io.usefulapi/fireworks
REMOTE · FIREWORKS.USEFULAPI.IO · SCANNED SEP 20
Inspect Fireworks AI models, deployments, datasets and fine-tuning jobs.
Available components
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. How we score → Why this is hard to score →
Endpoint Security78
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- 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. View diagnostics → Pass
- HTTPS enforcement could not be verified: the plaintext port answered with HTTP 401, which proves neither a plaintext path nor enforcement. View diagnostics → Unverified
- HSTS check failed: the Strict-Transport-Security header is absent. See how to fix → View diagnostics → Fail
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
- The authorisation server offers only Dynamic Client Registration (RFC 7591), which MCP 2026-07-28 deprecated in favour of Client ID Metadata Documents. View diagnostics → Partial
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability75
- AI-judged instruction clarity (good).Pass
- Tool/resource definitions use about 1309 tokens (~93/item across 14 items; 14 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
- No destabilizing schema changes in the last 30 days.Pass
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- All 1 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation.Pass
- An AI judge read all 14 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities60
- Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail
How do I install the io.usefulapi/fireworks MCP server?
io.usefulapi/fireworks is a hosted endpoint at https://fireworks.usefulapi.io/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · fireworks.usefulapi.io
claude mcp add --transport http io-usefulapi-fireworks 'https://fireworks.usefulapi.io/mcp'
{
"mcpServers": {
"io-usefulapi-fireworks": {
"url": "https://fireworks.usefulapi.io/mcp"
}
}
} {
"servers": {
"io-usefulapi-fireworks": {
"type": "http",
"url": "https://fireworks.usefulapi.io/mcp"
}
}
} [mcp_servers.io-usefulapi-fireworks] url = "https://fireworks.usefulapi.io/mcp"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"io-usefulapi-fireworks": {
"type": "remote",
"url": "https://fireworks.usefulapi.io/mcp",
"enabled": true
}
}
} openclaw mcp add io-usefulapi-fireworks --url 'https://fireworks.usefulapi.io/mcp' --transport streamable-http
mcp_servers:
io-usefulapi-fireworks:
url: "https://fireworks.usefulapi.io/mcp" {
"McpServers": {
"io-usefulapi-fireworks": {
"Transport": "http",
"Url": "https://fireworks.usefulapi.io/mcp"
}
}
} assistant mcp add io-usefulapi-fireworks -t streamable-http -u 'https://fireworks.usefulapi.io/mcp'
{
"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.
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 6 Sept 26 +67
- Transport: unverified → pass ▲ security
- Authorization: unverified → pass ▲ security
- Injection markers: unverified → pass ▲ security
- Stability: unverified → pass ▲ security
- MCP protocol: unverified → fail ▼ functional
- Endpoint reachability: not serving MCP → reachable ▲ functional
- Tool coverage: unverified → 100 ▲ functional
- 5 Sept 26 −54
- Endpoint reachability: reachable → not serving MCP ▼ security
- Stability: fail → unverified ▼ security
- Tool safety: pass → unverified ▼ security
- Transport: pass → unverified ▼ security
- Authorization: Authorisation not fully verified: no authorisation is required to connect, but we couldn't read the tool list to see what that exposes. security
- Capabilities: fail → unverified ▼ functional
- Tool coverage: 100 → unverified ▼ functional
- 4 Sept 26 +41
- Injection markers: unverified → pass ▲ security
- Authorization: Authorisation not fully verified: this server exposes a tool marked destructive (fireworks_create_dataset) and its handshake is open, but we could not confirm whether a tool call is gated, so we do not assert it is callable unauthenticated. security
- Schema quality: unverified → fail ▼ functional
- Tool coverage: unverified → 100 ▲ functional
- Schema quality: unverified → pass ▲ functional
- Schema quality: unverified → good ▲ functional
- This server's schema is too large to store in full, so we cannot compare its tools day to day functional
- 3 Sept 26 +13
- Stability: unverified → fail ▼ security
- Transport: unverified → pass ▲ security
- MCP protocol: unverified → fail ▼ functional
- Schema quality: fail → unverified ▼ functional
