Crawler Summary

miaw-mcp-server answer-first brief

MCP Server for Salesforce Enhanced Chat (MIAW) API - enables AI agents to interact with Salesforce messaging Salesforce MIAW MCP Server Connect ChatGPT to your Salesforce Enhanced Chat (MIAW - Messaging for In-App and Web) so your AI assistant can seamlessly hand off conversations to Salesforce agents (both Agentforce bots and human agents). 🎯 What This Does This MCP (Model Context Protocol) server enables ChatGPT to: - Start messaging sessions with Salesforce agents - Send and receive messages in real-time - Handle transf Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

miaw-mcp-server 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

Agent DossierGitHubSafety: 100/100

miaw-mcp-server

MCP Server for Salesforce Enhanced Chat (MIAW) API - enables AI agents to interact with Salesforce messaging Salesforce MIAW MCP Server Connect ChatGPT to your Salesforce Enhanced Chat (MIAW - Messaging for In-App and Web) so your AI assistant can seamlessly hand off conversations to Salesforce agents (both Agentforce bots and human agents). 🎯 What This Does This MCP (Model Context Protocol) server enables ChatGPT to: - Start messaging sessions with Salesforce agents - Send and receive messages in real-time - Handle transf

MCPverified

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal1 GitHub stars

Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.

1 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Skyrmionz

Artifacts

0

Benchmarks

0

Last release

1.0.0

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

Setup snapshot

git clone https://github.com/skyrmionz/miaw-mcp-server.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  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

Skyrmionz

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, 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

1 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 MCP

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Executable Examples

text

cd miaw-mcp-server
git init
heroku git:remote -a chatgpt-components
git add .
git commit -am "(enter your comment here)"
git push heroku main

text

Key: MCP_TRANSPORT | Value: http
Key: MIAW_ES_DEVELOPER_NAME | Value: (Your Embedded Service Deployment API Name)
Key: MIAW_ORG_ID | Value: (Your Org ID)
Key: MIAW_SCRT_URL | Value: (Your Org's SCRT URL)

mermaid

sequenceDiagram
    User->>ChatGPT: "I need help with my order"
    ChatGPT->>MCP Server: generate_guest_access_token()
    MCP Server->>Salesforce: Request access token
    Salesforce-->>MCP Server: Access token
    MCP Server-->>ChatGPT: sessionId
    ChatGPT->>MCP Server: create_conversation(sessionId)
    MCP Server->>Salesforce: Create conversation
    Salesforce-->>MCP Server: conversationId
    ChatGPT->>MCP Server: list_conversation_entries(sessionId, conversationId)
    MCP Server->>Salesforce: Poll for messages (every 500ms, up to 25s)
    Salesforce-->>MCP Server: Chatbot greeting
    MCP Server-->>ChatGPT: "Hi! How can I help?" + _roleInfo.isLiveAgent=false
    ChatGPT->>User: "Hi! How can I help?"
    User->>ChatGPT: "Connect me to a live agent"
    ChatGPT->>MCP Server: send_message(sessionId, conversationId, text)
    MCP Server->>Salesforce: Send message + Route to agent
    ChatGPT->>MCP Server: list_conversation_entries(sessionId, conversationId)
    MCP Server->>Salesforce: Poll for agent response
    Salesforce-->>MCP Server: Live agent greeting + _roleInfo.isLiveAgent=true
    MCP Server-->>ChatGPT: Agent name + isLiveAgent=true
    ChatGPT->>MCP Server: show_salesforce_chat(sessionId, conversationId, agentName)
    MCP Server-->>ChatGPT: Live Chat Widget displayed
    Note over User,ChatGPT: User now chats directly in widget

bash

# Install dependencies
npm install

# Set environment variables
cp .env.example .env
# Edit .env with your Salesforce credentials

# Build
npm run build

# Run locally (stdio mode for testing with Claude Desktop)
npm start

# Or run HTTP mode (for testing with curl)
MCP_TRANSPORT=http PORT=3000 node dist/index.js

bash

curl http://localhost:3000/

bash

curl -X POST http://localhost:3000/mcp \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'

