{ "data": { "tool": { "category": "", "endpoint": "https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/sovgrid-self-hosted-ai.json", "kind": "mcp", "listed": "indexed", "liveUrl": "https://www.anchorterminal.com/api/v1/live/sovgrid-self-hosted-ai.json", "markdownUrl": "https://www.anchorterminal.com/tools/sovgrid-self-hosted-ai.md", "mcpTools": { "check": { "checker": "anchor-check/1.0", "totalTokens": 3373, "counts": { "error": 0, "note": 1, "warn": 0 }, "findings": [ { "rule": "TC29", "severity": "note", "message": "about 389 tokens (11% of the definitions) are titles that repeat property or function names", "fix": "Strip \"title\" keys that only restate a name before listing tools." } ] }, "checkedAt": "2026-10-04T22:25:45Z", "count": 5, "schemaTokens": 3373, "status": "ok", "tools": [ { "name": "search_blog", "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=* -\u003e list newest-first, optionally tag-filtered\n - query!='', sort=relevance -\u003e TF-IDF ranked, optionally tag-filtered\n - query!='', sort=date_desc -\u003e TF-IDF filtered (score \u003e 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" }, "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": "#/$defs/SearchResult" }, "title": "Result", "type": "array" } }, "required": [ "result" ], "title": "search_blogOutput", "type": "object" }, "annotations": { "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Search Blog" } }, { "name": "list_articles", "description": "\n List all blog articles. No TF-IDF computation — pure database listing.\n\n Use to browse the full corpus, paginate through articles, or filter by tag.\n For full-text semantic search use search_blog instead.\n ", "inputSchema": { "properties": { "limit": { "default": 20, "description": "Number of results (1-50)", "maximum": 50, "minimum": 1, "title": "Limit", "type": "integer" }, "offset": { "default": 0, "description": "Pagination offset (0-based)", "minimum": 0, "title": "Offset", "type": "integer" }, "sort": { "default": "date_desc", "description": "Result ordering. 'date_desc' newest first (default). 'date_asc' oldest first. 'title_asc' alphabetical. 'quality_desc' best quality first.", "enum": [ "date_desc", "date_asc", "title_asc", "quality_desc" ], "title": "Sort", "type": "string" }, "tag": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null, "description": "Optional tag filter (e.g. 'setup', 'fixes', 'strategy'). Only articles with this tag are considered. Use list_tags to discover available tags.", "title": "Tag" } }, "title": "list_articlesArguments", "type": "object" }, "outputSchema": { "$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" }, "annotations": { "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "List Articles" } }, { "name": "get_article", "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" }, "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" }, "annotations": { "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Get Article" } }, { "name": "diagnose_sglang", "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" }, "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": "#/$defs/DiagnosticIssue" }, "title": "Warnings", "type": "array" } }, "required": [ "issues", "warnings", "recommended_config", "verdict" ], "title": "DiagnoseResult", "type": "object" }, "annotations": { "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Diagnose SGLang Config" } }, { "name": "list_tags", "description": "\n List all topic tags used across the Sovereign AI Blog corpus, with article\n counts. Use this to browse the topic space before calling search_blog with\n a tag filter.\n ", "inputSchema": { "properties": { "sort": { "default": "count_desc", "description": "Result ordering. 'count_desc' lists most-used tags first (default). 