AI Square Documentation MCP Server
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| AISQUARE_COHERE_API_KEY | No | API key for Cohere reranking (optional). Needed if AISQUARE_RERANKER_ENABLED is true. | |
| AISQUARE_OPENAI_API_KEY | Yes | API key for the default embedding adapter (OpenAI). Required for query embeddings and indexing. | |
| AISQUARE_RERANKER_ENABLED | No | Set 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
| Capability | Details |
|---|---|
| tools | {
"listChanged": false
} |
| prompts | {
"listChanged": false
} |
| resources | {
"subscribe": false,
"listChanged": false
} |
| experimental | {} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| 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
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
| docs_studios | Complete indexed AI Square documentation page for the 'studios' documentation area. |
| docs_agents | Complete indexed AI Square documentation page for the 'agents' documentation area. |
| docs_workflows | Complete indexed AI Square documentation page for the 'workflows' documentation area. |
| docs_deployment | Complete indexed AI Square documentation page for the 'deployment' documentation area. |
| docs_authentication | Complete indexed AI Square documentation page for the 'authentication' documentation area. |
| docs_api | Complete indexed AI Square documentation page for the 'api' documentation area. |
| docs_examples | Complete indexed AI Square documentation page for the 'examples' documentation area. |
| docs_sdk | Complete indexed AI Square documentation page for the 'sdk' documentation area. |
TDQS
Scored across 11 tools
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.
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.
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.
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.