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Glama
cipherfoxie

Sovereign AI Blog

by cipherfoxie
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Hybrid

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": false
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
search_blogA

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.

get_articleA

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.

diagnose_sglangA

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.

list_tagsA

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.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

Deploy Server
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

A4.5/5.0

Scored across 4 tools

Disambiguation5/5

Each tool has a well-defined, distinct purpose: diagnosing SGLang configs, retrieving blog articles, listing tags, and searching. No overlaps.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern using snake_case (diagnose_sglang, get_article, list_tags, search_blog).

Tool Count5/5

With 4 tools, the count is well within the ideal 3-15 range and is proportionate to the server's focused blog+diagnostic scope.

Completeness5/5

The blog domain is fully covered: searching, retrieving specific articles, and browsing tags. The diagnostic tool adds auxiliary functionality without creating gaps.

Maintenance

ActivityMaintained
ResponsivenessNo issues

Resources