Crawler Summary

clawdscan answer-first brief

Diagnose Clawdbot/OpenClaw health — session bloat, zombies, stale files, AND skill dependency validation. Zero dependencies, single Python file. --- name: clawdscan version: 0.3.0 description: "Diagnose Clawdbot/OpenClaw health — session bloat, zombies, stale files, AND skill dependency validation. Zero dependencies, single Python file." user-invocable: true metadata: openclaw: emoji: "🔍" requires: bins: ["python3"] --- ClawdScan — Session Health Analyzer 🔍 Diagnose bloat, find zombies, reclaim disk space ClawdScan is a zero-dependency Python CLI that analy Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Freshness

Last checked 3/1/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

clawdscan is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 89/100

clawdscan

Diagnose Clawdbot/OpenClaw health — session bloat, zombies, stale files, AND skill dependency validation. Zero dependencies, single Python file. --- name: clawdscan version: 0.3.0 description: "Diagnose Clawdbot/OpenClaw health — session bloat, zombies, stale files, AND skill dependency validation. Zero dependencies, single Python file." user-invocable: true metadata: openclaw: emoji: "🔍" requires: bins: ["python3"] --- ClawdScan — Session Health Analyzer 🔍 Diagnose bloat, find zombies, reclaim disk space ClawdScan is a zero-dependency Python CLI that analy

OpenClawself-declared

Public facts

6

Change events

1

Artifacts

0

Freshness

Mar 1, 2026

Verifiededitorial-contentNo verified compatibility signals

Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Mar 1, 2026

Vendor

Jugaad Lab

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

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

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Setup snapshot

git clone https://github.com/jugaad-lab/clawdscan.git
  1. 1

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

  2. 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

Jugaad Lab

profilemedium
Observed Mar 1, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 24, 2026Source linkProvenance

Auth modes

api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

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

Self-declaredagent-index

Artifacts Archive

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

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

clawdbot skill install clawdscan

bash

chmod +x clawdscan.py
./clawdscan.py --help

bash

# Full health scan
clawdscan scan

# Top 10 largest sessions
clawdscan top -n 10

# Clean up zombie sessions
clawdscan clean --zombies --execute

# View recent trends
clawdscan history --days 7

bash

clawdscan scan [--json output.json]

# Examples
clawdscan scan                    # Console output
clawdscan scan --json report.json # Save as JSON

bash

clawdscan top [-n COUNT] [--sort {size|messages}]

# Examples
clawdscan top                     # Top 15 by size
clawdscan top -n 20               # Top 20 by size
clawdscan top --sort messages     # Top 15 by message count
clawdscan top -n 10 --sort messages # Top 10 by messages

bash

clawdscan inspect <session-id>

# Example
clawdscan inspect chhotu-agent-20240109

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Diagnose Clawdbot/OpenClaw health — session bloat, zombies, stale files, AND skill dependency validation. Zero dependencies, single Python file. --- name: clawdscan version: 0.3.0 description: "Diagnose Clawdbot/OpenClaw health — session bloat, zombies, stale files, AND skill dependency validation. Zero dependencies, single Python file." user-invocable: true metadata: openclaw: emoji: "🔍" requires: bins: ["python3"] --- ClawdScan — Session Health Analyzer 🔍 Diagnose bloat, find zombies, reclaim disk space ClawdScan is a zero-dependency Python CLI that analy

Full README

name: clawdscan version: 0.3.0 description: "Diagnose Clawdbot/OpenClaw health — session bloat, zombies, stale files, AND skill dependency validation. Zero dependencies, single Python file." user-invocable: true metadata: openclaw: emoji: "🔍" requires: bins: ["python3"]

ClawdScan — Session Health Analyzer

🔍 Diagnose bloat, find zombies, reclaim disk space

ClawdScan is a zero-dependency Python CLI that analyzes Clawdbot/OpenClaw session JSONL files to identify bloated sessions, zombies, stale files, and provides actionable cleanup recommendations.

