# Usefulapi Fireworks MCP server

Source: https://glimind.com/server/mcp-registry%2Fio.usefulapi%2Ffireworks
Registry id: `mcp-registry/io.usefulapi/fireworks`
Status: auth-required (checked 2026-10-27T03:28:53.463Z)

## Verdict

Usefulapi Fireworks MCP server answered 100% of Glimind's liveness checks over 30 days, better than 42% of MCP servers, with 65 ms median handshake and 0 outages in 90 days. Its agent-readiness grade is A (96/100) across 14 tools, costing an agent about 2,316 tokens to load. Checked every few minutes; no tool is ever called.

## Measurements (30 days)

| Metric | Value | Better than |
|---|---|---|
| Uptime, 30 days | 100% | 42% of MCP servers |
| Median handshake latency | 65 ms | 88% of MCP servers |
| p95 handshake latency | 371 ms | — |
| Checks in 30 days | 217 | — |
| Outages, 90 days | 0 | — |
| Median recovery | — | — |
| Agent-readiness score | 96/100 (A) | 82% of MCP servers |
| Tools | 14 | — |
| Tool-list size for an agent | ~2,316 tokens | 50% of MCP servers |
| Days observed | 28 | — |

## Install

```json
{
  "mcpServers": {
    "usefulapi-fireworks-mcp-server": {
      "type": "http",
      "url": "https://fireworks.usefulapi.io/mcp"
    }
  }
}
```

Claude Code:

```sh
claude mcp add --transport http usefulapi-fireworks-mcp-server https://fireworks.usefulapi.io/mcp
```

## Tools (14)

- `fireworks_create_dataset`: Creates a dataset metadata record in Fireworks (additive; actual data is uploaded separately). Control-plane: POST /v1/accounts/{account_id}/datasets.
- `fireworks_delete_deployment`: DELETES (shuts down) a Fireworks deployment — stops serving that model and stops its billing. Destructive. Control-plane: DELETE /v1/accounts/{account_id}/deplo
- `fireworks_get_account`: Get the Fireworks account record (display name, state, etc.). Control-plane: GET /v1/accounts/{account_id}.
- `fireworks_get_dataset`: Get a single dataset by id. Control-plane: GET /v1/accounts/{account_id}/datasets/{dataset_id}.
- `fireworks_get_deployment`: Get a single deployment by id. Control-plane: GET /v1/accounts/{account_id}/deployments/{deployment_id}.
- `fireworks_get_fine_tuning_job`: Get a single supervised fine-tuning job by id. Control-plane: GET /v1/accounts/{account_id}/supervisedFineTuningJobs/{job_id}.
- `fireworks_get_model`: Get a single model by id. Control-plane: GET /v1/accounts/{account_id}/models/{model_id}.
- `fireworks_list_batch_inference_jobs`: List batch inference jobs in the account. Control-plane: GET /v1/accounts/{account_id}/batchInferenceJobs.
- `fireworks_list_datasets`: List datasets in the account. Control-plane: GET /v1/accounts/{account_id}/datasets.
- `fireworks_list_deployed_models`: List deployed models (model↔deployment bindings). Control-plane: GET /v1/accounts/{account_id}/deployedModels.
- `fireworks_list_deployments`: List deployments (serving instances) in the account. Control-plane: GET /v1/accounts/{account_id}/deployments.
- `fireworks_list_fine_tuning_jobs`: List supervised fine-tuning jobs in the account. Control-plane: GET /v1/accounts/{account_id}/supervisedFineTuningJobs.
- `fireworks_list_models`: List models in the account (base + fine-tuned). Control-plane: GET /v1/accounts/{account_id}/models.
- `fireworks_list_users`: List account members (users). Control-plane: GET /v1/accounts/{account_id}/users.

Measured by Glimind (https://glimind.com): MCP handshake + tool list only, no tool is ever called. CC BY 4.0.