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MCP Kill-Chain Research — Stage 1 (Identity ≠ Behavior)

not classified

Security research: MCP registries verify identity, not tool behavior. See gtfo.dev.

v1.1.0 · active · descriptor JSON · versions

Not classified yet.The remote endpoints have not been probed successfully, or the listing has nothing to connect to.
Quality71needs work
Trust72of 100
Uptime, 30 days97%
Latency p50238 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "mcp-killchain-stage1-weather": {
      "type": "http",
      "url": "https://ailm.gtfo.dev/mcp"
    }
  }
}
claude mcp add --transport http mcp-killchain-stage1-weather https://ailm.gtfo.dev/mcp
[mcp_servers.mcp-killchain-stage1-weather]
url = "https://ailm.gtfo.dev/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "mcp-killchain-stage1-weather": {
      "type": "remote",
      "url": "https://ailm.gtfo.dev/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "mcp-killchain-stage1-weather": {
      "type": "http",
      "url": "https://ailm.gtfo.dev/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=mcp-killchain-stage1-weather&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYWlsbS5ndGZvLmRldi9tY3AifQ%3D%3D"
}
{
  "servers": {
    "mcp-killchain-stage1-weather": {
      "type": "http",
      "url": "https://ailm.gtfo.dev/mcp"
    }
  }
}
{
  "mcpServers": {
    "mcp-killchain-stage1-weather": {
      "httpUrl": "https://ailm.gtfo.dev/mcp"
    }
  }
}
extensions:
  "mcp-killchain-stage1-weather":
    enabled: true
    name: "mcp-killchain-stage1-weather"
    type: streamable_http
    uri: "https://ailm.gtfo.dev/mcp"
    timeout: 300

Quality 71 / 100needs work

protocoln/a · weight 25
  • n/a
    protocol.modern, protocol.stateless, protocol.transport, protocol.list_ttlno remote answered a protocol handshake (not probed yet, unreachable, or local-only)
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_weather (readOnlyHint, destructiveHint, idempotentHint, openWorldHint)
  • pass
    tools.token_costabout 61 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stabilityn/a · weight 15
  • n/a
    stability.changes, stability.rug_pulltool history not recorded yet
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

1 tools, about 61 tokens to load them all · checked 2026-10-09 23:53 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 72 / 100

no-repository
provenance45
liveness99
freshness65
hygiene80

+dns-namespace +reachable +uptime-97% ~updated-99d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://ailm.gtfo.dev/mcp streamable-httpunknownyes97%238 ms–2026-10-09

Tools (1)

get_weatherFetches current weather conditions for a given city.

Schemas: list_tools.

Official server.json
{
  "name": "dev.gtfo/mcp-killchain-stage1-weather",
  "title": "MCP Kill-Chain Research — Stage 1 (Identity ≠ Behavior)",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://ailm.gtfo.dev/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.1.0",
  "description": "Security research: MCP registries verify identity, not tool behavior. See gtfo.dev."
}