# Kai CSV Profiler and Domain Watch Intake

> Bounded CSV profiling plus review-only host monitoring requests through one remote MCP endpoint.

- name: io.dedyn.kai-system-agent/csv-profiler
- version: 0.2.0
- connection class: R0 (autonomous)
- trust: 80/100 flags: no-repository
- quality: 79/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.dedyn.kai-system-agent%2Fcsv-profiler
- tools: https://api.protogrid.dev/v1/servers/io.dedyn.kai-system-agent%2Fcsv-profiler/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

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


## Trust

- hygiene: 80
- liveness: 100
- freshness: 85
- provenance: 55
- drivers: +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.

## Quality 79/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-03-26; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no 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_cost`: about 332 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: no tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 3, about 332 tokens to load them all
- tool set hash: cda2fbf8960d0d376dfeb9db6709b657
- badge: [![protogrid quality](https://protogrid.dev/badge/io.dedyn.kai-system-agent/csv-profiler.svg)](https://protogrid.dev/servers/io.dedyn.kai-system-agent/csv-profiler)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://kaix402m3.pythonanywhere.com/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## 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: competitive-brief@agentmail.to.
- `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: competitive-brief@agentmail.to.
- `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.