Crawler Summary

line-client answer-first brief

LINE messaging integration via Chrome extension gateway. Send/read LINE messages, manage contacts, groups, profile, and reactions. Authenticate with QR code login. Provides HMAC-signed API access through the Chrome extension gateway (line-chrome-gw.line-apps.com). --- name: line-client description: LINE messaging integration via Chrome extension gateway. Send/read LINE messages, manage contacts, groups, profile, and reactions. Authenticate with QR code login. Provides HMAC-signed API access through the Chrome extension gateway (line-chrome-gw.line-apps.com). --- LINE Client Skill Full LINE messaging client via the Chrome extension gateway JSON API. Repo & Files - **Repo:** /da Published capability contract available. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 2/24/2026.

Freshness

Last checked 2/24/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

line-client 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

line-client

LINE messaging integration via Chrome extension gateway. Send/read LINE messages, manage contacts, groups, profile, and reactions. Authenticate with QR code login. Provides HMAC-signed API access through the Chrome extension gateway (line-chrome-gw.line-apps.com). --- name: line-client description: LINE messaging integration via Chrome extension gateway. Send/read LINE messages, manage contacts, groups, profile, and reactions. Authenticate with QR code login. Provides HMAC-signed API access through the Chrome extension gateway (line-chrome-gw.line-apps.com). --- LINE Client Skill Full LINE messaging client via the Chrome extension gateway JSON API. Repo & Files - **Repo:** /da

OpenClawself-declared

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 24, 2026

Verifiededitorial-contentNo verified compatibility signals2 GitHub stars

Published capability contract available. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 2/24/2026.

2 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 24, 2026

Vendor

2manslkh

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. 2 GitHub stars reported by the source. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/2manslkh/line-api.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

2manslkh

profilemedium
Observed Feb 24, 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
Adoption (1)

Adoption signal

2 GitHub stars

profilemedium
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

5

Snippets

0

Languages

typescript

Parameters

Executable Examples

python

import json
from pathlib import Path
from src.chrome_client import LineChromeClient

tokens = json.loads((Path.home() / ".line-client" / "tokens.json").read_text())
client = LineChromeClient(auth_token=tokens["auth_token"])

# Send a message
client.send_message("U...", "Hello!")

# Get profile
profile = client.get_profile()

python

from src.hmac import HmacSigner
from src.auth.qr_login import QRLogin
import qrcode

signer = HmacSigner(mode="server")
login = QRLogin(signer)
result = login.run(
    on_qr=lambda url: send_qr_image_to_user(qrcode.make(url)),
    on_pin=lambda pin: send_pin_to_user_IMMEDIATELY(pin),  # TIME SENSITIVE!
    on_status=lambda msg: print(msg),
)
# result.auth_token, result.mid, result.refresh_token

bash

python scripts/qr_login_server.py /tmp/qr.png

python

from src.chrome_client import APIError

try:
    client.send_message(mid, "test")
except APIError as e:
    print(e.code, e.api_message)
    # 10051 = session expired / invalid
    # 10052 = HTTP error from backend
    # 10102 = invalid arguments

text

User's Phone (LINE app)
    ↕ (scan QR / enter PIN)
LINE Servers (line-chrome-gw.line-apps.com)
    ↕ (JSON REST + X-Hmac signing)
LineChromeClient (this repo)
    ↕ (WASM HMAC via Node.js signer)
lstm.wasm + lstmSandbox.js

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

LINE messaging integration via Chrome extension gateway. Send/read LINE messages, manage contacts, groups, profile, and reactions. Authenticate with QR code login. Provides HMAC-signed API access through the Chrome extension gateway (line-chrome-gw.line-apps.com). --- name: line-client description: LINE messaging integration via Chrome extension gateway. Send/read LINE messages, manage contacts, groups, profile, and reactions. Authenticate with QR code login. Provides HMAC-signed API access through the Chrome extension gateway (line-chrome-gw.line-apps.com). --- LINE Client Skill Full LINE messaging client via the Chrome extension gateway JSON API. Repo & Files - **Repo:** /da

Full README

name: line-client description: LINE messaging integration via Chrome extension gateway. Send/read LINE messages, manage contacts, groups, profile, and reactions. Authenticate with QR code login. Provides HMAC-signed API access through the Chrome extension gateway (line-chrome-gw.line-apps.com).

LINE Client Skill

Full LINE messaging client via the Chrome extension gateway JSON API.

Repo & Files

  • Repo: /data/workspace/line-client (github.com/2manslkh/line-api)
  • Main client: src/chrome_client.pyLineChromeClient
  • QR login: src/auth/qr_login.pyQRLogin
  • HMAC signer: src/hmac/signer.js (Node.js, auto-starts on port 18944)
  • Token storage: ~/.line-client/tokens.json
  • Certificate cache: ~/.line-client/sqr_cert
  • WASM files: lstm.wasm + lstmSandbox.js (required, in repo root)

Quick Start

import json
from pathlib import Path
from src.chrome_client import LineChromeClient

tokens = json.loads((Path.home() / ".line-client" / "tokens.json").read_text())
client = LineChromeClient(auth_token=tokens["auth_token"])

# Send a message
client.send_message("U...", "Hello!")

# Get profile
profile = client.get_profile()

Tokens expire in ~7 days. If expired (APIError(10051)), re-run QR login.

