Server definition
- Hash
- sha256:cd2c684d1b87a82ee73e15222e70f6512c379b295664513acc609b103165ccf0
- What it is
- What a remote MCP server returned when asked what it offers: 5 tools
The blob, as servednamed by its sha256
{
"instructions": "Search and retrieve articles from the Sovereign AI Blog, a practical engineering log of self-hosted AI on NVIDIA DGX Spark. Use list_tags to discover topic categories, list_articles to browse all articles with pagination and sorting, search_blog for full-text semantic search, get_article for full content by slug, and diagnose_sglang to validate SGLang configs for GB10/SM121A hardware.",
"tools": [
{
"description": "\n Validate an SGLang configuration for NVIDIA DGX Spark (GB10/SM121A).\n\n Pure pattern-matching against known failure modes documented in the\n Sovereign AI Blog. No inference, no external calls. Returns critical\n issues, non-fatal warnings, and a recommended baseline config.\n\n All parameters are optional; supply only what you have. With no inputs\n you get the recommended config and a 'unknown' verdict.\n ",
"inputSchema": {
"properties": {
"attention_backend": {
"default": "",
"description": "SGLang --attention-backend value (e.g. 'flashinfer', 'triton'). Empty string = skip this check.",
"title": "Attention Backend",
"type": "string"
},
"cuda_graph_max_bs": {
"default": 0,
"description": "SGLang --cuda-graph-max-bs value. 0 = skip this check.",
"minimum": 0,
"title": "Cuda Graph Max Bs",
"type": "integer"
},
"error_message": {
"default": "",
"description": "Paste error log output here for pattern matching against known failure modes.",
"title": "Error Message",
"type": "string"
},
"hardware": {
"default": "",
"description": "Hardware description (e.g. 'GB10', 'DGX Spark', 'SM121A'). Empty = skip GB10-specific rules.",
"title": "Hardware",
"type": "string"
},
"image_tag": {
"default": "",
"description": "Docker image tag in use (e.g. 'lmsysorg/sglang:latest', 'lmsysorg/sglang:v0.4.0'). Empty = skip.",
"title": "Image Tag",
"type": "string"
},
"mem_fraction": {
"default": 0,
"description": "SGLang --mem-fraction-static value (e.g. 0.88). 0.0 = skip this check.",
"maximum": 1,
"minimum": 0,
"title": "Mem Fraction",
"type": "number"
}
},
"title": "diagnose_sglangArguments",
"type": "object"
},
"name": "diagnose_sglang",
"outputSchema": {
"$defs": {
"DiagnosticIssue": {
"description": "A single rule violation found in the SGLang config.",
"properties": {
"fix": {
"description": "Concrete fix to apply",
"title": "Fix",
"type": "string"
},
"param": {
"description": "The config parameter or input field that triggered the rule",
"title": "Param",
"type": "string"
},
"problem": {
"description": "Plain-English explanation of the failure mode",
"title": "Problem",
"type": "string"
},
"severity": {
"description": "critical = config will fail, warning = will run but suboptimal",
"enum": [
"critical",
"warning"
],
"title": "Severity",
"type": "string"
},
"source": {
"description": "URL of the blog article documenting this issue",
"title": "Source",
"type": "string"
},
"value": {
"description": "The offending value (stringified)",
"title": "Value",
"type": "string"
}
},
"required": [
"severity",
"param",
"value",
"problem",
"fix",
"source"
],
"title": "DiagnosticIssue",
"type": "object"
},
"RecommendedConfig": {
"description": "A known-good SGLang config baseline for GB10/SM121A hardware.",
"properties": {
"attention_backend": {
"description": "SGLang attention backend (triton is the verified default for GB10)",
"title": "Attention Backend",
"type": "string"
},
"cuda_graph_max_bs": {
"description": "--cuda-graph-max-bs (32 is the optimum for GB10)",
"title": "Cuda Graph Max Bs",
"type": "integer"
},
"env": {
"additionalProperties": true,
"description": "Environment variables required for stable operation",
"title": "Env",
"type": "object"
},
"image_tag": {
"description": "Docker image tag with SM121A support",
"title": "Image Tag",
"type": "string"
},
"max_running_requests": {
"description": "Concurrent request cap, calibrated for GB10 memory budget",
"title": "Max Running Requests",
"type": "integer"
},
"mem_fraction": {
"description": "--mem-fraction-static value (0.75 is the upper safe bound for GB10)",
"title": "Mem Fraction",
"type": "number"
}
},
"required": [
"attention_backend",
"mem_fraction",
"cuda_graph_max_bs",
"image_tag",
"env",
"max_running_requests"
],
"title": "RecommendedConfig",
"type": "object"
}
},
"description": "Outcome of a diagnose_sglang call.",
"properties": {
"issues": {
"description": "Critical issues that will prevent SGLang from running correctly",
"items": {
"$ref": "#/$defs/DiagnosticIssue"
},
"title": "Issues",
"type": "array"
},
"recommended_config": {
"$ref": "#/$defs/RecommendedConfig",
"description": "Verified-good baseline config for GB10/SM121A"
},
"verdict": {
