Fireworks AI MCP by usefulapi

io.usefulapiPublished by usefulapi.ioOfficial publisherv1.36.4Updated Nov 7, 2026

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

The publisher's own server: Ably MCP by usefulapi

VerifiedStreamable HTTPWeb executableCloud & Infrastructure Data & Analytics AI & ML

Server details

Identifier: io.usefulapi/fireworks
Transport: Streamable HTTP
Runtime: Web executable
Trust: Verified
Published: Sep 16, 2026

Security note

MCP servers receive tool arguments from a conversation and may perform external actions. Review what a server can do before you enable it, and give it only the access it needs.

The registry verified that this server's namespace belongs to usefulapi.io, which also runs its endpoint. That identifies the publisher; it does not make the server's tools safe.

SourceWeft's checks cover whether the listing is complete and the endpoint answered; they do not review the server's code or what its tools do.

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Overview

AI-generated overview

Hosted MCP server for inspecting a Fireworks AI account: models, deployments, datasets, fine-tuning and batch jobs.

What you can do: Read account details and list account members
List and fetch models, including fine-tuned ones
List and fetch deployments and deployed-model bindings
List and fetch datasets, fine-tuning jobs and batch inference jobs
Create a dataset metadata record and delete (shut down) a deployment
Check monthly tool-call usage, request features, and manage the Pro subscription
When to use it: Useful when you want an assistant to answer questions about what is running in your Fireworks AI account, such as which models and deployments are active, the status of fine-tuning jobs, or which datasets exist, without opening the Fireworks console.
Requirements: Remote streamable HTTP endpoint; no local install. Sign-in uses OAuth, and the login page asks for your Fireworks AI credentials (API key), which are validated and stored per user. Do not add an Authorization header or API key to the client config. A free plan allows 50 tool calls per month.

Before you install

The server asks for your Fireworks AI API key through its own OAuth login page, so it holds a credential scoped to your account. Two tools change data: creating a dataset record and deleting a deployment, which stops serving that model and stops its billing. Paid plans cost money (Pro $9/month or $90/year, Pro+ $39/month or $390/year) and upgrades return a Stripe Checkout link; cancellation has no refund for the current period. Usage is metered per tool call.

Installation

In SourceWeft

Open Fireworks AI MCP by usefulapi in the dashboard and add it to a workspace.
Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.usefulapi%2Ffireworks/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

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

README

Fireworks AI MCP by usefulapi

Inspect Fireworks AI models, deployments, datasets and fine-tuning jobs from Claude, Cursor, or any MCP client. Hosted, no local install — connect with your Fireworks API key.

Live endpoint: https://fireworks.usefulapi.io/mcp · Homepage: https://usefulapi.io/fireworks

Connect

Claude (claude.ai, Desktop): open Customize → Connectors, click + Add → Add custom connector, and paste https://fireworks.usefulapi.io/mcp.
Claude Code: claude mcp add --transport http fireworks https://fireworks.usefulapi.io/mcp, then run /mcp to log in.
VS Code: Add to VS Code.
Cursor and other clients: add the URL as a remote MCP server:

Add only the URL. Do not add an Authorization header or an API key to the client config: the server signs you in with OAuth, and the login page asks for your Fireworks AI credentials.

Step-by-step setup, where to find your credentials, and FAQ: https://usefulapi.io/fireworks/

On first connect you'll paste your Fireworks API key. It's validated, stored per-user, and scoped to you.