QR Login (Authentication)

QR login requires user interaction: scan QR on phone + enter PIN.

from src.hmac import HmacSigner
from src.auth.qr_login import QRLogin
import qrcode

signer = HmacSigner(mode="server")
login = QRLogin(signer)
result = login.run(
    on_qr=lambda url: send_qr_image_to_user(qrcode.make(url)),
    on_pin=lambda pin: send_pin_to_user_IMMEDIATELY(pin),  # TIME SENSITIVE!
    on_status=lambda msg: print(msg),
)
# result.auth_token, result.mid, result.refresh_token

Critical: The PIN must reach the user within ~60 seconds. Send it the instant on_pin fires.

QR Login State Machine

  1. createSession → session ID
  2. createQrCode → callback URL (append ?secret={curve25519_pubkey}&e2eeVersion=1)
  3. checkQrCodeVerified — poll until scan (uses X-Line-Session-ID, no origin header)
  4. verifyCertificate — MUST be called even if it fails (required state transition!)
  5. createPinCode → 6-digit PIN (skip if cert verified in step 4)
  6. checkPinCodeVerified — poll until user enters PIN
  7. qrCodeLoginV2 → JWT token + certificate + refresh token

Server-Side Login Script

python scripts/qr_login_server.py /tmp/qr.png

Emits JSON events on stdout: {"event": "qr", "path": "...", "url": "..."}, {"event": "pin", "pin": "123456"}, {"event": "done", "mid": "U..."}.

All API Methods

Contacts & Friends

| Method | Args | Description | |--------|------|-------------| | get_profile() | — | Get your own profile (displayName, mid, statusMessage, etc.) | | get_contact(mid) | mid: str | Get a single contact's profile | | get_contacts(mids) | mids: list[str] | Get multiple contacts | | get_all_contact_ids() | — | List all friend MIDs | | find_contact_by_userid(userid) | userid: str | Search by LINE ID | | find_and_add_contact_by_mid(mid) | mid: str | Add friend by MID | | find_contacts_by_phone(phones) | phones: list[str] | Search by phone numbers | | add_friend_by_mid(mid) | mid: str | Add friend (RelationService) | | get_blocked_contact_ids() | — | List blocked MIDs | | get_blocked_recommendation_ids() | — | List blocked recommendations | | block_contact(mid) | mid: str | Block a contact | | unblock_contact(mid) | mid: str | Unblock a contact | | block_recommendation(mid) | mid: str | Block a friend suggestion | | update_contact_setting(mid, flag, value) | mid, flag: int, value: str | Update contact setting (e.g. mute) | | get_favorite_mids() | — | List favorited contact MIDs | | get_recommendation_ids() | — | List friend suggestions |

Messages

| Method | Args | Description | |--------|------|-------------| | send_message(to, text, ...) | to: str, text: str, reply_to: str (opt) | Send a text message. Supports replies via reply_to=message_id | | unsend_message(message_id) | message_id: str | Unsend/delete a sent message | | get_recent_messages(chat_id, count=50) | chat_id: str | Get latest messages in a chat | | get_previous_messages(chat_id, end_seq, count=50) | chat_id, end_seq: int | Paginated history (older messages) | | get_messages_by_ids(message_ids) | message_ids: list[str] | Fetch specific messages | | get_message_boxes(count=50) | — | Get chat list with last message (inbox view) | | get_message_boxes_by_ids(chat_ids) | chat_ids: list[str] | Get specific chats with last message | | get_message_read_range(chat_ids) | chat_ids: list[str] | Get read receipt info | | send_chat_checked(chat_id, last_message_id) | chat_id, last_message_id: str | Mark messages as read | | send_chat_removed(chat_id, last_message_id) | chat_id, last_message_id: str | Remove chat from inbox | | send_postback(to, postback_data) | to, postback_data: str | Send postback (bot interactions) |

Chats & Groups

| Method | Args | Description | |--------|------|-------------| | get_chats(chat_ids, with_members=True, with_invitees=True) | chat_ids: list[str] | Get chat/group details | | get_all_chat_mids() | — | List all chat MIDs (groups + invites) | | create_chat(name, target_mids) | name: str, target_mids: list[str] | Create a new group chat | | accept_chat_invitation(chat_id) | chat_id: str | Accept group invite | | reject_chat_invitation(chat_id) | chat_id: str | Reject group invite | | invite_into_chat(chat_id, mids) | chat_id: str, mids: list[str] | Invite users to group | | cancel_chat_invitation(chat_id, mids) | chat_id: str, mids: list[str] | Cancel pending invites | | delete_other_from_chat(chat_id, mids) | chat_id: str, mids: list[str] | Kick members from group | | leave_chat(chat_id) | chat_id: str | Leave a group chat | | update_chat(chat_id, updates) | chat_id: str, updates: dict | Update group name/settings | | set_chat_hidden_status(chat_id, hidden) | chat_id: str, hidden: bool | Archive/unarchive a chat | | get_rooms(room_ids) | room_ids: list[str] | Get legacy room info | | invite_into_room(room_id, mids) | room_id: str, mids: list[str] | Invite to legacy room | | leave_room(room_id) | room_id: str | Leave legacy room |

