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8 clients · secrets stay placeholders

JSON (mcpServers)Claude CodeCodexOpenCodeCursorVS CodeGemini CLIGoose

{
  "mcpServers": {
    "csv-profiler": {
      "type": "http",
      "url": "https://kaix402m3.pythonanywhere.com/mcp"
    }
  }
}

claude mcp add --transport http csv-profiler https://kaix402m3.pythonanywhere.com/mcp

[mcp_servers.csv-profiler]
url = "https://kaix402m3.pythonanywhere.com/mcp"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "csv-profiler": {
      "type": "remote",
      "url": "https://kaix402m3.pythonanywhere.com/mcp",
      "enabled": true
    }
  }
}

{
  "mcpServers": {
    "csv-profiler": {
      "type": "http",
      "url": "https://kaix402m3.pythonanywhere.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=csv-profiler&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8va2FpeDQwMm0zLnB5dGhvbmFueXdoZXJlLmNvbS9tY3AifQ%3D%3D"
}

{
  "servers": {
    "csv-profiler": {
      "type": "http",
      "url": "https://kaix402m3.pythonanywhere.com/mcp"
    }
  }
}

{
  "mcpServers": {
    "csv-profiler": {
      "httpUrl": "https://kaix402m3.pythonanywhere.com/mcp"
    }
  }
}

extensions:
  "csv-profiler":
    enabled: true
    name: "csv-profiler"
    type: streamable_http
    uri: "https://kaix402m3.pythonanywhere.com/mcp"
    timeout: 300

Quality 79 / 100good

protocol75 · weight 25

warn
protocol.modernnewest supported version is 2025-03-26; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
n/a
protocol.statelessonly applies to 2026-07-28 servers
pass
protocol.transportstreamable HTTP
n/a
protocol.list_ttlonly applies to 2026-07-28 servers

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: profile_tsv (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); profile_csv (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); request_domain_watch (readOnlyHint, destructiveHint, idempotentHint, openWorldHint)
pass
tools.token_costabout 332 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump

stability100 · weight 15

pass
stability.changesno tool changes in 30 days
pass
stability.rug_pullno tool changed its meaning under the same name

dependenciesn/a · weight 15

n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

3 tools, about 332 tokens to load them all · tool set cda2fbf8960d · checked 2026-10-20 11:40 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 80 / 100

no-repository

provenance55

liveness100

freshness85

hygiene80

+dns-namespace +website +reachable +uptime-100% ~updated-47d-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

remote	auth	reachable	uptime 30d	p50	protocol	last ok
`https://kaix402m3.pythonanywhere.com/mcp` streamable-http	none	yes	100%	235 ms	2025-03-26	2026-10-20

Tools (3)

`profile_csv`	Profile bounded inline UTF-8 CSV without storing it: exact row count, ordered columns, missing counts, conservative scalar types, and sample. Optional integration feedback: [email protected].
`profile_tsv`	Profile bounded inline UTF-8 TSV without storing it using an explicit tab delimiter: exact row count, ordered columns, missing counts, conservative scalar types, and sample. Optional integration feedback: [email protected].
`request_domain_watch`	Queue one ASCII DNS host for review-only change monitoring. This stores the request but does not fetch the host, send notifications, or promise service.

Schemas: list_tools.

Similar MCP servers

Official server.json

{
  "name": "io.dedyn.kai-system-agent/csv-profiler",
  "title": "Kai CSV Profiler and Domain Watch Intake",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://kaix402m3.pythonanywhere.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "0.2.0",
  "websiteUrl": "https://kaix402m3.pythonanywhere.com/docs",
  "description": "Bounded CSV profiling plus review-only host monitoring requests through one remote MCP endpoint."
}