'alpha' sorts alphabetically.", "enum": [ "count_desc", "alpha" ], "title": "Sort", "type": "string" } }, "title": "list_tagsArguments", "type": "object" }, "outputSchema": { "$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" }, "annotations": { "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "List Tags" } } ] }, "name": "self-hosted-ai", "note": "Indexed from the official MCP registry: facts and our own checks, not reviewed, so no score, grade or rank.", "packages": null, "pageJsonUrl": "https://www.anchorterminal.com/tools/sovgrid-self-hosted-ai.json", "popularity": { "githubStars": 3 }, "registryName": "org.sovgrid/self-hosted-ai", "remotes": [ { "type": "streamable-http", "url": "https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io" } ], "repository": "https://github.com/cipherfoxie/sovereign-mcp", "reviewed": false, "slug": "sovgrid-self-hosted-ai", "source": "the official MCP registry", "sourceUrl": "https://registry.modelcontextprotocol.io/v0.1/servers?search=org.sovgrid/self-hosted-ai", "summary": "Engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 60+ articles indexed.", "updatedAt": "2026-05-05T19:53:43Z", "url": "https://www.anchorterminal.com/tools/sovgrid-self-hosted-ai", "vendor": "sovgrid.org", "vendorUrl": "https://sovgrid.org", "version": "1.0.0", "websiteUrl": "https://sovgrid.org", "where": "hosted", "why": [ "vendor" ] } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/tools/sovgrid-self-hosted-ai", "json": "https://www.anchorterminal.com/tools/sovgrid-self-hosted-ai.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/tools/sovgrid-self-hosted-ai.md", "slim": "https://www.anchorterminal.com/tools/sovgrid-self-hosted-ai.min.md" }, "markdown": "# self-hosted-ai\n\n\u003e Indexed, not reviewed: facts from the official MCP registry and our own checks. No score, grade or rank, and not in the rankings until the panel reviews it. How the index works: https://www.anchorterminal.com/indexed/\n\n- Kind: MCP server, by sovgrid.org (https://sovgrid.org)\n- Listed because: It's published in the registry under sovgrid.org, a namespace the registry only gives to whoever proves they control that domain.\n- What the official MCP registry says: Engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 60+ articles indexed.\n\n## Facts\n\n- MCP registry: `org.sovgrid/self-hosted-ai` 1.0.0\n- Endpoint: https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io (streamable HTTP)\n- Source: https://github.com/cipherfoxie/sovereign-mcp\n- Website: https://sovgrid.org\n- GitHub stars: 3\n- Registry entry updated: 2026-05-05\n\n## Tools\n\n- Tools it lists (5, about 3,373 tokens of context, `tools/list` without credentials over MCP 2026-07-28, checked 2026-10-04 22:25 UTC):\n - `search_blog` (read-only): Search the Sovereign AI Blog for articles matching a natural language query, optionally filtered by tag and sorted by relevance or date. Behaviour matrix: -…\n - `list_articles` (read-only): 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…\n - `get_article` (read-only): 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…\n - `diagnose_sglang` (read-only): Validate an SGLang configuration for NVIDIA DGX Spark (GB10/SM121A). Pure pattern-matching against known failure modes documented in the Sovereign AI Blog. No…\n - `list_tags` (read-only): 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…\n- How its tools read to an agent (0 errors, 0 warnings, 1 note, about 3,373 tokens; rules at https://www.anchorterminal.com/check.md; not part of the score):\n - note TC29 server: about 389 tokens (11% of the definitions) are titles that repeat property or function names\n\n- JSON: https://www.anchorterminal.com/api/v1/tools/sovgrid-self-hosted-ai.json\n- Being indexed says nothing about quality, and nobody can pay for it. Ask for a review: https://www.anchorterminal.com/builders/#claiming\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-05", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.3", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Terminal", "url": "https://www.anchorterminal.com/tools/" }, { "name": "Indexed", "url": "https://www.anchorterminal.com/indexed/" }, { "name": "self-hosted-ai", "url": "" } ], "description": "self-hosted-ai, an MCP server by sovgrid.org, listed from the official MCP registry. Indexed, not reviewed: facts and our own checks, no score or ranking. Engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 60+ articles indexed.", "facts": [ "not reviewed", "not ranked", "facts only" ], "h1": "self-hosted-ai", "image": "https://www.anchorterminal.com/assets/og/indexed.png", "path": "/tools/sovgrid-self-hosted-ai", "published": "", "section": "indexed", "title": "self-hosted-ai: MCP server, indexed from the official MCP registry", "toc": null, "updated": "2026-10-05", "url": "https://www.anchorterminal.com/tools/sovgrid-self-hosted-ai" }, "tokens": { "markdown": 800, "slim": 730 }, "version": 1 }