"description": "Overall verdict. 'unknown' = no inputs provided.",
"enum": [
"valid",
"valid_with_warnings",
"invalid",
"unknown"
],
"title": "Verdict",
"type": "string"
},
"warnings": {
"description": "Non-fatal warnings (suboptimal but non-blocking)",
"items": {
"$ref": "#/$defs/DiagnosticIssue"
},
"title": "Warnings",
"type": "array"
}
},
"required": [
"issues",
"warnings",
"recommended_config",
"verdict"
],
"title": "DiagnoseResult",
"type": "object"
}
},
{
"description": "\n Retrieve the full content of a blog article by its slug.\n\n Returns the article body (Markdown) plus metadata. If the slug does not\n match any article, returns an Article with `error='article_not_found'`\n and other fields at their defaults.\n ",
"inputSchema": {
"properties": {
"slug": {
"description": "Article slug as returned by search_blog (e.g. 'setup-llm-inference-setup'). Lower-case, hyphenated.",
"title": "Slug",
"type": "string"
}
},
"required": [
"slug"
],
"title": "get_articleArguments",
"type": "object"
},
"name": "get_article",
"outputSchema": {
"description": "Full content of a single blog article.",
"properties": {
"body": {
"default": "",
"description": "Full article body in Markdown",
"title": "Body",
"type": "string"
},
"date": {
"default": "",
"description": "Publication date (ISO 8601)",
"title": "Date",
"type": "string"
},
"description": {
"default": "",
"description": "Short article description",
"title": "Description",
"type": "string"
},
"error": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"description": "Set to 'article_not_found' if no article matches the slug",
"title": "Error"
},
"quality_class": {
"default": "",
"description": "Editorial content class (e.g. 'Ephemeral', 'Evergreen'). Empty if not classified.",
"title": "Quality Class",
"type": "string"
},
"quality_score": {
"default": 0,
"description": "Build-time quality score from the editorial pipeline (unbounded weighted composite across 13 signals, higher is better; thresholds depend on style)",
"title": "Quality Score",
"type": "number"
},
"quality_style": {
"default": "",
"description": "Editorial style category (e.g. 'best_practice_learnings', 'werthaltige_code_beispiele'). Empty if not categorised.",
"title": "Quality Style",
"type": "string"
},
"slug": {
"description": "Article slug",
"title": "Slug",
"type": "string"
},
"tags": {
"description": "Topic tags assigned to the article",
"items": {
"type": "string"
},
"title": "Tags",
"type": "array"
},
"title": {
"default": "",
"description": "Article title",
"title": "Title",
"type": "string"
},
"url": {
"default": "",
"description": "Public URL of the article",
"title": "Url",
"type": "string"
},
"word_count": {
"default": 0,
"description": "Word count of the article body",
"title": "Word Count",
"type": "integer"
}
},
"required": [
"slug"
],
"title": "Article",
"type": "object"
}
},
{
"description": "\n List all blog articles. No TF-IDF computation — pure database listing.\n\n Use to browse the full corpus, paginate through articles, or filter by tag.\n For full-text semantic search use search_blog instead.\n ",
"inputSchema": {
"properties": {
"limit": {
"default": 20,
"description": "Number of results (1-50)",
"maximum": 50,
"minimum": 1,
"title": "Limit",
"type": "integer"
},
"offset": {
"default": 0,
"description": "Pagination offset (0-based)",
"minimum": 0,
"title": "Offset",
"type": "integer"
},
"sort": {
"default": "date_desc",
"description": "Result ordering. 'date_desc' newest first (default). 'date_asc' oldest first. 'title_asc' alphabetical. 'quality_desc' best quality first.",
"enum": [
"date_desc",
"date_asc",
"title_asc",
"quality_desc"
],
"title": "Sort",
"type": "string"
},
"tag": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"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.",
"title": "Tag"
}
},
"title": "list_articlesArguments",
"type": "object"
},
"name": "list_articles",
"outputSchema": {
"$defs": {
"ArticleSummary": {
"description": "A single article entry returned by list_articles.",
"properties": {
"date": {
"default": "",
"description": "Publication date (ISO 8601)",
"title": "Date",
"type": "string"
},
"description": {
"default": "",
"description": "Article description or summary",
"title": "Description",
"type": "string"
},
"quality_class": {
"default": "",
"description": "Editorial quality class",
"title": "Quality Class",
"type": "string"
},
"quality_score": {
"description": "Editorial quality score",
"title": "Quality Score",
"type": "number"
},
"quality_style": {
"default": "",
"description": "Editorial style category",
"title": "Quality Style",
"type": "string"
},
"slug": {
"description": "Article slug, use as input to get_article",
"title": "Slug",
"type": "string"
},
"tags": {
"description": "Topic tags assigned to the article",
"items": {
"type": "string"
},
"title": "Tags",
"type": "array"