Reactions

| Method | Args | Description | |--------|------|-------------| | react(message_id, reaction_type) | message_id: str, type: int | React to a message. Types: 2=like, 3=love, 4=laugh, 5=surprised, 6=sad, 7=angry | | cancel_reaction(message_id) | message_id: str | Remove your reaction |

Profile & Settings

| Method | Args | Description | |--------|------|-------------| | update_profile_attributes(attr, value, meta={}) | attr: int, value: str | Update profile. Attrs: 2=DISPLAY_NAME, 16=STATUS_MESSAGE, 4=PICTURE_STATUS | | update_status_message(message) | message: str | Shortcut: update status message | | update_display_name(name) | name: str | Shortcut: update display name | | get_settings() | — | Get all account settings | | get_settings_attributes(attr_bitset) | attr_bitset: int | Get specific settings | | update_settings_attributes(attr_bitset, settings) | attr_bitset: int, settings: dict | Update settings |

Polling & Events

| Method | Args | Description | |--------|------|-------------| | get_last_op_revision() | — | Get latest operation revision number | | fetch_ops(count=50) | — | Fetch pending operations (may long-poll) | | poll() | — | Generator yielding operations as they arrive | | on_message(handler) | handler: Callable(msg, client) | Start polling thread, calls handler on new messages. Op types: 26=SEND_MESSAGE, 27=RECEIVE_MESSAGE | | stop() | — | Stop the polling thread |

Other Services

| Method | Args | Description | |--------|------|-------------| | get_server_time() | — | Get LINE server timestamp | | get_configurations() | — | Get server configurations | | get_rsa_key_info() | — | Get RSA key for auth | | issue_channel_token(channel_id) | channel_id: str | Issue channel token (LINE Login/LIFF) | | get_buddy_detail(mid) | mid: str | Get official account info | | report_abuse(mid, category=0, reason="") | mid: str | Report a user | | add_friend_by_mid(mid) | mid: str | Add friend (RelationService) | | logout() | — | Logout and invalidate token |

MID Format

LINE identifies entities by MID:

  • U... or u... → User (toType=0)
  • C... or c... → Group chat (toType=2)
  • R... or r... → Room (toType=1)

The client auto-detects toType from the MID prefix when sending messages.

HMAC Signing

All API calls require X-Hmac header. The WASM signer handles this automatically:

  • Derives key from version "3.7.1" + access token via proprietary KDF (in lstm.wasm)
  • Signs path + body → base64 → X-Hmac
  • Server mode: ~13ms/sign (Node.js HTTP server on port 18944, auto-started)
  • Subprocess mode: ~2s/sign (fallback)

Error Handling

from src.chrome_client import APIError

try:
    client.send_message(mid, "test")
except APIError as e:
    print(e.code, e.api_message)
    # 10051 = session expired / invalid
    # 10052 = HTTP error from backend
    # 10102 = invalid arguments

Architecture

User's Phone (LINE app)
    ↕ (scan QR / enter PIN)
LINE Servers (line-chrome-gw.line-apps.com)
    ↕ (JSON REST + X-Hmac signing)
LineChromeClient (this repo)
    ↕ (WASM HMAC via Node.js signer)
lstm.wasm + lstmSandbox.js

The Chrome Gateway translates JSON ↔ Thrift internally. We never deal with Thrift binary — everything is clean JSON.

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/2manslkh-line-api/snapshot"
curl -s "https://xpersona.co/api/v1/agents/2manslkh-line-api/contract"
curl -s "https://xpersona.co/api/v1/agents/2manslkh-line-api/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/2manslkh/line-api#input",
  "outputSchemaRef": "https://github.com/2manslkh/line-api#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:41:27.167Z",
  "sourceUpdatedAt": "2026-02-24T19:41:27.167Z",
  "freshnessSeconds": 4420080
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/2manslkh-line-api/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/2manslkh-line-api/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/2manslkh-line-api/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/2manslkh-line-api/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/2manslkh-line-api/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/2manslkh-line-api/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-16T23:29:27.764Z"
    }
  },
  "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": "qr",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "replies",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:qr|supported|profile capability:replies|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": "2manslkh",
    "href": "https://github.com/2manslkh/line-api",
    "sourceUrl": "https://github.com/2manslkh/line-api",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "2 GitHub stars",
    "href": "https://github.com/2manslkh/line-api",
    "sourceUrl": "https://github.com/2manslkh/line-api",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/2manslkh-line-api/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/2manslkh-line-api/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:41:27.167Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/2manslkh-line-api/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/2manslkh-line-api/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:41:27.167Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/2manslkh/line-api#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/2manslkh-line-api/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:41:27.167Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/2manslkh-line-api/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/2manslkh-line-api/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",
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]

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