# Together AI MCP by usefulapi (io.usefulapi/together-ai): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.usefulapi%2Ftogether-ai/versions/latest)
- Connected to: https://together-ai.usefulapi.io/mcp
- Homepage: https://usefulapi.io/together-ai/
- Repository: https://github.com/m190/usefulapi-mcp
- Scoring rules: v2
- Tools: 23
- Average: 51.0 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how Together AI MCP by usefulapi (io.usefulapi/together-ai)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

No server-wide issues.

## Tools

- `together_list_evaluations`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `together_list_hardware`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `together_list_models`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `together_cancel_batch`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: batch_id. Name the tool or the place that returns it, or models look it up first.
- `together_create_fine_tune`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: learning_rate, warmup_ratio, max_seq_length.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `together_get_batch`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: batch_id. Name the tool or the place that returns it, or models look it up first.
- `together_list_endpoints`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `together_start_endpoint`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: endpoint_id. Name the tool or the place that returns it, or models look it up first.
- `together_create_batch`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: input_file_id. Name the tool or the place that returns it, or models look it up first.
- `together_list_files`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `together_stop_endpoint`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: endpoint_id. Name the tool or the place that returns it, or models look it up first.
- `together_chat_completion`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: messages[].role, messages[].content, temperature, top_p, top_k, repetition_penalty.
  - Minor: String arguments with no constraint or example: messages[].content.
  - Minor: Says nothing about what it returns.
- `together_create_embeddings`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `together_create_endpoint`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: disable_speculative_decoding.
  - Minor: String arguments with no constraint or example: display_name.
  - Minor: The meaning of the boolean argument disable_speculative_decoding is unclear.
  - Minor: Says nothing about what it returns.
- `together_get_endpoint`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: endpoint_id. Name the tool or the place that returns it, or models look it up first.
- `together_get_file`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: file_id. Name the tool or the place that returns it, or models look it up first.
- `together_whoami`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `together_cancel_fine_tune`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `together_list_batches`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
- `together_list_fine_tunes`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
- `together_list_fine_tune_events`: 60 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: fine_tune_id. Name the tool or the place that returns it, or models look it up first.
- `together_generate_image`: 62 / 100
  - Minor: Arguments without a description: seed, output_format.
- `together_get_fine_tune`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Required identifiers whose description does not say where the value comes from: fine_tune_id. Name the tool or the place that returns it, or models look it up first.

Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days.

[All scored servers](https://forecall.dev/en/servers)