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Together AI MCP by usefulapi

Server Details

Run Together AI chat, embeddings and images; manage fine-tunes, batches and endpoints.

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Status
Unhealthy
Uptime
0.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP
URL
Repository
m190/usefulapi-mcp
GitHub Stars
0
ChatGPT
–
Claude
–

TDQS

A3.7/5.0

Scored across 23 tools

Disambiguation4/5

Each tool targets a distinct resource+action (batch, fine-tune, endpoint, file, inference, model/hardware), and descriptions clarify overlaps. Minor potential confusion between create_endpoint (auto-starts) and start_endpoint, and between the several fine-tune lifecycle tools, but these are well explained.

Naming Consistency4/5

Consistent together_ prefix with snake_case verb_noun structure throughout (create/get/list/cancel/start/stop). Minor deviations: plural list_batches/list_fine_tunes vs singular get_batch, and whoami lacks a verb_noun shape, but overall predictable.

Tool Count4/5

23 tools is slightly heavy but justified by the breadth of the Together platform (batches, fine-tunes, endpoints, files, inference, models, hardware). Each tool maps to a real API operation, so no filler is present.

Completeness3/5

Core inference and endpoint lifecycle are well covered, but there is no file upload tool even though fine-tunes and batch jobs explicitly depend on uploaded files—a real dead end. Evaluations can only be listed (no create), and there are no delete/update operations for batches, files, or endpoints.

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