self-hosted-ai
Server Details
Engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 60+ articles indexed.
- Status
- Healthy
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- cipherfoxie/sovereign-mcp
- GitHub Stars
- 3
- Server Listing
- Sovereign AI Blog
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Tool Definition Quality
Average 4.5/5 across 4 of 4 tools scored.
Each tool targets a distinct function: SGLang config diagnosis versus blog article browsing (search, list tags, get article). No overlap in purpose.
All tool names follow a consistent verb_noun pattern: diagnose_sglang, get_article, list_tags, search_blog.
With 4 tools, the count is within the well-scoped range (3-15). However, the server mixes two separate domains, making the scope slightly thin.
The blog tools cover reading needs (search, list tags, get article), but the SGLang diagnostic tool is a single operation with no update or management tools. For a 'self-hosted-ai' server, broader AI operations are missing.
Available Tools
4 toolsdiagnose_sglangRead-onlyIdempotentInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| hardware | No | Hardware description (e.g. 'GB10', 'DGX Spark', 'SM121A'). Empty = skip GB10-specific rules. | |
| image_tag | No | Docker image tag in use (e.g. 'lmsysorg/sglang:latest', 'lmsysorg/sglang:v0.4.0'). Empty = skip. | |
| mem_fraction | No | SGLang --mem-fraction-static value (e.g. 0.88). 0.0 = skip this check. | |
| error_message | No | Paste error log output here for pattern matching against known failure modes. | |
| attention_backend | No | SGLang --attention-backend value (e.g. 'flashinfer', 'triton'). Empty string = skip this check. | |
| cuda_graph_max_bs | No | SGLang --cuda-graph-max-bs value. 0 = skip this check. |
Output Schema
| Name | Required | Description |
|---|---|---|
| issues | Yes | Critical issues that will prevent SGLang from running correctly |
| verdict | Yes | Overall verdict. 'unknown' = no inputs provided. |
| warnings | Yes | Non-fatal warnings (suboptimal but non-blocking) |
| recommended_config | Yes | Verified-good baseline config for GB10/SM121A |
get_articleRead-onlyIdempotentInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| slug | Yes | Article slug as returned by search_blog (e.g. 'setup-llm-inference-setup'). Lower-case, hyphenated. |
Output Schema
| Name | Required | Description |
|---|---|---|
| url | No | Public URL of the article |
| body | No | Full article body in Markdown |
| date | No | Publication date (ISO 8601) |
| slug | Yes | Article slug |
| tags | No | Topic tags assigned to the article |
| error | No | Set to 'article_not_found' if no article matches the slug |
| title | No | Article title |
| word_count | No | Word count of the article body |
| description | No | Short article description |
| quality_class | No | Editorial content class (e.g. 'Ephemeral', 'Evergreen'). Empty if not classified. |
| quality_score | No | Build-time quality score from the editorial pipeline (unbounded weighted composite across 13 signals, higher is better; thresholds depend on style) |
| quality_style | No | Editorial style category (e.g. 'best_practice_learnings', 'werthaltige_code_beispiele'). Empty if not categorised. |
list_tagsRead-onlyIdempotentInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| sort | No | Result ordering. 'count_desc' lists most-used tags first (default). 'alpha' sorts alphabetically. | count_desc |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
search_blogRead-onlyIdempotentInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| n | No | Maximum number of results to return | |
| tag | No | Optional tag filter (e.g. 'setup', 'fixes', 'strategy'). Only articles with this tag are considered. Use list_tags to discover available tags. | |
| sort | No | 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 'date_desc'. | relevance |
| query | No | 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. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
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{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"maintainers": [{ "email": "your-email@example.com" }]
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