io.usefulapi/fireworks

REMOTE · FIREWORKS.USEFULAPI.IO · SCANNED AUG 3

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

Available components

+4 this week 72 72 Trust /100

Trust breakdown (6 categories)

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 →

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 not yet verified: we couldn't determine whether a plaintext access path exists. 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 Usability71

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 Management23

Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial

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

Capabilities60

Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail

Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · fireworks.usefulapi.io

Claude Codex opencode OpenClaw Hermes Other

# add to Claude Code

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

# ~/.codex/config.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
    }
  }
}

# add to OpenClaw

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

# ~/.hermes/config.yaml

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

// mcp.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 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.

3 Aug 26 +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.
2 Aug 26 +43
- Authorization: unverified → pass ▲ security
- MCP protocol: unverified → fail ▼ functional
- Endpoint reachability: not serving MCP → reachable ▲ functional
- Tool coverage: unverified → 100 ▲ functional
- Stability: unverified → 0.20 ▲ functional
1 Aug 26 −42
- Endpoint reachability: reachable → not serving MCP ▼ security
- Stability: 0.13 → unverified ▼ security
- Authorization: pass → unverified ▼ security
- Tool coverage: 100 → unverified ▼ functional
- Capabilities: fail → unverified ▼ functional
31 Jul 26 +3
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
30 Jul 26 −2
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
29 Jul 26 +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.
28 Jul 26 0
- Stability: unverified → 0.03 ▲ functional
27 Jul 26 +56
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional

Show 5 earlier entries Hide earlier entries

Diagnostics

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 3 Aug 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	16 Jul 2026	14 Oct 2026	ECDSA 256	ECDSA-SHA256	714f5abc8db3e8520e4c53f654582ecb
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

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

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

MCP tools — 14 exposed · ~1,309 tokens

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.

Tool Tokens

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.

Input Output Examples

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}.

Input Output Examples

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}.

Input Output Examples

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}.

Input Output Examples

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}.

Input Output Examples

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}.

Input Output Examples

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}.

Input Output Examples

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.

Input Output Examples

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.

Input Output Examples

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.

Input Output Examples

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.

Input Output Examples

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.

Input Output Examples

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.

Input Output Examples

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.

Input Output Examples

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.

On this page

Handy links

Scoring key

80+ high trust
60–79 medium
below 60 low

How we score

Score history · last 30 days

26 Jul 3 Aug

Day	Score
26 Jul	12
27 Jul	68
28 Jul	68
29 Jul	69
30 Jul	67
31 Jul	70
1 Aug	28
2 Aug	71
3 Aug	72