Sovereign AI Blog — локальный ИИ на DGX Spark

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.

// inputSchema
{
  "type": "object",
  "title": "diagnose_sglangArguments",
  "properties": {
    "hardware": {
      "type": "string",
      "title": "Hardware",
      "default": "",
      "description": "Hardware description (e.g. 'GB10', 'DGX Spark', 'SM121A'). Empty = skip GB10-specific rules."
    },
    "image_tag": {
      "type": "string",
      "title": "Image Tag",
      "default": "",
      "description": "Docker image tag in use (e.g. 'lmsysorg/sglang:latest', 'lmsysorg/sglang:v0.4.0'). Empty = skip."
    },
    "mem_fraction": {
      "type": "number",
      "title": "Mem Fraction",
      "default": 0.0,
      "maximum": 1.0,
      "minimum": 0.0,
      "description": "SGLang --mem-fraction-static value (e.g. 0.88). 0.0 = skip this check."
    },
    "error_message": {
      "type": "string",
      "title": "Error Message",
      "default": "",
      "description": "Paste error log output here for pattern matching against known failure modes."
    },
    "attention_backend": {
      "type": "string",
      "title": "Attention Backend",
      "default": "",
      "description": "SGLang --attention-backend value (e.g. 'flashinfer', 'triton'). Empty string = skip this check."
    },
    "cuda_graph_max_bs": {
      "type": "integer",
      "title": "Cuda Graph Max Bs",
      "default": 0,
      "minimum": 0,
      "description": "SGLang --cuda-graph-max-bs value. 0 = skip this check."
    }
  }
}

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.

// inputSchema
{
  "type": "object",
  "title": "get_articleArguments",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "title": "Slug",
      "description": "Article slug as returned by search_blog (e.g. 'setup-llm-inference-setup'). Lower-case, hyphenated."
    }
  }
}

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.

// inputSchema
{
  "type": "object",
  "title": "list_articlesArguments",
  "properties": {
    "tag": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Tag",
      "default": null,
      "description": "Optional tag filter (e.g. 'setup', 'fixes', 'strategy'). Only articles with this tag are considered. Use list_tags to discover available tags."
    },
    "sort": {
      "enum": [
        "date_desc",
        "date_asc",
        "title_asc",
        "quality_desc"
      ],
      "type": "string",
      "title": "Sort",
      "default": "date_desc",
      "description": "Result ordering. 'date_desc' newest first (default). 'date_asc' oldest first. 'title_asc' alphabetical. 'quality_desc' best quality first."
    },
    "limit": {
      "type": "integer",
      "title": "Limit",
      "default": 20,
      "maximum": 50,
      "minimum": 1,
      "description": "Number of results (1-50)"
    },
    "offset": {
      "type": "integer",
      "title": "Offset",
      "default": 0,
      "minimum": 0,
      "description": "Pagination offset (0-based)"
    }
  }
}

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.

// inputSchema
{
  "type": "object",
  "title": "list_tagsArguments",
  "properties": {
    "sort": {
      "enum": [
        "count_desc",
        "alpha"
      ],
      "type": "string",
      "title": "Sort",
      "default": "count_desc",
      "description": "Result ordering. 'count_desc' lists most-used tags first (default). 'alpha' sorts alphabetically."
    }
  }
}

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.

// inputSchema
{
  "type": "object",
  "title": "search_blogArguments",
  "properties": {
    "n": {
      "type": "integer",
      "title": "N",
      "default": 5,
      "maximum": 20,
      "minimum": 1,
      "description": "Maximum number of results to return"
    },
    "tag": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Tag",
      "default": null,
      "description": "Optional tag filter (e.g. 'setup', 'fixes', 'strategy'). Only articles with this tag are considered. Use list_tags to discover available tags."
    },
    "sort": {
      "enum": [
        "relevance",
        "date_desc"
      ],
      "type": "string",
      "title": "Sort",
      "default": "relevance",
      "description": "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'."
    },
    "query": {
      "type": "string",
      "title": "Query",
      "default": "",
      "description": "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."
    }
  }
}