- Schema quality: good → unverified ▼ functional
- Schema quality: pass → unverified ▼ functional
- Endpoint reachability: not serving MCP → reachable ▲ functional
- This server's schema is too large to store in full, so we cannot compare its tools day to day functional
- 2 Sept 26 −67
- Endpoint reachability: reachable → not serving MCP ▼ security
- Authorization: pass → unverified ▼ security
- Stability: pass → unverified ▼ security
- Tool safety: pass → unverified ▼ security
- Transport: pass → unverified ▼ security
- Capabilities: fail → unverified ▼ functional
- Tool coverage: 100 → unverified ▼ functional
- 1 Sept 26 0
- Stability: 0.97 → pass security
- 31 Aug 26 0
- Stability: pass → 0.97 functional
- 26 Aug 26 +1
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 20 Sept 2026 · Probed https://fireworks.usefulapi.io/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=usefulapi.io | CN=WE1,O=Google Trust Services,C=US | 13 Sept 2026 | 12 Dec 2026 | ECDSA 256 | ECDSA-SHA256 | 81e577cf8a348c120ed4a4a07952fe96 |
| SANs: usefulapi.io, fireworks.usefulapi.io, *.fireworks.usefulapi.io | ||||||
| CN=WE1,O=Google Trust Services,C=US (CA) | CN=GTS Root R4,O=Google Trust Services LLC,C=US | 13 Dec 2023 | 20 Feb 2029 | ECDSA 256 | ECDSA-SHA384 | 7ff31977972c224a76155d13b6d685e3 |
| CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) | CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE | 15 Nov 2023 | 28 Jan 2028 | ECDSA 384 | SHA256-RSA | 7fe530bf331343bedd821610493d8a1b |
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of fireworks.usefulapi.io. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| io. | present | 57355 | 8 | Verified |
| usefulapi.io. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication Enforced and verified
The endpoint asked for a token and published valid RFC 9728 metadata describing how to get one.
| Result | Enforced and verified |
|---|---|
| Enforced | On tool calls |
| HTTP status | 200 |
WWW-Authenticate challenge Bearer realm="OAuth", resource_metadata="https://fireworks.usefulapi.io/.well-known/oauth-protected-resource/mcp", error="invalid_token", error_description="Missing or invalid access token"
Bearer realm="OAuth", resource_metadata="https://fireworks.usefulapi.io/.well-known/oauth-protected-resource/mcp", error="invalid_token", error_description="Missing or invalid access token"Protected resource metadata
| Document | https://fireworks.usefulapi.io/.well-known/oauth-protected-resource/mcp |
|---|---|
| Retrieved | Yes |
| Resource | https://fireworks.usefulapi.io/mcp |
| Authorisation server | https://fireworks.usefulapi.io |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://fireworks.usefulapi.io/mcp | Verified | 200 | |
| http (plaintext) | http://fireworks.usefulapi.io/mcp | Inconclusive | 401 |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
fireworks_create_dataset Create dataset ~169
Creates a dataset metadata record in Fireworks (additive; actual data is uploaded separately). Control-plane: POST /v1/accounts/{account_id}/datasets.
| Name | Type | Req | Description |
|---|---|---|---|
| account_id | string | – | Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call. |
| datasetId | string | yes | 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. |
No output schema declared.
No examples provided.
fireworks_delete_deployment Delete deployment ~91
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}.
| Name | Type | Req | Description |
|---|---|---|---|
| account_id | string | – | Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call. |
| deployment_id | string | yes | Deployment id to delete (the resource segment). |
No output schema declared.
No examples provided.
fireworks_get_account Get account ~57
Get the Fireworks account record (display name, state, etc.). Control-plane: GET /v1/accounts/{account_id}.
| Name | Type | Req | Description |
|---|---|---|---|
| account_id | string | – | Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call. |
No output schema declared.
No examples provided.
fireworks_get_dataset Get dataset ~69
Get a single dataset by id. Control-plane: GET /v1/accounts/{account_id}/datasets/{dataset_id}.
| Name | Type | Req | Description |
|---|---|---|---|
| account_id | string | – | Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call. |
| dataset_id | string | yes | Dataset id (the resource segment). |
No output schema declared.
