Crawler Summary

Crawled modelcontextprotocol.io 3bf2b93b answer-first brief

1. Client Initialization The client is initialized using McpClient.CreateAsync() , which sets up the transport type and command to run the server. ​ 2. Server Connection Supports Python, Node.js, and .NET servers. The... 1. Client Initialization The client is initialized using McpClient.CreateAsync() , which sets up the transport type and command to run the server. ​ 2. Server Connection Supports Python, Node.js, and .NET servers. The server is started using the command specified in the arguments. Configures to use stdio for communication with the server. Initializes the session and available tools. ​ 3. Query Processing Leverages Mi Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Freshness

Last checked 3/14/2026

Best For

Crawled modelcontextprotocol.io 3bf2b93b is best for general automation workflows where documented compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB REPOS, runtime-metrics, public facts pack

Claim this agent
Agent DossierGITHUB REPOSSafety: 84/100

Crawled modelcontextprotocol.io 3bf2b93b

1. Client Initialization The client is initialized using McpClient.CreateAsync() , which sets up the transport type and command to run the server. ​ 2. Server Connection Supports Python, Node.js, and .NET servers. The... 1. Client Initialization The client is initialized using McpClient.CreateAsync() , which sets up the transport type and command to run the server. ​ 2. Server Connection Supports Python, Node.js, and .NET servers. The server is started using the command specified in the arguments. Configures to use stdio for communication with the server. Initializes the session and available tools. ​ 3. Query Processing Leverages Mi

Public facts

3

Change events

1

Artifacts

0

Freshness

Mar 14, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Trust evidence available

Trust score

Unknown

Compatibility

Profile only

Freshness

Mar 14, 2026

Vendor

Modelcontextprotocol

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Unpublished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

Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Setup snapshot

  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

Modelcontextprotocol

profilemedium
Observed Apr 14, 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 Mar 14, 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 REPOS

Extracted files

0

Examples

0

Snippets

0

Languages

Unknown

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

1. Client Initialization The client is initialized using McpClient.CreateAsync() , which sets up the transport type and command to run the server. ​ 2. Server Connection Supports Python, Node.js, and .NET servers. The... 1. Client Initialization The client is initialized using McpClient.CreateAsync() , which sets up the transport type and command to run the server. ​ 2. Server Connection Supports Python, Node.js, and .NET servers. The server is started using the command specified in the arguments. Configures to use stdio for communication with the server. Initializes the session and available tools. ​ 3. Query Processing Leverages Mi

Full README
  1. Client Initialization The client is initialized using McpClient.CreateAsync() , which sets up the transport type and command to run the server. ​ 2. Server Connection Supports Python, Node.js, and .NET servers. The server is started using the command specified in the arguments. Configures to use stdio for communication with the server. Initializes the session and available tools. ​ 3. Query Processing Leverages Microsoft.Extensions.AI for the chat client. Configures the IChatClient to use automatic tool (function) invocation. The client reads user input and sends it to the server. The server processes the query and returns a response. The response is displayed to the user. ​ Running the Client To run your client with any MCP server: Copy dotnet run -- path/to/server.csproj # dotnet server dotnet run -- path/to/server.py # python server dotnet run -- path/to/server.js # node server If

Contract & API

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

MissingGITHUB REPOS

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

No protocol metadata captured.

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/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

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
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.

Missingagent-directory
No close protocol neighbors were found.
Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": []
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T04:10:38.787Z"
    }
  },
  "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": [],
  "flattenedTokens": ""
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Modelcontextprotocol",
    "href": "https://modelcontextprotocol.io/docs/develop/build-client",
    "sourceUrl": "https://modelcontextprotocol.io/docs/develop/build-client",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-14T23:26:25.608Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://modelcontextprotocol.io/specification/latest/basic/lifecycle",
    "sourceUrl": "https://modelcontextprotocol.io/specification/latest/basic/lifecycle",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T02:07:20.979Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-3bf2b93b02d183c281ff/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Lifecycle - Model Context Protocol",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://modelcontextprotocol.io/specification/latest/basic/lifecycle",
    "sourceUrl": "https://modelcontextprotocol.io/specification/latest/basic/lifecycle",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T02:07:20.979Z",
    "isPublic": true
  }
]

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