Solcastsolcast.com.au

ScoredOct 1, 2026, 05:40 PM

Solcast's API Design is a genuine strength — the machine-readable contract is clean and gives partners and their agents a solid foundation to build against. However, two areas are undermining partner self-serve success: agents and answer engines cannot discover or fully consume Solcast's documentation without scraping, and once partners do land, there is no guided path to a first working call — no quickstart, no code samples, and no safeguards against duplicate writes from agent retries.

API DesignA clean, typed, well-governed API contract agents can reason about4 pass1 warn0 fail94A+
SignalPointsFindingsRationale
passSchema coverage & depthvia sdk25/25166/166 (100%) public params are fully typed (no any/**kwargs). Analyzer confirms all methods have a derivable input schema. Investigated: sdk 100%, spec 75%.Typed, complete request/response schemas are what make agent function-calling possible.
passAuth declared & discoverablevia spec25/25authentication is documented on the docs site at https://docs.solcast.com.au/docs/authentication, even though it isn't declared in the API spec. Investigated: spec 100%, docs 100%.Agents can only call an API when they can determine its auth posture — a declared scheme, or an explicit statement that none is required.
warnMachine-readable, versioned contractvia spec18.8/25The API sets a version ("1.0.0") but exposes no versioning scheme in the URL, a header, or the media type, so an agent can't pin to a specific version. Investigated: spec 75%, docs 50%.
Fix: Pick a versioning scheme (URL path /v1/, Accept: application/vnd.x+json, or a version header) and apply it consistently.
A current OpenAPI version with a declared versioning scheme lets agents reason about the contract.
passSecurity & governance hygienevia spec15/15No credential-shaped strings detected in spec. Investigated: spec 100%, sdk 100%, wellknown 0%.No leaked secrets, no critical lint violations, no OWASP API Top-10 spec smells, and a published vulnerability-disclosure channel.
passExample coveragevia spec10/10Only 0% of parameters and responses (0 of 394) include example values, so an agent has little grounding in real payload shapes. Investigated: spec 100%, sdk 100%, docs 0%.Examples carry shape semantics schemas under-specify — for humans and agents alike.
Developer ExperienceThe context both developers and agents need to integrate fast — onboarding, code samples, complete descriptions and worked examples3 pass0 warn2 fail66C
SignalPointsFindingsRationale
passSelf-service developer portalvia docs29/29Signup page at https://solcast.com/forecast-solar-irradiance-data (client-rendered, so its contents couldn't be classified); free tier or sandbox is documented in pricing/docs. Investigated: docs 100%.A first call without a human in the loop — self-serve credentials, a free tier, or an API that needs none.
passDescription completenessvia spec15/15Only 45% of operations and parameters have descriptions (0 of 4 ops, 20 of 22 params), leaving an agent to guess what most endpoints do. Investigated: spec 100%, sdk 100%.Complete descriptions are the context humans and agents need to use endpoints.
passChangelog publishedvia spec13/13changelog is documented on the docs site at https://docs.solcast.com.au/docs/changelog, even though it isn't declared in the API spec. Investigated: spec 100%, docs 100%.A published changelog lets partners track changes without surprise.
failQuickstart presentvia docs0/25No quickstart or getting-started page found at the conventional docs paths, so new developers and agents have no obvious first step. Investigated: docs 0%.
Fix: Publish a single-page quickstart that goes from zero to a first successful API call.
A quickstart is the fastest path from landing page to first successful call.
failCode samples in docsvia docs0/18No code samples detected across 3 sampled docs pages, so a coding agent gets no ready-to-use examples. Investigated: docs 0%.
Fix: Add copy-pasteable code samples to API reference and quickstart pages.
Multi-language samples shorten time-to-first-call.
Agent DiscoveryPartners and their agents can find your APIs — llms.txt, registries, crawlable and reachable docs1 pass1 warn1 fail63C
SignalPointsFindingsRationale
passRegistry & SDK presencevia docs28/28Indexed on Context7 (bjreplay/ha-solcast-solar, 590 snippets). Investigated: docs 100%, sdk 92%, cli 0%.Listing in MCP registries and publishing SDKs puts the API where agents and their tooling look.
warnCrawlable / AEOvia wellknown9/12Sitemap has 17 entries but no lastmod values, so crawlers can't tell what changed recently. Investigated: wellknown 75%.
Fix: Add accurate <lastmod> values to sitemap entries — AI-powered search uses them to prioritize crawling.