Features

  • Session Health Analysis - Detect bloated sessions, high message counts, disk usage patterns
  • Zombie Detection - Find sessions created but never used
  • Stale Session Identification - Identify sessions inactive for configurable periods
  • Tool Usage Analytics - Track which tools are being used and how frequently
  • Model Usage Patterns - Monitor model switching and usage trends
  • Disk Space Management - Breakdown of storage usage by agent and session
  • Automatic Cleanup - Safe archive and deletion of problematic sessions
  • Trend Tracking - Historical analysis of session health over time
  • Heartbeat Integration - Automated monitoring and alerts

Installation

As Clawdbot Skill

clawdbot skill install clawdscan

Standalone

chmod +x clawdscan.py
./clawdscan.py --help

Quick Start

# Full health scan
clawdscan scan

# Top 10 largest sessions
clawdscan top -n 10

# Clean up zombie sessions
clawdscan clean --zombies --execute

# View recent trends
clawdscan history --days 7

Commands

scan - Full Health Scan

Comprehensive analysis of all Clawdbot sessions.

clawdscan scan [--json output.json]

# Examples
clawdscan scan                    # Console output
clawdscan scan --json report.json # Save as JSON

Output includes:

  • Total sessions and disk usage
  • Bloated sessions (>1MB or >300 messages)
  • Zombie sessions (created but unused)
  • Stale sessions (inactive >7 days)
  • Top sessions by size and messages
  • Cleanup recommendations

top - Top Sessions

Show largest sessions by size or message count.

clawdscan top [-n COUNT] [--sort {size|messages}]

# Examples
clawdscan top                     # Top 15 by size
clawdscan top -n 20               # Top 20 by size
clawdscan top --sort messages     # Top 15 by message count
clawdscan top -n 10 --sort messages # Top 10 by messages

inspect - Deep Session Analysis

Detailed analysis of a specific session.

clawdscan inspect <session-id>

# Example
clawdscan inspect chhotu-agent-20240109

Shows:

  • Session metadata (created, last activity, size)
  • Message count breakdown by type
  • Tool usage within the session
  • Model usage patterns
  • Large messages or potential issues

tools - Tool Usage Analytics

Aggregate statistics across all sessions.

clawdscan tools

Analysis includes:

  • Most frequently used tools
  • Tool usage by agent
  • Average tool call frequency
  • Tools that may be causing bloat

models - Model Usage Patterns

Track model usage and switching patterns.

clawdscan models

Shows:

  • Model usage distribution
  • Model switching frequency
  • Cost implications (if token data available)
  • Model preference by agent

disk - Storage Analysis

Breakdown of disk usage by agent and session type.

clawdscan disk

Provides:

  • Total storage usage
  • Usage by agent
  • Largest directories
  • Growth trends
  • Cleanup potential

clean - Session Cleanup

Safe cleanup of problematic sessions with preview mode.

clawdscan clean [--zombies] [--stale-days N] [--execute]

# Examples
clawdscan clean --zombies           # Preview zombie cleanup
clawdscan clean --zombies --execute # Execute zombie cleanup
clawdscan clean --stale-days 28     # Preview cleanup of 28+ day old sessions
clawdscan clean --stale-days 28 --execute # Execute stale cleanup

Safety features:

  • Preview mode by default (no destructive actions)
  • Backup creation before deletion
  • Confirmation prompts for large cleanups
  • Detailed logs of all actions

history - Trend Analysis (New)

View session health trends over time.

clawdscan history [--days N]

# Examples
clawdscan history               # Last 30 days
clawdscan history --days 7     # Last week
clawdscan history --days 90    # Last 3 months

Tracks:

  • Session count over time
  • Storage growth trends
  • Bloat accumulation patterns
  • Cleanup effectiveness

Configuration

Environment Variables

  • CLAWDBOT_DIR - Override default Clawdbot directory
  • NO_COLOR - Disable colored output

Thresholds (customizable in skill.json)

  • Bloat Size: 1 MB (sessions larger than this)
  • Bloat Messages: 300 messages
  • Stale Threshold: 7 days without activity
  • Zombie Threshold: 48 hours created but unused

Heartbeat Integration

ClawdScan can run automatically as part of Clawdbot's heartbeat system:

### In HEARTBEAT.md
- Check session health every 6 hours
- Alert if >5 bloated sessions found
- Alert if total usage >100MB
- Auto-cleanup zombies (if enabled)

Heartbeat Configuration

{
  "heartbeat": {
    "enabled": true,
    "interval": "6h",
    "auto_cleanup": false,
    "alert_thresholds": {
      "bloated_sessions": 5,
      "total_size": "100MB"
    }
  }
}

Output Examples

Scan Output

🔍 ClawdScan v0.1.0 — Clawdbot Session Health Analysis
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📊 Overview
  Total Sessions: 42
  Total Size: 23.4 MB
  Agents: main(38), dj(4)

