Algoliaalgolia.com

ScoredJul 24, 2026, 09:35 AM

Algolia's API program excels at discovery and machine-readable contract quality, giving partners and agents a strong foundation to find and read the API surface. However, two areas demand immediate attention: agents lack the structured instruction context and runnable examples they need to integrate correctly without guessing, and partner onboarding still requires too much friction before a first successful call.

API DesignA clean, typed, well-governed API contract agents can reason about4 pass1 warn0 fail94A+
SignalPointsFindingsRationale
passSchema coverage & depthvia sdk25/25124/124 enums are named types (not bare strings). Investigated: sdk 100%, spec 67%.Typed, complete request/response schemas are what make agent function-calling possible.
passAuth declared & discoverablevia spec25/25Authentication required (global or on every operation). Investigated: spec 100%, docs 100%.Agents can only authenticate when auth is declared, scoped, and discoverable.
warnMachine-readable, versioned contractvia spec18.8/25info.version="1.0.0" set but no versioning scheme (URL / header / media type) detected. Investigated: spec 75%, docs 50%.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%, wellknown 0%.No leaked secrets, no critical lint violations, no OWASP API Top-10 spec smells, and a published vulnerability-disclosure channel.
passExample coveragevia sdk10/10README is present and includes a runnable quickstart. Investigated: sdk 100%, spec 0%, 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 fail63C
SignalPointsFindingsRationale
passQuickstart presentvia docs25/25Quickstart at https://www.algolia.com/doc/guides/get-started/quickstart with a runnable first-call sample. Investigated: docs 100%.A quickstart is the fastest path from landing page to first successful call.
passDescription completenessvia spec15/1592% of operations + parameters have substantive descriptions. Investigated: spec 100%.Complete descriptions are the context humans and agents need to use endpoints.
passChangelog publishedvia spec13/13changelog documented in the docs site at https://changelog.algolia.com/. Investigated: spec 100%, docs 100%, sdk 100%.A published changelog lets partners track changes without surprise.
failSelf-service developer portalvia docs0/29No signup page detected across conventional paths (/signup, /sign-up, /register, /get-started, /console/signup, /dashboard/signup, /try, /try-free, /free, /free-trial, /start, /start-free). Investigated: docs 0%.Self-serve key/account creation is the fast first call for partners, with no sales gate.
failCode samples in docsvia docs0/18No detectable code samples across 18 sampled docs pages. Investigated: docs 0%.Multi-language samples shorten time-to-first-call.
Agent DiscoveryPartners and their agents can find your APIs — llms.txt, registries, crawlable and reachable docs2 pass2 warn0 fail90A+
SignalPointsFindingsRationale
passDocs reachable, not hard auth-gatedvia docs30/30All 50 sampled pages are publicly accessible. Investigated: docs 100%.Agents can only index and fetch docs they can reach — past auth gates and over correct HTTP semantics.
passRegistry & SDK presencevia docs28/28Indexed on Context7 (websites/algolia_doc, 24056 snippets). Investigated: docs 100%, mcp 100%, sdk 58%, cli 50%, wellknown 0%.Listing in MCP registries and publishing SDKs puts the API where agents and their tooling look.
warnllms.txt present, valid & comprehensivevia docs21.4/30llms.txt covers 879/1880 sitemap doc pages (47%); 1001 missing. Investigated: docs 71%, sdk 0%.A valid, comprehensive llms.txt is the machine-readable entry point for agents.
warnCrawlable / AEOvia wellknown9/12Sitemap present (3 entries) but carries no lastmod values. Investigated: wellknown 75%.Bots allowed plus a fresh sitemap make docs findable by agent crawlers.
Agent UnderstandingAgents can correctly interpret your APIs — machine-readable errors, consistent descriptions, structured data, parseable docs2 pass3 warn1 fail79B
SignalPointsFindingsRationale
passMachine-readable errors (RFC 9457)via docs28/284 distinct 4xx/5xx response codes documented. Investigated: docs 100%, spec 50%.RFC 9457 problem details and a documented error-code inventory let agents parse failures without burning tokens.
passOperation purpose clarityvia spec25/25100% of operations have a clear summary + operationId an agent can select on. Investigated: spec 100%.Agents select the right endpoint from its summary + operationId; clear, named operations make tool-selection reliable — the strongest driver of correct tool choice.
warnAgent-navigable, token-efficient docsvia docs18.3/2215 of 50 pages have minor content differences between markdown and HTML. Investigated: docs 83%.Server-rendered, clean, small-footprint docs are what an agent can cheaply fetch and parse correctly.
warnDocs structured datavia docs4/8JSON-LD on 4/15 assessed pages, but coverage is sparse or dateModified is missing. Investigated: docs 50%.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.
warnDescription consistency across surfaces0.3/7Mean pairwise description similarity across 2 surfaces (spec, docs) is 2% (threshold 35% for full credit).Every surface tells the same story about what the product is.
failAgent instructions file (AGENTS.md)via wellknown0/10No AGENTS.md at the site root or /.well-known/. Investigated: wellknown 0%.An AGENTS.md gives coding agents explicit setup, auth, and usage instructions to interpret and operate the API — beyond llms.txt's link index.
Agent UsabilityAgents have the context to use your APIs reliably, not just find them2 pass1 warn2 fail67C
SignalPointsFindingsRationale
passIdempotency documentedvia sdk27/27Built-in retry machinery is present (grep-derived). Investigated: sdk 100%, spec 0%, docs 0%.Documented idempotency lets agents retry safely.
passPagination documented & consistentvia spec22/22Pagination params detected on 5 list endpoint(s). Investigated: spec 100%, docs 100%.Consistent, documented pagination lets agents traverse collections.
warnSandbox separationvia sdk10/20No test-mode flag or sandbox environment is exposed. Investigated: sdk 50%, spec 0%, docs 0%.An isolated environment lets agents exercise destructive operations safely.
failRate-limit signalingvia spec0/22No rate-limit response headers documented. Investigated: spec 0%, docs 0%.Machine-readable rate-limit headers let agents throttle adaptively.
failRunnable collection with test scriptsvia platform0/9No public Postman workspace discovered for the org. Investigated: platform 0%.A public, maintained collection with assertions is runnable truth agents validate against.
Resources Discovered

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

Agent hintsContext7 (24,056)
APIs analyzed1Search API
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