},
"title": {
"description": "Article title",
"title": "Title",
"type": "string"
},
"url": {
"description": "Public URL of the article",
"title": "Url",
"type": "string"
}
},
"required": [
"slug",
"title",
"url",
"tags",
"quality_score"
],
"title": "ArticleSummary",
"type": "object"
}
},
"properties": {
"result": {
"items": {
"$ref": "#/$defs/ArticleSummary"
},
"title": "Result",
"type": "array"
}
},
"required": [
"result"
],
"title": "list_articlesOutput",
"type": "object"
}
},
{
"description": "\n List all topic tags used across the Sovereign AI Blog corpus, with article\n counts. Use this to browse the topic space before calling search_blog with\n a tag filter.\n ",
"inputSchema": {
"properties": {
"sort": {
"default": "count_desc",
"description": "Result ordering. 'count_desc' lists most-used tags first (default). 'alpha' sorts alphabetically.",
"enum": [
"count_desc",
"alpha"
],
"title": "Sort",
"type": "string"
}
},
"title": "list_tagsArguments",
"type": "object"
},
"name": "list_tags",
"outputSchema": {
"$defs": {
"TagInfo": {
"description": "A topic tag with the number of articles using it.",
"properties": {
"article_count": {
"description": "Number of articles tagged with this tag",
"title": "Article Count",
"type": "integer"
},
"tag": {
"description": "The tag name (lower-case, snake_case)",
"title": "Tag",
"type": "string"
}
},
"required": [
"tag",
"article_count"
],
"title": "TagInfo",
"type": "object"
}
},
"properties": {
"result": {
"items": {
"$ref": "#/$defs/TagInfo"
},
"title": "Result",
"type": "array"
}
},
"required": [
"result"
],
"title": "list_tagsOutput",
"type": "object"
}
},
{
"description": "\n Search the Sovereign AI Blog for articles matching a natural language query,\n optionally filtered by tag and sorted by relevance or date.\n\n Behaviour matrix:\n - query='', sort=* -> list newest-first, optionally tag-filtered\n - query!='', sort=relevance -> TF-IDF ranked, optionally tag-filtered\n - query!='', sort=date_desc -> TF-IDF filtered (score > 0.001), then sorted by date\n\n Pure read-only, deterministic for a given KB snapshot.\n ",
"inputSchema": {
"properties": {
"n": {
"default": 5,
"description": "Maximum number of results to return",
"maximum": 20,
"minimum": 1,
"title": "N",
"type": "integer"
},
"query": {
"default": "",
"description": "Natural language search query (e.g. 'flashinfer OOM on GB10'). Multi-word queries are tokenized and TF-IDF ranked. Pass empty string to list articles without ranking by relevance.",
"title": "Query",
"type": "string"
},
"sort": {
"default": "relevance",
"description": "Result ordering. 'relevance' uses TF-IDF score (default for non-empty query). 'date_desc' sorts newest first (default behaviour when query is empty). When query is empty, 'relevance' is treated as 'date_desc'.",
"enum": [
"relevance",
"date_desc"
],
"title": "Sort",
"type": "string"
},
"tag": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"description": "Optional tag filter (e.g. 'setup', 'fixes', 'strategy'). Only articles with this tag are considered. Use list_tags to discover available tags.",
"title": "Tag"
}
},
"title": "search_blogArguments",
"type": "object"
},
"name": "search_blog",
"outputSchema": {
"$defs": {
"SearchResult": {
"description": "One ranked article result from search_blog.",
"properties": {
"date": {
"default": "",
"description": "Publication date (ISO 8601)",
"title": "Date",
"type": "string"
},
"description": {
"description": "Article description or summary",
"title": "Description",
"type": "string"
},
"quality_score": {
"description": "Build-time editorial quality score",
"title": "Quality Score",
"type": "number"
},
"quality_style": {
"default": "",
"description": "Editorial style category",
"title": "Quality Style",
"type": "string"
},
"relevance_score": {
"description": "TF-IDF cosine similarity score, 0.0 to 1.0 (1.0 = direct date-sorted hit when query is empty)",
"title": "Relevance Score",
"type": "number"
},
"slug": {
"description": "Article slug, use as input to get_article",
"title": "Slug",
"type": "string"
},
"tags": {
"description": "Topic tags assigned to the article",
"items": {
"type": "string"
},
"title": "Tags",
"type": "array"
},
"title": {
"description": "Article title",
"title": "Title",
"type": "string"
},
"url": {
"description": "Public URL of the article",
"title": "Url",
"type": "string"
}
},
"required": [
"slug",
"title",
"url",
"description",
"tags",
"relevance_score",
"quality_score"
],
"title": "SearchResult",
"type": "object"
}
},
"properties": {
"result": {
"items": {
"$ref": "#/$defs/SearchResult"
},
"title": "Result",
"type": "array"
}
},
"required": [
"result"
],
"title": "search_blogOutput",
"type": "object"
}
}
]
}Verify it yourself
curl -s https://api.teppi.xyz/v1/evidence/sha256:cd2c684d1b87a82ee73e15222e70f6512c379b295664513acc609b103165ccf0 | sha256sum