⚠️  Issues Found
  🔥 Bloated: 3 sessions (>1MB or >300 msgs)
  💀 Zombies: 2 sessions (created but unused)  
  🗓️  Stale: 7 sessions (inactive >7 days)

🔝 Top Sessions by Size
  1. main-20240108-143022  4.2 MB  (1,247 msgs)
  2. main-20240107-091534  2.8 MB  (892 msgs)
  3. dj-20240105-220145    1.9 MB  (734 msgs)

💡 Recommendations
  • Archive 2 zombie sessions → save 145 KB
  • Clean 7 stale sessions → save 3.2 MB
  • Consider shorter session lifetimes

History Output

📈 Session Health Trends (Last 30 Days)

Week 1 (Jan 1-7):   12 sessions,  8.4 MB
Week 2 (Jan 8-14):  18 sessions, 15.7 MB  📈 +87% growth
Week 3 (Jan 15-21): 22 sessions, 19.3 MB  📈 +23% growth  
Week 4 (Jan 22-28): 28 sessions, 23.4 MB  📈 +21% growth

🔥 Bloat Trend: 0 → 1 → 2 → 3 sessions
💀 Zombie Trend: 1 → 1 → 2 → 2 sessions

💡 Growth Rate: +38% sessions/week, +44% storage/week

Troubleshooting

Common Issues

"No sessions found"

  • Check --dir parameter points to correct Clawdbot directory
  • Verify sessions exist in agents/*/sessions/

"Permission denied"

  • Ensure read access to ~/.clawdbot directory
  • Check file ownership and permissions

"JSON parsing error"

  • Some session files may be corrupted
  • Use --verbose flag for detailed error info

Debug Mode

clawdscan scan --verbose --debug

Integration Examples

Cron Job

# Daily health check at 2 AM
0 2 * * * /usr/local/bin/clawdscan scan --json /var/log/clawdscan.json

Shell Script

#!/bin/bash
# Weekly cleanup script
clawdscan clean --zombies --execute
clawdscan clean --stale-days 14 --execute
clawdscan scan --json /var/log/weekly-scan.json

Python Integration

import subprocess
import json

# Run scan and get JSON output
result = subprocess.run(['clawdscan', 'scan', '--json', '/tmp/scan.json'])
with open('/tmp/scan.json') as f:
    data = json.load(f)
    
# Process results
if data['bloated_sessions'] > 5:
    notify_admin("ClawdBot cleanup needed")

Development

Adding New Commands

  1. Add command handler to clawdscan.py
  2. Update skill.json tools array
  3. Add documentation to SKILL.md
  4. Update --help text

Contributing

  • Follow existing code style
  • Add tests for new features
  • Update documentation
  • Ensure backward compatibility

License

MIT License - see LICENSE file for details.

Support

Contract & API

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

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

api_key

Streaming

No

Data region

global

Protocol support

OpenClaw: self-declared

Requires: openclew, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/snapshot"
curl -s "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/contract"
curl -s "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/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

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

70

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

70

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

70

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

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "api_key"
  ],
  "requires": [
    "openclew",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/jugaad-lab/clawdscan#input",
  "outputSchemaRef": "https://github.com/jugaad-lab/clawdscan#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:42:09.764Z",
  "sourceUpdatedAt": "2026-02-24T19:42:09.764Z",
  "freshnessSeconds": 4424140
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T00:37:50.141Z"
    }
  },
  "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": "is",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "clawdscan",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "top",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "clean",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "history",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "comprehensive",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "scan",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "inspect",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "tools",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "models",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "disk",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "can",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "output",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "v0",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "and",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:is|supported|profile capability:clawdscan|supported|profile capability:top|supported|profile capability:clean|supported|profile capability:history|supported|profile capability:comprehensive|supported|profile capability:scan|supported|profile capability:inspect|supported|profile capability:tools|supported|profile capability:models|supported|profile capability:disk|supported|profile capability:can|supported|profile capability:output|supported|profile capability:v0|supported|profile capability:and|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": "Jugaad Lab",
    "href": "https://github.com/jugaad-lab/clawdscan",
    "sourceUrl": "https://github.com/jugaad-lab/clawdscan",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-03-01T06:03:42.230Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:42:09.764Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:42:09.764Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/jugaad-lab/clawdscan#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:42:09.764Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/jugaad-lab-clawdscan/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
  }
]

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