Crawler Summary

my-first-mcp answer-first brief

My first MCP server - a simple weather tool I worked with Claude Code -by way of prompting- to build my first MCP server. It has two tools: get-weather and get-weekly-forecast: The first tool, “get-weather”, calls the API “open-meteo” to get dynamic weather updates from the city of choice. It accepts a string and returns the weather in the format: Location, Temperature, and Conditions. The second tool, “get-weekly-forcast” uses the same API to return a week’s 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

my-first-mcp 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

Claim this agent
Agent DossierGitHubSafety: 98/100

my-first-mcp

My first MCP server - a simple weather tool I worked with Claude Code -by way of prompting- to build my first MCP server. It has two tools: get-weather and get-weekly-forecast: The first tool, “get-weather”, calls the API “open-meteo” to get dynamic weather updates from the city of choice. It accepts a string and returns the weather in the format: Location, Temperature, and Conditions. The second tool, “get-weekly-forcast” uses the same API to return a week’s

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

Hannahplum

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. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/HannahPlum/my-first-mcp.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

Hannahplum

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
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

0

Snippets

0

Languages

typescript

Docs & README

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

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

My first MCP server - a simple weather tool I worked with Claude Code -by way of prompting- to build my first MCP server. It has two tools: get-weather and get-weekly-forecast: The first tool, “get-weather”, calls the API “open-meteo” to get dynamic weather updates from the city of choice. It accepts a string and returns the weather in the format: Location, Temperature, and Conditions. The second tool, “get-weekly-forcast” uses the same API to return a week’s

Full README

I worked with Claude Code -by way of prompting- to build my first MCP server. It has two tools: get-weather and get-weekly-forecast:

The first tool, “get-weather”, calls the API “open-meteo” to get dynamic weather updates from the city of choice. It accepts a string and returns the weather in the format: Location, Temperature, and Conditions.

The second tool, “get-weekly-forcast” uses the same API to return a week’s worth of forecast in the format: “Here’s the seven day forecast for __ ”, followed by a table with columns labelled Date, High (temperature), Low (temperature), and Conditions.4

These tools are useful because it has Claude retrieve dynamic weather data through an external API instead of retrieving static weather data that could lead to inaccuracies.

Examples of usage:

-Use get-weather to tell me the weather in Boston -I want to plan a trip to Nashville, use get-weekly-forecast to show me the forecast of the next seven days -What's the weather in Kansas City?

Known limitations: -The server requires internet access, it will not work without it. -If the API is not available, the tool will not be able to return weather data.

To install my MCP server, follow these instructions:

Prerequisites

  • https://nodejs.org/ v18+

Setup

git clone <your-repo-url> cd my-first-mcp npm install

##Add to Claude Code

claude mcp add weather-server node /absolute/path/to/my-first-mcp/index.js

Or manually add to your MCP config:

{ "mcpServers": { "weather-server": { "command": "node", "args": ["/absolute/path/to/my-first-mcp/index.js"] } } }

Available Tools

  • get-weather — Get current weather for a location (temperature, conditions, humidity, wind)
  • get-weekly-forecast — Get a 7-day forecast for a location

Additional points:

  • No API keys needed — it uses the free https://open-meteo.com/ API
  • Uses stdio transport, so it's run directly by Claude Code (not as a standalone HTTP server)
  • npm start works too, but typically Claude Code launches it automatically via the MCP config

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://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/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.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
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/HannahPlum/my-first-mcp#input",
  "outputSchemaRef": "https://github.com/HannahPlum/my-first-mcp#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:28.483Z",
  "sourceUpdatedAt": "2026-02-24T19:46:28.483Z",
  "freshnessSeconds": 4441536
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T05:32:04.742Z"
    }
  },
  "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://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:28.483Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:28.483Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/HannahPlum/my-first-mcp#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:28.483Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Hannahplum",
    "href": "https://github.com/HannahPlum/my-first-mcp",
    "sourceUrl": "https://github.com/HannahPlum/my-first-mcp",
    "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://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-hannahplum-my-first-mcp/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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