Tools

Tool	Type	What it does
`fireworks_get_account`	read	Get account
`fireworks_list_models`	read	List models
`fireworks_get_model`	read	Get model
`fireworks_list_deployments`	read	List deployments
`fireworks_get_deployment`	read	Get deployment
`fireworks_list_deployed_models`	read	List deployed models
`fireworks_list_datasets`	read	List datasets
`fireworks_get_dataset`	read	Get dataset
`fireworks_list_fine_tuning_jobs`	read	List fine-tuning jobs
`fireworks_get_fine_tuning_job`	read	Get fine-tuning job
`fireworks_list_batch_inference_jobs`	read	List batch inference jobs
`fireworks_list_users`	read	List users
`fireworks_create_dataset`	write	Create dataset
`fireworks_delete_deployment`	write	Delete deployment
`fireworks_usage_status`	meta	Usage status (free-tier meter)
`fireworks_request_feature`	meta	Request a missing feature
`fireworks_upgrade`	meta	Upgrade to Pro or Pro+
`fireworks_cancel_subscription`	meta	Cancel the Pro subscription

read tools are read-only; write tools mutate data (clients should confirm them); meta tools report usage, manage your subscription or send a feature request.

Pricing

*Pro has a fair use limit of 10,000 tool calls a month on this server. For more, write to [email protected].

Pro covers this server only. Subscribe with fireworks_upgrade (it returns a Stripe Checkout link). Cancel any time with fireworks_cancel_subscription: Pro continues to the end of the paid period, with no refund for the current period, and running fireworks_upgrade before then undoes the cancel. Or write to [email protected].

License

MIT — see LICENSE. Documentation only; the server is hosted.

Source: servers/fireworks/README.md at commit 4046075

Tools

fireworks_get_account

Get account

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

Parametersaccount_id

fireworks_list_models

List models

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

ParametersfilterorderBypageSizepageTokenaccount_id

fireworks_get_model

Get model

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

Parametersmodel_idrequiredaccount_id

fireworks_list_deployments

List deployments

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

ParametersfilterpageSizepageTokenaccount_id

fireworks_get_deployment

Get deployment

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

Parametersaccount_iddeployment_idrequired

fireworks_list_deployed_models

List deployed models

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

ParameterspageSizepageTokenaccount_id

fireworks_list_datasets

List datasets

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

ParameterspageSizepageTokenaccount_id

fireworks_get_dataset

Get dataset

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

Parametersaccount_iddataset_idrequired

fireworks_list_fine_tuning_jobs

List fine-tuning jobs

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

ParameterspageSizepageTokenaccount_id

fireworks_get_fine_tuning_job

Get fine-tuning job

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

Parametersjob_idrequiredaccount_id

fireworks_list_batch_inference_jobs

List batch inference jobs

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

ParameterspageSizepageTokenaccount_id

fireworks_list_users

List users

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

ParameterspageSizepageTokenaccount_id

fireworks_create_dataset

Create dataset

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

ParametersfilterformatdatasetIdrequiredaccount_iddisplayNameexternalUrlexampleCountsourceDatasetId

fireworks_delete_deployment

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}.

Parametersaccount_iddeployment_idrequired

Version history

v1.36.4LatestNov 7, 2026
v1.35.3Nov 5, 2026
v1.35.2Nov 5, 2026
v1.35.1Nov 4, 2026
v1.35.0Nov 3, 2026
v1.34.1Nov 3, 2026
v1.33.0Nov 1, 2026
v1.31.0Oct 31, 2026
v1.30.0Oct 31, 2026
v1.29.2Oct 30, 2026
v1.29.0Oct 30, 2026
v1.24.0Oct 26, 2026
v1.21.3Oct 25, 2026
v1.21.0Oct 25, 2026
v1.20.0Oct 24, 2026
v1.17.0Oct 23, 2026
v1.16.4Oct 22, 2026
v1.16.3Oct 21, 2026
v1.11.1Oct 9, 2026
v1.10.0Oct 9, 2026
v1.0.1Sep 16, 2026

Score

100% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

Reached in the last 30 daysRequired25 pts
Auth declaredRequired10 pts
Tools listedRequired15 pts
DescriptionRequired15 pts
Logo10 pts
Documentation15 pts
License10 pts

Business & Commerce5 toolsNov 7, 2026

Plan	Price	Limit
Free	$0	50 tool calls / month
Pro	$9/mo or $90/yr (2 months free)	Unlimited*