# org.sovgrid/self-hosted-ai (remote · mcp.sovgrid.org)

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

- Trust score: 66/100 (medium)
- Change this week: +5
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `mcp.sovgrid.org`: 66/100 (this document), [markdown](https://verifymcp.io/servers/org-sovgrid-self-hosted-ai/self-hosted-ai.md), [page](https://verifymcp.io/servers/org-sovgrid-self-hosted-ai/self-hosted-ai)

## Channel facts

- Endpoint: `https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Endpoint Security**: 63/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation not fully verified: no authorisation is required to call this server, and 4 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 60/100
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 823 tokens (~205/item across 4 items; 4 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add --transport http org-sovgrid-self-hosted-ai https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io
```

### Codex

```toml
[mcp_servers.org-sovgrid-self-hosted-ai]
url = "https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "org-sovgrid-self-hosted-ai": {
      "type": "remote",
      "url": "https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add org-sovgrid-self-hosted-ai --url https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  org-sovgrid-self-hosted-ai:
    url: "https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io"
```

### Other

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

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-02 (score 66, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-31 (score 65, +2)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-29 (score 63, +1)

No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-28 (score 62, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-27 (score 61, 0)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-26 (score 61)

First indexed and scored.

## MCP tools (4)

### `search_blog` (~269 tokens)

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.

Input parameters:

- `n` (integer): Maximum number of results to return
- `query` (string): Natural language search query (e.g. 'flashinfer OOM on GB10'). Multi-word queries are tokenized and TF-IDF ranked. Pass empty string to list articles without ranking by relevance.
- `sort` (string): Result ordering. 'relevance' uses TF-IDF score (default for non-empty query). 'date_desc' sorts newest first (default behaviour when query is empty). When query is empty, 'relevance' is treated as 'd…
- `tag`: Optional tag filter (e.g. 'setup', 'fixes', 'strategy'). Only articles with this tag are considered. Use list_tags to discover available tags.

Output parameters:

- `result` (array)

### `get_article` (~99 tokens)

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.

Input parameters:

- `slug` (string, required): Article slug as returned by search_blog (e.g. 'setup-llm-inference-setup'). Lower-case, hyphenated.

Output parameters:

- `body` (string): Full article body in Markdown
- `date` (string): Publication date (ISO 8601)
- `description` (string): Short article description
- `error`: Set to 'article_not_found' if no article matches the slug
- `quality_class` (string): Editorial content class (e.g. 'Ephemeral', 'Evergreen'). Empty if not classified.
- `quality_score` (number): Build-time quality score from the editorial pipeline (unbounded weighted composite across 13 signals, higher is better; thresholds depend on style)
- `quality_style` (string): Editorial style category (e.g. 'best_practice_learnings', 'werthaltige_code_beispiele'). Empty if not categorised.
- `slug` (string): Article slug
- `tags` (array): Topic tags assigned to the article
- `title` (string): Article title
- `url` (string): Public URL of the article
- `word_count` (integer): Word count of the article body

### `diagnose_sglang` (~299 tokens)

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.

Input parameters:

- `attention_backend` (string): SGLang --attention-backend value (e.g. 'flashinfer', 'triton'). Empty string = skip this check.
- `cuda_graph_max_bs` (integer): SGLang --cuda-graph-max-bs value. 0 = skip this check.
- `error_message` (string): Paste error log output here for pattern matching against known failure modes.
- `hardware` (string): Hardware description (e.g. 'GB10', 'DGX Spark', 'SM121A'). Empty = skip GB10-specific rules.
- `image_tag` (string): Docker image tag in use (e.g. 'lmsysorg/sglang:latest', 'lmsysorg/sglang:v0.4.0'). Empty = skip.
- `mem_fraction` (number): SGLang --mem-fraction-static value (e.g. 0.88). 0.0 = skip this check.

Output parameters:

- `issues` (array): Critical issues that will prevent SGLang from running correctly
- `recommended_config`: Verified-good baseline config for GB10/SM121A
- `verdict` (string): Overall verdict. 'unknown' = no inputs provided.
- `warnings` (array): Non-fatal warnings (suboptimal but non-blocking)

### `list_tags` (~76 tokens)

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.

Input parameters:

- `sort` (string): Result ordering. 'count_desc' lists most-used tags first (default). 'alpha' sorts alphabetically.

Output parameters:

- `result` (array)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/org-sovgrid-self-hosted-ai/self-hosted-ai#diagnostics

## Score history

- 2026-08-03: 66
- 2026-08-02: 66
- 2026-08-01: 65
- 2026-07-31: 65
- 2026-07-30: 63
- 2026-07-29: 63
- 2026-07-28: 62
- 2026-07-27: 61
- 2026-07-26: 61

## Links

- Remote endpoint: https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io
- Repository: https://github.com/cipherfoxie/sovereign-mcp
- Website: https://sovgrid.org/
- Changelog RSS feed: https://verifymcp.io/servers/org-sovgrid-self-hosted-ai/self-hosted-ai/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/org-sovgrid-self-hosted-ai/self-hosted-ai/changelog.json
- HTML version of this page: https://verifymcp.io/servers/org-sovgrid-self-hosted-ai/self-hosted-ai