Crawler Summary

Crawled modelcontextprotocol.io 80148d0e answer-first brief

n/activate # Install dependencies uv add "mcp[cli]" httpx # Create our server file touch weather.py Now let’s dive into building your server. ​ Building your server ​ Importing packages and setting up the instance Add... n/activate # Install dependencies uv add "mcp[cli]" httpx # Create our server file touch weather.py Now let’s dive into building your server. ​ Building your server ​ Importing packages and setting up the instance Add these to the top of your weather.py : Copy from typing import Any import httpx from mcp.server.fastmcp import FastMCP # Initialize FastMCP server mcp = FastMCP( "weather" ) # Constants NWS_API_BASE = "h 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 80148d0e 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 80148d0e

n/activate # Install dependencies uv add "mcp[cli]" httpx # Create our server file touch weather.py Now let’s dive into building your server. ​ Building your server ​ Importing packages and setting up the instance Add... n/activate # Install dependencies uv add "mcp[cli]" httpx # Create our server file touch weather.py Now let’s dive into building your server. ​ Building your server ​ Importing packages and setting up the instance Add these to the top of your weather.py : Copy from typing import Any import httpx from mcp.server.fastmcp import FastMCP # Initialize FastMCP server mcp = FastMCP( "weather" ) # Constants NWS_API_BASE = "h

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Unpublished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

n/activate # Install dependencies uv add "mcp[cli]" httpx # Create our server file touch weather.py Now let’s dive into building your server. ​ Building your server ​ Importing packages and setting up the instance Add... n/activate # Install dependencies uv add "mcp[cli]" httpx # Create our server file touch weather.py Now let’s dive into building your server. ​ Building your server ​ Importing packages and setting up the instance Add these to the top of your weather.py : Copy from typing import Any import httpx from mcp.server.fastmcp import FastMCP # Initialize FastMCP server mcp = FastMCP( "weather" ) # Constants NWS_API_BASE = "h

Full README

n/activate # Install dependencies uv add "mcp[cli]" httpx # Create our server file touch weather.py Now let’s dive into building your server. ​ Building your server ​ Importing packages and setting up the instance Add these to the top of your weather.py : Copy from typing import Any import httpx from mcp.server.fastmcp import FastMCP # Initialize FastMCP server mcp = FastMCP( "weather" ) # Constants NWS_API_BASE = "https://api.weather.gov" USER_AGENT = "weather-app/1.0" The FastMCP class uses Python type hints and docstrings to automatically generate tool definitions, making it easy to create and maintain MCP tools. ​ Helper functions Next, let’s add our helper functions for querying and formatting the data from the National Weather Service API: Copy async def make_nws_request ( url : str ) -> dict[ str , Any] | None : """Make a request to the NWS API with proper error handling.""" heade

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-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crawl-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crawl-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/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-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crawl-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crawl-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": []
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T03:29:36.834Z"
    }
  },
  "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-server",
    "sourceUrl": "https://modelcontextprotocol.io/docs/develop/build-server",
    "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-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crawl-837f5581b7a087705a38-80148d0e61ba9ba9ac3f/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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