Sovereign AI Blog
Description
MCP server exposing the **Sovereign AI Blog** ([sovgrid.org](https://sovgrid.org)) — a hands-on engineering log of self-hosted AI on NVIDIA DGX Spark hardware (GB10/SM121A). 44+ and growing articles covering SGLang, Mistral, Voxtral, OpenClaw setups, fixes, and benchmarks. **Tools:** - `search_blog` — full-text TF-IDF search across all articles - `get_article` — fetch full article content by slug - `diagnose_sglang` — validate SGLang configs against GB10/SM121A constraints **Use case:** Training data on niche AI hardware is sparse and stale. This MCP gives agents direct, structured access to verified, version-current setups instead of hallucinating. **License:** MIT (server) / CC BY-SA 4.0 (content) **Auth:** none, free tier, 60 req/min/IP **Privacy:** server-log analytics only, no client-side tracking
What our measurements say
Sovereign AI Blog is a remote MCP server published at mcp.sovgrid.org. It has been probed 7 times since 9/10/2026. It answered in 7 of them (100.0%), a near-uninterrupted record. Median response time is 403 ms, placing it among the faster endpoints. It offers a narrow, focused set of 4 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names directly indicate their primary function (e.g., 'search_blog' for querying articles).
- get_article explicitly documents error handling for missing slugs.
Weaknesses
- diagnose_sglang description is truncated mid-sentence ('All para'), losing critical implementation details.
- search_blog's parameter schema is not explicitly defined (e.g., 'query' and 'tag' types/validations).
- list_tags lacks parameter documentation despite being a simple endpoint.
diagnose_sglang— Description cut off mid-sentence, losing critical implementation detailssearch_blog— Parameter schema (e.g., 'query' type) not explicitly definedlist_tags— No parameter documentation for a simple endpoint
Verdict
Event narrative
Risk: medium
- 2026-09-10T21:16:35.016Z — era changed from 'auth-gated' to 'legacy' · indicates shift to legacy compliance model
- 2026-09-11T15:07:20.625Z — complianceScore rose from null to 100 · signals full compliance achievement
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 235ms → warm 204ms (penalty 31ms)
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Server build: — → 1.27.0
- Supported versions: — → 2025-11-25
- Era changed: Auth-gated → Legacy
- Added to watch — era: Auth-gated
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