# io.usefulapi/fireworks (remote · fireworks.usefulapi.io)

Inspect Fireworks AI models, deployments, datasets and fine-tuning jobs.

- Trust score: 72/100 (medium)
- Change this week: +4
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `fireworks.usefulapi.io`: 72/100 (this document), [markdown](https://verifymcp.io/servers/io-usefulapi-fireworks/fireworks.md), [page](https://verifymcp.io/servers/io-usefulapi-fireworks/fireworks)

## Channel facts

- Endpoint: `https://fireworks.usefulapi.io/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.1`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Endpoint Security**: 78/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation is enforced on tool calls, advertised via RFC 9728 protected-resource metadata. Discovery is public, which costs nothing: no tool can be invoked without a token.
  - HTTPS not yet verified: we couldn't determine whether a plaintext access path exists.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
  - The authorisation server offers only Dynamic Client Registration (RFC 7591), which MCP 2026-07-28 deprecated in favour of Client ID Metadata Documents.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 71/100
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 1309 tokens (~93/item across 14 items; 14 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 23/100
  - Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Capabilities**: 60/100
  - Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28.

## Install

### Claude

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

### Codex

```toml
[mcp_servers.io-usefulapi-fireworks]
url = "https://fireworks.usefulapi.io/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "io-usefulapi-fireworks": {
      "type": "remote",
      "url": "https://fireworks.usefulapi.io/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add io-usefulapi-fireworks --url https://fireworks.usefulapi.io/mcp --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  io-usefulapi-fireworks:
    url: "https://fireworks.usefulapi.io/mcp"
```

### Other

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

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-03 (score 72, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-08-02 (score 71, +43)

- [security improvement] Authorization: unverified → pass
- [functional regression] MCP protocol: unverified → fail
- [functional improvement] Endpoint reachability: not serving MCP → reachable
- [functional improvement] Tool coverage: unverified → 100
- [functional improvement] Stability: unverified → 0.20

### 2026-08-01 (score 28, −42)

- [security regression] Endpoint reachability: reachable → not serving MCP
- [security regression] Stability: 0.13 → unverified
- [security regression] Authorization: pass → unverified
- [functional regression] Tool coverage: 100 → unverified
- [functional regression] Capabilities: fail → unverified

### 2026-07-31 (score 70, +3)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-30 (score 67, −2)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-29 (score 69, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-28 (score 68, 0)

- [functional improvement] Stability: unverified → 0.03

### 2026-07-27 (score 68, +56)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

## MCP tools (14)

### `fireworks_get_account` (~57 tokens)

Get account

Get the Fireworks account record (display name, state, etc.). Control-plane: GET /v1/accounts/{account_id}.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.

### `fireworks_list_models` (~122 tokens)

List models

List models in the account (base + fine-tuned). Control-plane: GET /v1/accounts/{account_id}/models.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `filter` (string): Server-side filter expression.
- `orderBy` (string): Field to order by, e.g. 'createTime desc'.
- `pageSize` (integer): Page size (max 200).
- `pageToken` (string): Opaque page token from a previous response's nextPageToken.

### `fireworks_get_model` (~85 tokens)

Get model

Get a single model by id. Control-plane: GET /v1/accounts/{account_id}/models/{model_id}.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `model_id` (string, required): Model id (the resource segment, e.g. 'llama-v3p1-8b-instruct').

### `fireworks_list_deployments` (~104 tokens)

List deployments

List deployments (serving instances) in the account. Control-plane: GET /v1/accounts/{account_id}/deployments.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `filter` (string): Server-side filter expression.
- `pageSize` (integer): Page size (max 200).
- `pageToken` (string): Opaque page token from a previous response's nextPageToken.

### `fireworks_get_deployment` (~71 tokens)

Get deployment

Get a single deployment by id. Control-plane: GET /v1/accounts/{account_id}/deployments/{deployment_id}.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `deployment_id` (string, required): Deployment id (the resource segment).

