Brainiall NLP
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Crawler Summary
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). π― 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
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). π― 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
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Skyrmionz
Artifacts
0
Benchmarks
0
Last release
1.0.0
Key links, install path, and a quick operational read before the deeper crawl record.
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.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
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.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Skyrmionz
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
1 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
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 widgetbash
# 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":{}}'Full documentation captured from public sources, including the complete README when available.
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). π― 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
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).
This MCP (Model Context Protocol) server enables ChatGPT to:
Perfect for when your ChatGPT assistant needs expert help or encounters questions beyond its scope.
Salesforce Org with Enhanced Chat (MIAW) enabled
Heroku Account
ChatGPT Plus or Team
Tools Installed
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):
SCRT URL (Salesforce Chat Runtime URL)
https://your-org-url.my.salesforce-scrt.comEmbedded Service Developer Name
Target_Messaging_for_In_App_and_WebOrganization ID
00DHu000000p8j3Rcd 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:
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)
https://your-app-name.herokuapp.com/mcpsequenceDiagram
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
When a human agent joins the conversation, ChatGPT automatically displays an embedded chat widget:
The server intelligently handles polling so ChatGPT doesn't have to:
list_conversation_entries is called, the server internally polls every 500msThis means ChatGPT always gets timely agent responses without complex polling logic!
# 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
# 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"}
}
}'
Solution: Make sure your Heroku app is using the /mcp endpoint:
https://your-app-name.herokuapp.com/mcp
Cause: Invalid Salesforce configuration.
Solution:
MIAW_SCRT_URL is correct (no trailing slash)MIAW_ES_DEVELOPER_NAME exactly matches SalesforceMIAW_ORG_ID is your current org IDCause: Session expired or invalid.
Solution: Generate a new session with generate_guest_access_token
Cause: Missing instructions in Custom GPT.
Solution: Copy the "CRITICAL MESSAGING RULES" section into your Custom GPT's Instructions field.
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.
Cause: No agent available or very slow response.
Solution:
Cause: Incorrect API endpoint paths.
Solution: The server now uses the correct Salesforce MIAW API endpoints:
DELETE /conversation/{id}/session?esDeveloperName={name} - Ends messaging sessionDELETE /conversation/{id}?esDeveloperName={name} - Closes conversationMake sure your MIAW_ES_DEVELOPER_NAME environment variable is set correctly.
Cause: Widget not detecting the "agent has ended the chat" message.
Solution: The server now detects messages from "Automated Process" containing:
The widget will automatically show "The agent has ended this chat session" and disable input.
Cause: show_salesforce_chat called too early or isLiveAgent not detected.
Solution:
_roleInfo.isLiveAgent is true before calling show_salesforce_chatmostRecentSenderRole is "Agent" (not "Chatbot")Contributions welcome! Please:
git checkout -b feature/amazing-feature)git commit -m 'Add amazing feature')git push origin feature/amazing-feature)MIT License - see LICENSE file for details
Built with:
Made with β€οΈ for the Salesforce and AI community
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
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"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Agent-callable B2B SaaS directory: capability-structured, continuously verified listings.
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.
Structured website and review evidence for AI-assisted local-business shortlisting.
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
}
]Sponsored
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