org.sovgrid/self-hosted-ai

REMOTE · MCP.SOVGRID.ORG · SCANNED AUG 3

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

Available components

+5 this week 66 66 Trust /100

Trust breakdown (6 categories)

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. How we score →

Endpoint Security63

The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
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. See how to fix → View diagnostics → Unverified
HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
The HSTS (Strict-Transport-Security) header is present. View diagnostics → Pass
DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail

Transport & Reachability100

Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass

Schema Quality & AI Usability60

AI-judged instruction clarity (good).Pass
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. See how to fix → Fail
Usage-examples check failed: none of the tools include examples. See how to fix → Fail

Stability & Change Management27

Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial

Tool Coverage100

100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
100% of tool parameters carry a description.Pass
Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass

Capabilities100

Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass

Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · mcp.sovgrid.org

Claude Codex opencode OpenClaw Hermes Other

# add to Claude Code

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

# ~/.codex/config.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
    }
  }
}

# add to OpenClaw

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

# ~/.hermes/config.yaml

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

// mcp.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 we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

2 Aug 26 +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.
31 Jul 26 +2
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
29 Jul 26 +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.
28 Jul 26 +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.
27 Jul 26 0
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
26 Jul 26 61

First indexed and scored.

Show 5 earlier entries Hide earlier entries

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Probed https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io

TLS valid

Negotiated TLS 1.3 with TLS_CHACHA20_POLY1305_SHA256 .

Subject	Issuer	Valid from	Valid until	Key	Signature	Serial
CN=mcp.sovgrid.org	CN=YE1,O=Let's Encrypt,C=US	27 Jun 2026	25 Sept 2026	ECDSA 256	ECDSA-SHA384	5666ae157e51f038b6fe04521fc9e7623ab
SANs: mcp.sovgrid.org
CN=YE1,O=Let's Encrypt,C=US (CA)	CN=Root YE,O=ISRG,C=US	3 Sept 2025	2 Sept 2028	ECDSA 384	ECDSA-SHA384	5ddd70dd31f801c85c186a7a04b80afe
CN=Root YE,O=ISRG,C=US (CA)	CN=ISRG Root X2,O=Internet Security Research Group,C=US	13 May 2026	2 Sept 2032	ECDSA 384	ECDSA-SHA384	872165fc34b6e5fba8add5b3705fb53a
CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA)	CN=ISRG Root X1,O=Internet Security Research Group,C=US	13 May 2026	2 Sept 2032	ECDSA 384	SHA256-RSA	6c8f1dc727c7117f7baf853ac980f9cd

DNSSEC insecure

Validation of mcp.sovgrid.org. — Not signed

Zone	DS	Keys	Algorithms	Outcome
.	trust_anchor	20326, 38696	8, 8	Verified
org.	present	26974	8	Verified
sovgrid.org.	absent			Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation

Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result	No authorisation required
HTTP status	200

Header	Value
strict-transport-security	max-age=31536000; includeSubDomains
x-content-type-options	nosniff
referrer-policy	strict-origin-when-cross-origin

Transports 2 probes

Transport	URL	Outcome	Status	Location
streamable-http	https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io	Verified	200
http (plaintext)	http://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io	HTTPS enforced	308	https://mcp.sovgrid.org/self-hosted-ai?ref=mcp-io

MCP tools — 4 exposed · ~743 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens

diagnose_sglang ~299

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 Output Examples

Name	Type	Req	Description
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.

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

No examples provided.

get_article ~99

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 Output Examples

Name	Type	Req	Description
slug	string	yes	Article slug as returned by search_blog (e.g. 'setup-llm-inference-setup'). Lower-case, hyphenated.

Name	Type	Req	Description
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	yes	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

No examples provided.

list_tags ~76

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 Output Examples

Name	Type	Req	Description
sort	string	—	Result ordering. 'count_desc' lists most-used tags first (default). 'alpha' sorts alphabetically.

Name	Type	Req	Description
result	array	yes	—

No examples provided.

search_blog ~269

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 Output Examples

Name	Type	Req	Description
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.

Name	Type	Req	Description
result	array	yes	—

No examples provided.

On this page

Handy links

Scoring key

80+ high trust
60–79 medium
below 60 low

How we score

Score history · last 30 days

26 Jul 3 Aug

Day	Score
26 Jul	61
27 Jul	61
28 Jul	62
29 Jul	63
30 Jul	63
31 Jul	65
1 Aug	65
2 Aug	66
3 Aug	66