Docs & README

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

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

MCP Server for Salesforce Enhanced Chat (MIAW) API - enables AI agents to interact with Salesforce messaging Salesforce MIAW MCP Server Connect ChatGPT to your Salesforce Enhanced Chat (MIAW - Messaging for In-App and Web) so your AI assistant can seamlessly hand off conversations to Salesforce agents (both Agentforce bots and human agents). 🎯 What This Does This MCP (Model Context Protocol) server enables ChatGPT to: - Start messaging sessions with Salesforce agents - Send and receive messages in real-time - Handle transf

Full README

Salesforce MIAW MCP Server

Connect ChatGPT to your Salesforce Enhanced Chat (MIAW - Messaging for In-App and Web) so your AI assistant can seamlessly hand off conversations to Salesforce agents (both Agentforce bots and human agents).

🎯 What This Does

This MCP (Model Context Protocol) server enables ChatGPT to:

  • Start messaging sessions with Salesforce agents
  • Send and receive messages in real-time
  • Handle transfers between AI chatbots and human agents
  • Display a live chat widget when transferred to a human agent
  • End chat sessions properly on both sides
  • Detect when agents end the chat and notify users
  • Maintain conversation context throughout the handoff

Perfect for when your ChatGPT assistant needs expert help or encounters questions beyond its scope.

⚑ Quick Start

Prerequisites

  1. Salesforce Org with Enhanced Chat (MIAW) enabled

    • Messaging for In-App and Web Channel configured and deployed in Messaging Settings
    • Embedded Service Deployment configured and published Make sure it's configured as "Custom Client"
    • Omni-channel Routing & Flows configured (Agent - human escalation)
    • Agentforce Activated with Outbound Omni-channel Connection configured
    • Live Agent Messaging Channel configured
  2. Heroku Account

    • Sign up or sign in at heroku.com
    • Create an app to host the MCP Server, name it: "miaw-mcp-server"
  3. ChatGPT Plus or Team

    • For MCP Connectors: Developer Mode enabled in Settings
    • For Custom GPT: Create your own custom GPT
  4. Tools Installed

    • Git
    • Node.js 18+ (for local testing, optional)

Step 1: Get Salesforce Credentials

You need three pieces of information from your Salesforce org (easiest to find all of this information is at Setup β†’ Embedded Service Deployments β†’ Your Deployment β†’ Install Code Snippet β†’ Chat Code Snippet):

  1. SCRT URL (Salesforce Chat Runtime URL)

    • Format: https://your-org-url.my.salesforce-scrt.com
  2. Embedded Service Developer Name

    • Example: Target_Messaging_for_In_App_and_Web
  3. Organization ID

    • Example: 00DHu000000p8j3R

Step 2: Deploy to Heroku & Clone from Github

  1. Go to the Heroku App you made β†’ "Deploy" tab β†’ Scroll down to "Deploy using Heroku Git" for all commands
  2. In your favorite IDE, Open a New Terminal
  3. Clone the Git repository by typing in: "git clone https://github.com/skyrmionz/miaw-mcp-server.git" and hit Enter
  4. Type in: "heroku login" and hit Enter β†’ Follow the prompts to authenticate
  5. Make sure you're in the correct directory by checking if you're in "miaw-mcp-server", if not type in: "cd miaw-mcp-server" and hit Enter
cd miaw-mcp-server
git init
heroku git:remote -a chatgpt-components
git add .
git commit -am "(enter your comment here)"
git push heroku main

Afterwards, you'll still need to set the Environment Variables in your Heroku App, which you got from earlier:

  1. Go to the Heroku App again β†’ "Settings" tab β†’ Scroll down to "Config Vars" β†’ "Reveal Config Vars" or start adding Environment Variables.
  2. Add these Environment Variables:
Key: MCP_TRANSPORT | Value: http
Key: MIAW_ES_DEVELOPER_NAME | Value: (Your Embedded Service Deployment API Name)
Key: MIAW_ORG_ID | Value: (Your Org ID)
Key: MIAW_SCRT_URL | Value: (Your Org's SCRT URL)

Step 3: Connect to ChatGPT

Deploy to ChatGPT:

  1. Go to ChatGPT β†’ Profile β†’ Settings β†’ Apps & Connectors β†’ Advanced Settings β†’ Developer Mode "On" β†’ Back
  2. Click "Create" in the top right corner
  3. Add an image for the Icon (Optional)
  4. Name your Connector
  5. Add a Description (how/when should ChatGPT use the Connector?)
  6. Enter your Heroku URL to the "MCP Server URL": https://your-app-name.herokuapp.com/mcp
  7. Set Authentication as "No authentication"
  8. Check the "I understand and want to continue..." box
  9. Click the "Create" button
  10. Done! The Connector will be connected to your ChatGPT
  11. Test out the connection!

πŸš€ How It Works

Conversation Flow

sequenceDiagram
    User->>ChatGPT: "I need help with my order"
    ChatGPT->>MCP Server: generate_guest_access_token()
    MCP Server->>Salesforce: Request access token
    Salesforce-->>MCP Server: Access token
    MCP Server-->>ChatGPT: sessionId
    ChatGPT->>MCP Server: create_conversation(sessionId)
    MCP Server->>Salesforce: Create conversation
    Salesforce-->>MCP Server: conversationId
    ChatGPT->>MCP Server: list_conversation_entries(sessionId, conversationId)
    MCP Server->>Salesforce: Poll for messages (every 500ms, up to 25s)
    Salesforce-->>MCP Server: Chatbot greeting
    MCP Server-->>ChatGPT: "Hi! How can I help?" + _roleInfo.isLiveAgent=false
    ChatGPT->>User: "Hi! How can I help?"
    User->>ChatGPT: "Connect me to a live agent"
    ChatGPT->>MCP Server: send_message(sessionId, conversationId, text)
    MCP Server->>Salesforce: Send message + Route to agent
    ChatGPT->>MCP Server: list_conversation_entries(sessionId, conversationId)
    MCP Server->>Salesforce: Poll for agent response
    Salesforce-->>MCP Server: Live agent greeting + _roleInfo.isLiveAgent=true
    MCP Server-->>ChatGPT: Agent name + isLiveAgent=true
    ChatGPT->>MCP Server: show_salesforce_chat(sessionId, conversationId, agentName)
    MCP Server-->>ChatGPT: Live Chat Widget displayed
    Note over User,ChatGPT: User now chats directly in widget

Live Agent Widget

When a human agent joins the conversation, ChatGPT automatically displays an embedded chat widget:

  • Real-time messaging - Messages appear instantly
  • Agent info - Shows agent name and initials
  • End Chat button - User can end the session
  • Auto-detection - Knows when agent ends the chat
  • Styled interface - Professional chat UI that matches ChatGPT

Server-Side Polling

The server intelligently handles polling so ChatGPT doesn't have to:

  • When list_conversation_entries is called, the server internally polls every 500ms
  • Waits up to 25 seconds (Heroku's 30s timeout - 5s buffer)
  • Returns immediately when a non-"Automated Process" message appears
  • Filters out system messages automatically
  • ChatGPT receives only the final result

This means ChatGPT always gets timely agent responses without complex polling logic!

πŸ› οΈ Local Development

# Install dependencies
npm install

# Set environment variables
cp .env.example .env
# Edit .env with your Salesforce credentials

# Build
npm run build

# Run locally (stdio mode for testing with Claude Desktop)
npm start

# Or run HTTP mode (for testing with curl)
MCP_TRANSPORT=http PORT=3000 node dist/index.js

Testing with cURL

# Health check
curl http://localhost:3000/

# Initialize MCP
curl -X POST http://localhost:3000/mcp \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'

# List tools
curl -X POST http://localhost:3000/mcp \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","id":2,"method":"tools/list","params":{}}'

# Call generate_guest_access_token
curl -X POST http://localhost:3000/mcp \
  -H "Content-Type: application/json" \
  -d '{
    "jsonrpc":"2.0",
    "id":3,
    "method":"tools/call",
    "params":{
      "name":"generate_guest_access_token",
      "arguments":{"appName":"Test App","clientVersion":"1.0.0"}
    }
  }'

πŸ› Troubleshooting

"Error creating connector" or "Connection closed"

Solution: Make sure your Heroku app is using the /mcp endpoint:

https://your-app-name.herokuapp.com/mcp

"Request failed with status code 400" on token generation

Cause: Invalid Salesforce configuration.

