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Glama
omkute101

AI Square Documentation MCP Server

by omkute101

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
AISQUARE_COHERE_API_KEYNoAPI key for Cohere reranking (optional). Needed if AISQUARE_RERANKER_ENABLED is true.
AISQUARE_OPENAI_API_KEYYesAPI key for the default embedding adapter (OpenAI). Required for query embeddings and indexing.
AISQUARE_RERANKER_ENABLEDNoSet to 'false' to disable reranking and return deterministic RRF results.true

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
server_statusA

Report current MCP capabilities, registered tools, and static resources.

search_docsC

Search documentation with optional metadata filters and source citations.

get_pageA

Retrieve one complete indexed canonical page, including chunk citations.

search_apiB

Search categories configured as API/reference documentation.

search_codeA

Search only indexed code chunks, optionally prioritizing a language.

find_examplesC

Find implementation examples from indexed code chunks.

related_pagesA

Find unique, same-category pages related to an indexed canonical page.

list_categoriesA

List categories represented in the indexed documentation.

find_sdkB

Find SDK documentation and code examples for a requested language.

search_guidesA

Search categories configured as guides and tutorials.

search_troubleshootingA

Search categories configured as troubleshooting and support content.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription
docs_studiosComplete indexed AI Square documentation page for the 'studios' documentation area.
docs_agentsComplete indexed AI Square documentation page for the 'agents' documentation area.
docs_workflowsComplete indexed AI Square documentation page for the 'workflows' documentation area.
docs_deploymentComplete indexed AI Square documentation page for the 'deployment' documentation area.
docs_authenticationComplete indexed AI Square documentation page for the 'authentication' documentation area.
docs_apiComplete indexed AI Square documentation page for the 'api' documentation area.
docs_examplesComplete indexed AI Square documentation page for the 'examples' documentation area.
docs_sdkComplete indexed AI Square documentation page for the 'sdk' documentation area.

TDQS

A3.5/5.0

Scored across 11 tools

Disambiguation4/5

Most tools have clearly distinct purposes, especially the category-specific searches (search_guides, search_troubleshooting, search_api). However, find_examples and search_code both operate on code content, which could cause misselection without careful description reading.

Naming Consistency4/5

The majority of tools follow a consistent verb_noun pattern (list_categories, search_docs, get_page). Minor deviations include related_pages (adjective_noun) and server_status (noun_noun), which break the pattern slightly.

Tool Count5/5

With 11 tools, the set is well-scoped for a documentation server. Each tool addresses a distinct need, from search to retrieval to metadata, without unnecessary duplication or overwhelming count.

Completeness4/5

The tool surface covers core documentation workflows: searching across categories, retrieving pages, finding related content, and checking server status. A minor gap is the lack of a direct 'list all pages' tool, but search_docs and related_pages can compensate.

Maintenance

ActivitySlowing
ResponsivenessNo issues