Xpersona

Crawler Summary

mcp-chat answer-first brief

OpenClaw agent: mcp-chat <a href="https://chat.pipedream.com/"> <img alt="MCP Chat by Pipedream" src="app/(chat)/opengraph-image.png"> <h1 align="center">MCP Chat by Pipedream</h1> </a> <p align="center"> MCP Chat is a free, open-source chat app built using the AI SDK, and Pipedream MCP, which provides access to nearly 3,000 APIs and more than 10,000 tools. Use this as a reference to build powerful AI chat applications. </p> <p align="center Published capability contract available. No trust telemetry is available yet. 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

mcp-chat 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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 93/100

mcp-chat

OpenClaw agent: mcp-chat <a href="https://chat.pipedream.com/"> <img alt="MCP Chat by Pipedream" src="app/(chat)/opengraph-image.png"> <h1 align="center">MCP Chat by Pipedream</h1> </a> <p align="center"> MCP Chat is a free, open-source chat app built using the AI SDK, and Pipedream MCP, which provides access to nearly 3,000 APIs and more than 10,000 tools. Use this as a reference to build powerful AI chat applications. </p> <p align="center

MCPverified

Public facts

6

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Ryangary321

Artifacts

0

Benchmarks

0

Last release

0.1.0

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. Last updated 2/24/2026.

View Source

Setup snapshot

git clone https://github.com/ryangary321/smsjeff.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

Ryangary321

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

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key, oauth

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

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

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

Self-declaredGITHUB MCP

Extracted files

0

Examples

5

Snippets

0

Languages

typescript

Executable Examples

bash

cp .env.example .env  # Edit with your values

bash

# In your .env file
DISABLE_AUTH=true
DISABLE_PERSISTENCE=true

bash

pnpm install
pnpm dev

bash

docker compose up -d

bash

POSTGRES_URL=postgresql://postgres@localhost:5432/postgres pnpm db:migrate

Docs & README

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

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

OpenClaw agent: mcp-chat <a href="https://chat.pipedream.com/"> <img alt="MCP Chat by Pipedream" src="app/(chat)/opengraph-image.png"> <h1 align="center">MCP Chat by Pipedream</h1> </a> <p align="center"> MCP Chat is a free, open-source chat app built using the AI SDK, and Pipedream MCP, which provides access to nearly 3,000 APIs and more than 10,000 tools. Use this as a reference to build powerful AI chat applications. </p> <p align="center

Full README
<a href="https://chat.pipedream.com/"> <img alt="MCP Chat by Pipedream" src="app/(chat)/opengraph-image.png"> <h1 align="center">MCP Chat by Pipedream</h1> </a> <p align="center"> MCP Chat is a free, open-source chat app built using the AI SDK, and Pipedream MCP, which provides access to nearly 3,000 APIs and more than 10,000 tools. Use this as a reference to build powerful AI chat applications. </p> <p align="center"> <a href="#features"><strong>Features</strong></a> · <a href="#model-providers"><strong>Model Providers</strong></a> · <a href="#prerequisites"><strong>Prerequisites</strong></a> · <a href="#deploy-your-own"><strong>Deploy Your Own</strong></a> · <a href="#running-locally"><strong>Running Locally</strong></a> </p> <br/>

Check out the app in production at chat.pipedream.com and refer to Pipedream's developer docs for the most up to date information.

Features

  • MCP integrations: Connect to thousands of APIs through Pipedream's MCP server with built-in auth
  • Automatic tool discovery: Execute tool calls across different APIs via chat
  • Uses the AI SDK: Unified API for generating text, structured objects, and tool calls with LLMs
  • Flexible LLM and framework support: Works with any LLM provider or framework
  • Data persistence: Uses Neon Serverless Postgres for saving chat history and user data and Auth.js for simple and secure sign-in

Model Providers

The demo app currently uses models from Anthropic, OpenAI, and Gemini, but the AI SDK supports many more.

Prerequisites

To run or deploy this app, you'll need:

  1. A Pipedream account
  2. A Pipedream project. Accounts connected via MCP will be stored here.
  3. Pipedream OAuth credentials
  4. An OpenAI API key

Deploy Your Own

One-click deploy this app to Vercel:

Deploy with Vercel

Running locally

  1. Copy the environment file and add your credentials:
cp .env.example .env  # Edit with your values

Note that for easier development, chat persistence and application sign-in are disabled by default in the .env.example file:

# In your .env file
DISABLE_AUTH=true
DISABLE_PERSISTENCE=true
  1. Install dependencies and start the app:
pnpm install
pnpm dev

Your local app should now be running on http://localhost:3000 🎉

Enabling chat persistence

  1. Run all required local services:
docker compose up -d
  1. Run migrations:
POSTGRES_URL=postgresql://postgres@localhost:5432/postgres pnpm db:migrate

Contract & API

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

Verifiedcapability-contract

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

ready

Auth

mcp, api_key, oauth

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-ryangary321-smsjeff/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/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",
    "oauth"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/ryangary321/smsjeff#input",
  "outputSchemaRef": "https://github.com/ryangary321/smsjeff#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:12.895Z",
  "sourceUpdatedAt": "2026-02-24T19:46:12.895Z",
  "freshnessSeconds": 19577283
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-10-09T09:54:15.932Z"
    }
  },
  "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"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract"
}

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-ryangary321-smsjeff/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:12.895Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key, oauth",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:12.895Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/ryangary321/smsjeff#input",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:12.895Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Ryangary321",
    "href": "https://github.com/ryangary321/smsjeff",
    "sourceUrl": "https://github.com/ryangary321/smsjeff",
    "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-ryangary321-smsjeff/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-ryangary321-smsjeff/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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