### `fireworks_list_deployed_models` (~93 tokens)

List deployed models

List deployed models (model↔deployment bindings). Control-plane: GET /v1/accounts/{account_id}/deployedModels.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `pageSize` (integer): Page size (max 200).
- `pageToken` (string): Opaque page token from a previous response's nextPageToken.

### `fireworks_list_datasets` (~86 tokens)

List datasets

List datasets in the account. Control-plane: GET /v1/accounts/{account_id}/datasets.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `pageSize` (integer): Page size (max 200).
- `pageToken` (string): Opaque page token from a previous response's nextPageToken.

### `fireworks_get_dataset` (~69 tokens)

Get dataset

Get a single dataset by id. Control-plane: GET /v1/accounts/{account_id}/datasets/{dataset_id}.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `dataset_id` (string, required): Dataset id (the resource segment).

### `fireworks_list_fine_tuning_jobs` (~98 tokens)

List fine-tuning jobs

List supervised fine-tuning jobs in the account. Control-plane: GET /v1/accounts/{account_id}/supervisedFineTuningJobs.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `pageSize` (integer): Page size (max 200).
- `pageToken` (string): Opaque page token from a previous response's nextPageToken.

### `fireworks_get_fine_tuning_job` (~87 tokens)

Get fine-tuning job

Get a single supervised fine-tuning job by id. Control-plane: GET /v1/accounts/{account_id}/supervisedFineTuningJobs/{job_id}.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `job_id` (string, required): Supervised fine-tuning job id (the resource segment).

### `fireworks_list_batch_inference_jobs` (~92 tokens)

List batch inference jobs

List batch inference jobs in the account. Control-plane: GET /v1/accounts/{account_id}/batchInferenceJobs.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `pageSize` (integer): Page size (max 200).
- `pageToken` (string): Opaque page token from a previous response's nextPageToken.

### `fireworks_list_users` (~85 tokens)

List users

List account members (users). Control-plane: GET /v1/accounts/{account_id}/users.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `pageSize` (integer): Page size (max 200).
- `pageToken` (string): Opaque page token from a previous response's nextPageToken.

### `fireworks_create_dataset` (~169 tokens)

Create dataset

Creates a dataset metadata record in Fireworks (additive; actual data is uploaded separately). Control-plane: POST /v1/accounts/{account_id}/datasets.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `datasetId` (string, required): Id for the new dataset (the resource segment).
- `displayName` (string): Human-readable display name.
- `exampleCount` (integer): Number of examples in the dataset.
- `externalUrl` (string): External source URL for the dataset data.
- `filter` (string): Filter applied when deriving from a source dataset.
- `format` (string): Dataset format: CHAT | COMPLETION | RL.
- `sourceDatasetId` (string): Id of a source dataset to derive from.

### `fireworks_delete_deployment` (~91 tokens)

Delete deployment

DELETES (shuts down) a Fireworks deployment — stops serving that model and stops its billing. Destructive. Control-plane: DELETE /v1/accounts/{account_id}/deployments/{deployment_id}.

Input parameters:

- `account_id` (string): Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
- `deployment_id` (string, required): Deployment id to delete (the resource segment).

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/io-usefulapi-fireworks/fireworks#diagnostics

## Score history

- 2026-08-03: 72
- 2026-08-02: 71
- 2026-08-01: 28
- 2026-07-31: 70
- 2026-07-30: 67
- 2026-07-29: 69
- 2026-07-28: 68
- 2026-07-27: 68
- 2026-07-26: 12

## Links

- Remote endpoint: https://fireworks.usefulapi.io/mcp
- Repository: https://github.com/m190/usefulapi-mcp
- Changelog RSS feed: https://verifymcp.io/servers/io-usefulapi-fireworks/fireworks/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/io-usefulapi-fireworks/fireworks/changelog.json
- HTML version of this page: https://verifymcp.io/servers/io-usefulapi-fireworks/fireworks