Solution:

  1. Verify MIAW_SCRT_URL is correct (no trailing slash)
  2. Verify MIAW_ES_DEVELOPER_NAME exactly matches Salesforce
  3. Verify MIAW_ORG_ID is your current org ID

"Request failed with status code 401" on conversation creation

Cause: Session expired or invalid.

Solution: Generate a new session with generate_guest_access_token

ChatGPT says "Selena replied: ..." instead of just the message

Cause: Missing instructions in Custom GPT.

Solution: Copy the "CRITICAL MESSAGING RULES" section into your Custom GPT's Instructions field.

Messages arrive late or not at all

Cause: Server-side polling may need adjustment.

Solution: Check Heroku logs:

heroku logs --tail --app your-app-name

Look for "Polling for non-Automated-Process message..." logs.

"Request timeout" (30s+)

Cause: No agent available or very slow response.

Solution:

  1. Ensure agents are online in Salesforce
  2. Check agent capacity settings
  3. Verify routing configuration in Salesforce

End Chat button not working / 404 errors

Cause: Incorrect API endpoint paths.

Solution: The server now uses the correct Salesforce MIAW API endpoints:

  • DELETE /conversation/{id}/session?esDeveloperName={name} - Ends messaging session
  • DELETE /conversation/{id}?esDeveloperName={name} - Closes conversation

Make sure your MIAW_ES_DEVELOPER_NAME environment variable is set correctly.

Agent ends chat but widget doesn't update

Cause: Widget not detecting the "agent has ended the chat" message.

Solution: The server now detects messages from "Automated Process" containing:

  • "agent has ended the chat"
  • "chat has ended"
  • "conversation has ended"

The widget will automatically show "The agent has ended this chat session" and disable input.

Live chat widget not appearing

Cause: show_salesforce_chat called too early or isLiveAgent not detected.

Solution:

  1. Check that _roleInfo.isLiveAgent is true before calling show_salesforce_chat
  2. Only call when mostRecentSenderRole is "Agent" (not "Chatbot")

πŸ“š Resources

🀝 Contributing

Contributions welcome! Please:

  1. Fork the repository
  2. Create a feature branch (git checkout -b feature/amazing-feature)
  3. Commit your changes (git commit -m 'Add amazing feature')
  4. Push to the branch (git push origin feature/amazing-feature)
  5. Open a Pull Request

πŸ“„ License

MIT License - see LICENSE file for details

πŸ™ Acknowledgments

Built with:

πŸ’¬ Support


Made with ❀️ for the Salesforce and AI community

Contract & API

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

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verified

Requires: mcp, 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.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/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.

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Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/skyrmionz/miaw-mcp-server#input",
  "outputSchemaRef": "https://github.com/skyrmionz/miaw-mcp-server#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:48.868Z",
  "sourceUpdatedAt": "2026-02-24T19:46:48.868Z",
  "freshnessSeconds": 19616353
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-10-09T20:46:02.371Z"
    }
  },
  "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": "MCP",
      "type": "protocol",
      "support": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    },
    {
      "key": "mcp",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "salesforce",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "miaw",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "enhanced-chat",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "messaging",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "ai-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "heroku",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "cli",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract capability:mcp|supported|profile capability:salesforce|supported|profile capability:miaw|supported|profile capability:enhanced-chat|supported|profile capability:messaging|supported|profile capability:ai-agent|supported|profile capability:heroku|supported|profile capability:cli|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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:48.868Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:48.868Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/skyrmionz/miaw-mcp-server#input",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:48.868Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Skyrmionz",
    "href": "https://github.com/skyrmionz/miaw-mcp-server",
    "sourceUrl": "https://github.com/skyrmionz/miaw-mcp-server",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/skyrmionz/miaw-mcp-server",
    "sourceUrl": "https://github.com/skyrmionz/miaw-mcp-server",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-skyrmionz-miaw-mcp-server/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub Β· 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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