# org.sovgrid/self-hosted-ai

> Engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 60+ articles indexed.

- name: org.sovgrid/self-hosted-ai
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 89/100
- quality: 89/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/org.sovgrid%2Fself-hosted-ai
- tools: https://api.protogrid.dev/v1/servers/org.sovgrid%2Fself-hosted-ai/tools

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

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "self-hosted-ai": {
      "type": "http",
      "url": "https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 100
- freshness: 65
- provenance: 85
- drivers: +repository +dns-namespace +website +reachable +uptime-100% ~updated-168d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 89/100 (good)

### protocol: 88 (weight 25)

- pass `protocol.modern`: supports 2026-07-28 (server/discover)
- pass `protocol.stateless`: answers without a session
- pass `protocol.transport`: streamable HTTP
- warn `protocol.list_ttl`: tools/list declares ttlMs 0, so clients re-fetch it on every use

### 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: 86 (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
- pass `tools.annotations`: 5 of 5 tools declare readOnlyHint or destructiveHint
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: search_blog (destructiveHint); diagnose_sglang (destructiveHint); list_articles (destructiveHint); …
- pass `tools.token_cost`: about 1,377 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: 5, about 1,377 tokens to load them all
- tool set hash: 01f2c8d7f71c4cf509d9862cecf1625c
- badge: [![protogrid quality](https://protogrid.dev/badge/org.sovgrid/self-hosted-ai.svg)](https://protogrid.dev/servers/org.sovgrid/self-hosted-ai)
- 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://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (5)

- `diagnose_sglang`: 
    Validate an SGLang configuration for NVIDIA DGX Spark (GB10/SM121A).

    Pure pattern-matching against known failure modes documented in the
    Sovereign AI Blog. No inference, no external calls. Returns critical
    issues, non-fatal warnings, and a recommended baseline config.

    All parameters are optional; supply only what you have. With no inputs
    you get the recommended config and a 'unknown' verdict.
    
- `get_article`: 
    Retrieve the full content of a blog article by its slug.

    Returns the article body (Markdown) plus metadata. If the slug does not
    match any article, returns an Article with `error='article_not_found'`
    and other fields at their defaults.
    
- `list_articles`: 
    List all blog articles. No TF-IDF computation — pure database listing.

    Use to browse the full corpus, paginate through articles, or filter by tag.
    For full-text semantic search use search_blog instead.
    
- `list_tags`: 
    List all topic tags used across the Sovereign AI Blog corpus, with article
    counts. Use this to browse the topic space before calling search_blog with
    a tag filter.
    
- `search_blog`: 
    Search the Sovereign AI Blog for articles matching a natural language query,
    optionally filtered by tag and sorted by relevance or date.

    Behaviour matrix:
      - query='', sort=*           -> list newest-first, optionally tag-filtered
      - query!='', sort=relevance  -> TF-IDF ranked, optionally tag-filtered
      - query!='', sort=date_desc  -> TF-IDF filtered (score > 0.001), then sorted by date

    Pure read-only, deterministic for a given KB snapshot.