No examples provided.
fireworks_get_deployment Get deployment ~71
Get a single deployment by id. Control-plane: GET /v1/accounts/{account_id}/deployments/{deployment_id}.
| Name | Type | Req | Description |
|---|---|---|---|
| account_id | string | – | Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call. |
| deployment_id | string | yes | Deployment id (the resource segment). |
No output schema declared.
No examples provided.
fireworks_get_fine_tuning_job Get fine-tuning job ~87
Get a single supervised fine-tuning job by id. Control-plane: GET /v1/accounts/{account_id}/supervisedFineTuningJobs/{job_id}.
| Name | Type | Req | Description |
|---|---|---|---|
| account_id | string | – | Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call. |
| job_id | string | yes | Supervised fine-tuning job id (the resource segment). |
No output schema declared.
No examples provided.
fireworks_get_model Get model ~85
Get a single model by id. Control-plane: GET /v1/accounts/{account_id}/models/{model_id}.
| Name | Type | Req | Description |
|---|---|---|---|
| account_id | string | – | Fireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call. |
| model_id | string | yes | Model id (the resource segment, e.g. 'llama-v3p1-8b-instruct'). |
No output schema declared.
No examples provided.
fireworks_list_batch_inference_jobs List batch inference jobs ~92
List batch inference jobs in the account. Control-plane: GET /v1/accounts/{account_id}/batchInferenceJobs.
| Name | Type | Req | Description |
|---|---|---|---|
| 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. |
No output schema declared.
No examples provided.
fireworks_list_datasets List datasets ~86
List datasets in the account. Control-plane: GET /v1/accounts/{account_id}/datasets.
| Name | Type | Req | Description |
|---|---|---|---|
| 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. |
No output schema declared.
No examples provided.
fireworks_list_deployed_models List deployed models ~93
List deployed models (model↔deployment bindings). Control-plane: GET /v1/accounts/{account_id}/deployedModels.
| Name | Type | Req | Description |
|---|---|---|---|
| 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. |
No output schema declared.
No examples provided.
fireworks_list_deployments List deployments ~104
List deployments (serving instances) in the account. Control-plane: GET /v1/accounts/{account_id}/deployments.
| Name | Type | Req | Description |
|---|---|---|---|
| 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. |
No output schema declared.
No examples provided.
fireworks_list_fine_tuning_jobs List fine-tuning jobs ~98
List supervised fine-tuning jobs in the account. Control-plane: GET /v1/accounts/{account_id}/supervisedFineTuningJobs.
| Name | Type | Req | Description |
|---|---|---|---|
| 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. |
No output schema declared.
No examples provided.
fireworks_list_models List models ~122
List models in the account (base + fine-tuned). Control-plane: GET /v1/accounts/{account_id}/models.
| Name | Type | Req | Description |
|---|---|---|---|
| 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. |
No output schema declared.
No examples provided.
fireworks_list_users List users ~85
List account members (users). Control-plane: GET /v1/accounts/{account_id}/users.
| Name | Type | Req | Description |
|---|---|---|---|
| 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. |
No output schema declared.
No examples provided.
What is the io.usefulapi/fireworks MCP server?
io.usefulapi/fireworks is an MCP server listed in the public MCP registry as io.usefulapi/fireworks. Inspect Fireworks AI models, deployments, datasets and fine-tuning jobs. This page covers its hosted endpoint (https://fireworks.usefulapi.io/mcp).
Is the io.usefulapi/fireworks MCP server safe to use?
io.usefulapi/fireworks scores 85 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the io.usefulapi/fireworks MCP server expose?
io.usefulapi/fireworks exposes 14 tools: fireworks_get_account, fireworks_list_models, fireworks_get_model, fireworks_list_deployments, fireworks_get_deployment, and 9 more. Their descriptions and schemas cost roughly 1,309 tokens of context every time the server is loaded.
Does the io.usefulapi/fireworks MCP server require authentication?
Yes. io.usefulapi/fireworks asked us for credentials when we connected, so you will need to authorise it in your MCP client before it can do anything.
Is the io.usefulapi/fireworks MCP server still maintained?
io.usefulapi/fireworks is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.