Agent Readiness Score

fireworks.ai

43 — Developing. Agents can find parts of this site, but key capabilities are hard to reach.

45 of 45 checks conclusive · Confidence High · Evidence coverage 100%

HonestClaw measured how well fireworks.ai's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.

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Dimensions

Discoverability10.8/24

Content Accessibility13.6/24

Bot Access Control0/12

Protocol & Capability Discovery18.8/41

Authentication & Credentials8.5/19

Documentation Quality6.8/10

Structured Data I/O5.6/13

Observable State & Reliability3.7/15

Agent Safety & Trust4.3/11

Checks

Discoverability

Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (docs.fireworks.ai).Parseable

robots.txtrobots-txtrobots.txt at https://fireworks.ai/robots.txt declares a sitemap. Declared sitemap https://fireworks.ai/sitemap.xml resolves as valid XML.Cross-verified

sitemap.xmlsitemap-xmlhttps://fireworks.ai/sitemap.xml is a dated sitemap whose URLs include docs/pricing/api surfaces.Cross-verified

Canonical domaincanonical-domainThe origin https://fireworks.ai/ is reachable, but root/www do not converge on one host.Detected

API existenceapi-existenceA real API surface is declared at https://docs.fireworks.ai/anthropic-messages.openapi.json: the spec lists servers and paths. (source: spec)Parseable

API catalogapi-catalogNo RFC 9727 API Catalog found at /.well-known/api-catalog.Not detected

API versioningapi-versioningA versioning-related page exists at https://docs.fireworks.ai/api-reference/get-deployment-shape-version, but it doesn't describe a versioning scheme or deprecation policy. (source: docs)Parseable

Content Accessibility

Markdown twinmarkdown-twinA markdown twin is published at https://docs.fireworks.ai/getting-started/introduction.md alongside the docs HTML surface (https://docs.fireworks.ai/).Parseable

Freshness signalsfreshness-signalsA single freshness signal is present (sitemap lastmod).Parseable

Crawl-cost estimatecrawl-cost-estimateInformational — not scoredA manageable sitemap (563 page URLs) helps agents estimate crawl cost.Useful

llms.txtllms-txtA curated llms.txt index is published on a non-top subdomain at https://docs.fireworks.ai/llms.txt: 388 links across 3 sections. Its credit is capped at useful because it is not published on the main domain.Useful

llms-full.txtllms-full-txtNo llms-full.txt file found (HTML pages at .txt paths do not qualify).Not detected

Raw content extractabilityraw-content-extractabilityReadable content is extractable without JavaScript on 2 probed surface(s) with substantial visible text.Cross-verified

ai.txtai-txtNo ai.txt file found (HTML pages at .txt paths do not qualify).Not detected

Bot Access Control

AI bot rulesai-bot-rulesrobots.txt is readable but declares no AI-bot-specific rules.Not detected

Content signalscontent-signalsrobots.txt is readable but declares no Content-Signal line.Not detected

RSL licensingrslrobots.txt is readable but declares no RSL License directive.Not detected

TDM reservationtdmrepNo TDMRep policy found at /.well-known/tdmrep.json.Not detected

Protocol & Capability Discovery

MCP descriptormcp-descriptorInformational — not scoredAn MCP server is described at https://docs.fireworks.ai/.well-known/mcp.json, but the description doesn't include a web address for the server.Parseable

MCP supportmcp-supportFirst-party documentation at https://docs.fireworks.ai/ecosystem/fireconnect/websearch-mcp identifies the MCP endpoint https://mcp.fireworks.ai/work/mcp and explains both its capabilities and how clients connect or authenticate.Cross-verified

MCP Server Cardmcp-server-cardA file exists at https://docs.fireworks.ai/.well-known/mcp/server-card.json, but it doesn't contain the fields that describe an MCP Server Card.Detected

A2A Agent Carda2a-agent-cardAn A2A Agent Card is described at https://docs.fireworks.ai/.well-known/agent-card.json, but it is missing required fields (name, description, version, supportedInterfaces, or skills).Parseable