Bots allowed plus a fresh sitemap make docs findable by agent crawlers.
failllms.txt present, valid & comprehensivevia docs0/30No llms-full.txt was found at any candidate origin, so agents can't grab your full docs in one fetch. Investigated: docs 0%, sdk 0%.
Fix: Publish a concatenated, agent-readable copy of your documentation at /llms-full.txt on your docs site.
A valid, comprehensive llms.txt is the machine-readable entry point for agents.
naDocs reachable, not hard auth-gated—/30No surface produced evidence for this capability in this run.Agents can only index and fetch docs they can reach — past auth gates and over correct HTTP semantics.
Agent UnderstandingAgents can correctly interpret your APIs — machine-readable errors, consistent descriptions, structured data, parseable docs2 pass1 warn1 fail84A
SignalPointsFindingsRationale
passMachine-readable errors (RFC 9457)via docs28/28No error responses (4xx/5xx or a catch-all default) are documented anywhere in the spec, so an agent can't anticipate or handle failures. Investigated: docs 100%, spec 50%, sdk 50%.RFC 9457 problem details and a documented error-code inventory let agents parse failures without burning tokens.
passOperation purpose clarityvia sdk25/25Read/write classification is partial: 8/8 classified (2 read, 6 write). Investigated: sdk 100%, spec 50%.Agents select the right endpoint from its summary + operationId; clear, named operations make tool-selection reliable — the strongest driver of correct tool choice.
warnAgent instructions file (AGENTS.md)via sdk5/10No agents.md or skill.md context file found (nice-to-have for agent operation). Investigated: sdk 50%, wellknown 0%.
Fix: Add an agents.md or skill.md describing how an agent should use this SDK (auth setup, key operations, gotchas).
An AGENTS.md gives coding agents explicit setup, auth, and usage instructions to interpret and operate the API — beyond llms.txt's link index.
failDocs structured datavia docs0/8No JSON-LD or OpenGraph/meta tags found across 3 assessed pages (3 JS-rendered), so answer engines have nothing to cite. Investigated: docs 0%.
Fix: Server-render structured data (JSON-LD) so AI answer engines can cite your docs.
Structured data (JSON-LD/schema.org) on docs pages gives agents an unambiguous parse target and is what answer engines cite. Detected on the JS-rendered head (Firecrawl) for a bounded page budget, so JS-injected JSON-LD is now caught; pages we can't render are excluded rather than failed.
naAgent-navigable, token-efficient docs—/22No surface produced evidence for this capability in this run.Server-rendered, clean, small-footprint docs are what an agent can cheaply fetch and parse correctly.
naDescription consistency across surfaces—/7Only 1 surface description(s) with ≥6 tokens available; need at least 2 to compare.Every surface tells the same story about what the product is.
Agent UsabilityAgents have the context to use your APIs reliably, not just find them2 pass1 warn2 fail52D
SignalPointsFindingsRationale
passSandbox separationvia sdk20/20Sandbox environments are exposed (sandbox). Investigated: sdk 100%, spec 0%, docs 0%.An isolated environment lets agents exercise destructive operations safely.
passRunnable collection with test scriptsvia sdk9/9README is present and includes a runnable quickstart. Investigated: sdk 100%, platform 50%.A public, maintained collection with assertions is runnable truth agents validate against.
warnRate-limit signalingvia spec5.5/22No rate-limit response headers are documented, so an agent can't tell when it is approaching a limit and will get throttled. Investigated: spec 25%, docs 25%.
Fix: Add x-ratelimit-* response headers and document retry-after semantics.
Machine-readable rate-limit headers let agents throttle adaptively.
failIdempotency documentedvia spec0/27Only 0% of mutating operations (0 of 19) document idempotency, so an agent's retries can create duplicate writes. Investigated: spec 0%, docs 0%, sdk 0%.
Fix: Agents retry on failure; without idempotency, retries create duplicates. Document Idempotency-Key on every POST/PUT/PATCH/DELETE.
Documented idempotency lets agents retry safely.
failPagination documented & consistentvia spec0/22The 6 list endpoint(s) expose no pagination parameters, forcing an agent into all-or-nothing reads. Investigated: spec 0%, docs 0%.
Fix: Add pagination parameters (cursor / offset+limit) to all list endpoints.
Consistent, documented pagination lets agents traverse collections.
Resources Discovered

The public resources we found for Solcast — the evidence behind the score. All discovered from public sources; nothing here requires access to your systems.

Agent hintsContext7 (590)
APIs analyzed2 — Solcast API, Solcast Integration API
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