await context.newPage();

  // Navigate and extract data
  await page.goto('https://example.com');
  const title = await page.title();
  const content = await page.textContent('body');

  console.log(JSON.stringify({ title, content }));

  await page.close();
  await context.close();
  await browser.close();
})();

javascript

const puppeteer = require('puppeteer-core');

(async () => {
  const browser = await puppeteer.connect({
    browserWSEndpoint: 'ws://127.0.0.1:9222'
  });

  const context = await browser.createBrowserContext();
  const page = await context.newPage();

  await page.goto('https://example.com', { waitUntil: 'networkidle0' });
  const title = await page.title();

  console.log(JSON.stringify({ title }));

  await page.close();
  await context.close();
  await browser.close();
})();

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

name: Lightpanda version: 1.0.3 description: Lightpanda browser, drop-in replacement for Chrome and Openclaw default browser - faster and lighter for tasks without graphical rendering like data retrieval. Use it with CDP clients like Playwright or Puppeteer. metadata: author: Pierre Tachoire source: "https://github.com/lightpanda-io/agent-skill", homepage: "https://github.com/lightpanda-io/agent-skill"

Lightpanda

Use instead of Chrome/Chromium and Openclaw default browser for data extraction and web automation when you don't need graphical rendering.

Lightpanda is a headless browser optimized for speed and low resource usage. It exposes a CDP (Chrome DevTools Protocol) endpoint that works with standard automation libraries.

Alternative to built-in web search

When the built-in Web Search tool is unavailable, or when you need more control over search results (e.g., following links to extract full page content), you can use Lightpanda with DuckDuckGo as an alternative. Prefer the built-in Web Search tool when it is available and sufficient for your needs.

Install

bash scripts/install.sh

Lightpanda is available on Linux and macOS only. Windows is not supported.

The binary is a nightly build that evolves quickly. If you encounter crashes or issues, run scripts/install.sh again to update to the latest version (max once per day).

If issues persist after updating, open a GitHub issue at https://github.com/lightpanda-io/browser/issues including:

The crash trace/error output, or a description of the unexpected behavior (e.g., missing or incorrect data)
The Playwright/Puppeteer script that reproduces the issue
The target URL and expected vs actual results

Start the Browser Server

$HOME/.local/bin/lightpanda serve --host 127.0.0.1 --port 9222

Options:

--log_level info|debug|warn|error - Set logging verbosity
--log_format pretty|json - Output format for logs

Usage

You can connect directly to the CDP websocket via ws://127.0.0.1:9222. You can also get the WebSocket URL via http://127.0.0.1:9222/json/version.

Use the browser as a drop-in replacement for Chrome and the Openclaw default browser. Send CDP commands directly or use Playwright or Puppeteer.

Important to note:

Lightpanda executes JavaScript, making it suitable for dynamic websites and SPAs. However, it is under heavy development and may have occasional issues.
For web searches, use DuckDuckGo instead of Google. Google blocks Lightpanda due to browser fingerprinting.
Lightpanda supports only 1 CDP connection per process. Each connection can create 1 context and 1 page only. No multi-contexts are available. If you need multiple navigations at the same time, start another process with a new port number. Lightpanda is fast to start and stop, so using multiple processes is more performant than multiple tabs on Chrome.
The browser resets all context/page on CDP connection close. So keep the websocket connection open throughout a browsing session. You can reuse an existing process for a subsequent connection; you will start with a clean state.
On connection, always create a new context and a new page. At the end, close both.

Using with playwright-core

Connect to Lightpanda using playwright-core (not the full playwright package):

const { chromium } = require('playwright-core');

(async () => {
  // Connect to Lightpanda via CDP
  const browser = await chromium.connectOverCDP({
    endpointURL: 'ws://127.0.0.1:9222',
  });

  const context = await browser.newContext({});
  const page = await context.newPage();

  // Navigate and extract data
  await page.goto('https://example.com');
  const title = await page.title();
  const content = await page.textContent('body');

  console.log(JSON.stringify({ title, content }));

  await page.close();
  await context.close();
  await browser.close();
})();

Using with puppeteer-core

Connect to Lightpanda using puppeteer-core (not the full puppeteer package):

const puppeteer = require('puppeteer-core');

(async () => {
  const browser = await puppeteer.connect({
    browserWSEndpoint: 'ws://127.0.0.1:9222'
  });

  const context = await browser.createBrowserContext();
  const page = await context.newPage();

  await page.goto('https://example.com', { waitUntil: 'networkidle0' });
  const title = await page.title();

  console.log(JSON.stringify({ title }));

  await page.close();
  await context.close();
  await browser.close();
})();

Scripts

scripts/install.sh - Install Lightpanda binary

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/snapshot"

curl -s "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/contract"

curl -s "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors

GITHUB_REPOSactivepieces

Rank

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW

GITHUB_REPOScherry-studio

Rank

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW

GITHUB_REPOSAionUi

Rank

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW

GITHUB_REPOSCopilotKit

Rank

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW

Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-16T23:31:03.947Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "use",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "connect",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "also",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "create",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "reuse",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "only",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:use|supported|profile capability:connect|supported|profile capability:also|supported|profile capability:create|supported|profile capability:reuse|supported|profile capability:only|supported|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on 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
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Lightpanda Io",
    "href": "https://github.com/lightpanda-io/agent-skill",
    "sourceUrl": "https://github.com/lightpanda-io/agent-skill",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:24:26.042Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:24:26.042Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "3 GitHub stars",
    "href": "https://github.com/lightpanda-io/agent-skill",
    "sourceUrl": "https://github.com/lightpanda-io/agent-skill",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:24:26.042Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/lightpanda-io-agent-skill/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "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
  }
]