.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors found.Not detected

DNS-AIDdns-aidNo DNS-AID index found at _index._agents.fireworks.ai.Not detected

Link headerslink-headersLink header(s) present with recognized rel values.Parseable

OpenAPI specificationopenapi-specValid OpenAPI 3.1.0 spec at https://docs.fireworks.ai/gateway.openapi.yaml: 213 operations, 359 schemas, 100% response coverage, servers declared.Cross-verified

Auth discoveryauth-discoveryNo standardized authentication-discovery surface found.Not detected

SDK availabilitysdk-availabilitySDK libraries page at https://docs.fireworks.ai/tools-sdks/python-sdk: 2 GitHub repos, 1 registry link, 0 install commands (3 pointers).Cross-verified

GraphQL surfacegraphql-surfaceNo GraphQL transport surface found at conventional paths (GET-only; no introspection issued).Not detected

Rate limit documentationrate-limit-docsA rate-limit documentation page exists at https://docs.fireworks.ai/api-reference/get-quota, but it doesn't state a concrete limit alongside a rate-limit response header.Parseable

WebMCPwebmcpInformational — not scoredWebMCP browser probing is not yet available in this scanner release.Couldn't verify

Authentication & Credentials

Sandbox environmentsandbox-environmentNo sandbox or test environment documentation found at the standard docs locations an agent would check.Not detected

Credential managementcredential-managementNo credential management documentation found at the standard docs locations an agent would check.Not detected

Programmatic auth flowprogrammatic-auth-flowA programmatic auth flow is documented at https://docs.fireworks.ai/ecosystem/firerouter/authentication, naming a non-interactive grant and a token endpoint. To reach the top level, it would need scopes and token expiry/refresh documented.Useful

Auth documentationauth-documentationAuthentication is fully documented at https://docs.fireworks.ai/api-reference/create-api-key, naming complete method(s) and how they are sent, corroborated across surfaces or covering multiple methods.Cross-verified

Documentation Quality

API reference depthapi-reference-depthAn API reference page exists at https://docs.fireworks.ai/ecosystem/fireconnect/cli-reference, but it doesn't show parameters with example requests and responses.Parseable

Changelog presencechangelog-presenceA changelog is published at https://docs.fireworks.ai/updates/changelog with multiple recent dated entries, indicating it is actively maintained.Cross-verified

Structured Data I/O

Structured data I/Ostructured-data-ioThe spec at https://docs.fireworks.ai/anthropic-messages.openapi.json declares typed response schemas as a rule (100% of operations) — no documented pagination pattern. (source: spec)Useful

Machine-readable pricingmachine-readable-pricingNo machine-readable pricing endpoint found (HTML pricing pages do not qualify).Not detected

Data export APIdata-export-apiNo data export or bulk API documentation found at the standard docs locations an agent would check.Not detected

Observable State & Reliability

Status & health endpointsstatus-and-healthHealth/status endpoint found at https://status.fireworks.ai/api/v2/status.json (HTTP 200).Detected

Webhook documentationwebhook-documentationNo webhook or event documentation found at the standard docs locations an agent would check.Not detected

Retry & idempotencyretry-and-idempotencyNo retry or idempotency documentation found at the standard docs locations an agent would check.Not detected

Error documentationerror-documentationErrors are documented at https://docs.fireworks.ai/guides/inference-error-codes with specific codes or a documented response shape. To reach the top level, it would need recovery guidance and a machine-readable error format, or corroboration against the API spec.Useful

Machine payments (x402/MPP)x402-or-mpp-supportInformational — not scoredNo machine-payment signal observed (no HTTP 402, no payment-required response header, and no /.well-known/x402.json manifest). Payment support cannot be ruled out from an unauthenticated probe.Couldn't verify

Agent Safety & Trust

security.txtsecurity-txtNo security.txt found at /.well-known/security.txt or /security.txt.Not detected

Org identity signalsorg-identityHomepage exposes two org-identity signal types (legal_name, social).Parseable

Metadata consistencymetadata-consistencyHomepage metadata (canonical, Open Graph, schema) is present and consistent.Cross-verified

Legal policy pageslegal-pagesAt least one legal policy page is discoverable.Detected