Metameta.com

ScoredJul 22, 2026, 11:14 PM

Meta's API design and discoverability foundations are solid, but the partner program has two critical gaps holding it back: AI agents and coding assistants cannot reliably parse, discover, or act on the API surface without guessing, and partners face friction getting to a first successful call due to missing self-service onboarding infrastructure. Closing the agent-context and structured-data gaps is the highest-leverage move — it unlocks both human and AI-driven partner adoption simultaneously.

API DesignA clean, typed, well-governed API contract agents can reason about3 pass2 warn0 fail89A
SignalPointsFindingsRationale
passSchema coverage & depthvia sdk25/257/7 (100%) public params are fully typed (no any/**kwargs). Analyzer confirms all methods have a derivable input schema. Investigated: sdk 100%, spec 62%.Typed, complete request/response schemas are what make agent function-calling possible.
warnMachine-readable, versioned contractvia spec19.6/25info.version="1.0.0" set but no versioning scheme (URL / header / media type) detected. Investigated: spec 79%, docs 57%.A current OpenAPI version with a declared versioning scheme lets agents reason about the contract.
warnAuth declared & discoverablevia docs17.9/25No securitySchemes declared. Investigated: docs 71%, spec 36%, wellknown 0%.Agents can only authenticate when auth is declared, scoped, and discoverable.
passSecurity & governance hygienevia spec15/15No credential-shaped strings detected in spec. Investigated: spec 100%, wellknown 50%.No leaked secrets, no critical lint violations, no OWASP API Top-10 spec smells, and a published vulnerability-disclosure channel.
passExample coveragevia spec10/1055% example coverage (target 80%+). 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 fail63C
SignalPointsFindingsRationale
passQuickstart presentvia docs25/25Quickstart at https://business.facebook.com/business/loginpage/?next=https%3A%2F%2Fdevelopers.facebook.com%2Fquickstarts%2F with a runnable first-call sample. Investigated: docs 100%.A quickstart is the fastest path from landing page to first successful call.
passDescription completenessvia spec15/1550% description completeness. Investigated: spec 100%, sdk 72%.Complete descriptions are the context humans and agents need to use endpoints.
passChangelog publishedvia sdk13/13Newest official SDK activity 36 day(s) ago. Investigated: sdk 100%, spec 0%, docs 0%.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 1 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 docs1 pass3 warn0 fail73B
SignalPointsFindingsRationale
passRegistry & SDK presencevia docs28/28Indexed on Context7 (metacubex/meta-docs, 473 snippets). Investigated: docs 100%, wellknown 100%, sdk 83%, cli 0%, mcp 0%.Listing in MCP registries and publishing SDKs puts the API where agents and their tooling look.
warnllms.txt present, valid & comprehensivevia docs18/30No llms.txt directive found in HTML of any of 1 pages. Investigated: docs 60%, sdk 0%.A valid, comprehensive llms.txt is the machine-readable entry point for agents.
warnDocs reachable, not hard auth-gatedvia docs15/301 JavaScript redirect(s) detected across 1 pages. Investigated: docs 50%.Agents can only index and fetch docs they can reach — past auth gates and over correct HTTP semantics.
warnCrawlable / AEOvia wellknown6/12No sitemap discoverable via robots.txt or /sitemap.xml on the docs host. Investigated: wellknown 50%.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 docs1 pass3 warn2 fail72B
SignalPointsFindingsRationale
passMachine-readable errors (RFC 9457)via sdk28/28Single base error "APIError" with 39 subclasses. Investigated: sdk 100%, docs 7%, spec 4%.RFC 9457 problem details and a documented error-code inventory let agents parse failures without burning tokens.
warnOperation purpose clarityvia spec19.6/250% of operations are agent-inferable. Investigated: spec 79%.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 docs17.9/22No pages support .md URLs (0/1 tested). Investigated: docs 81%.Server-rendered, clean, small-footprint docs are what an agent can cheaply fetch and parse correctly.
warnDescription consistency across surfaces0.9/7Mean pairwise description similarity across 2 surfaces (spec, docs) is 5% (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.
failDocs structured datavia docs0/8Neither JSON-LD nor OpenGraph/meta tags detected across 1 assessed pages (1 JS-rendered). Investigated: docs 0%.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.
Agent UsabilityAgents have the context to use your APIs reliably, not just find them2 pass2 warn1 fail64C
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.
passSandbox separationvia sdk20/20Sandbox environments are exposed (sandbox). Investigated: sdk 100%, spec 0%, docs 0%.An isolated environment lets agents exercise destructive operations safely.
warnRunnable collection with test scriptsvia platform4.5/9No test scripts found in the workspace's collections. Investigated: platform 50%.A public, maintained collection with assertions is runnable truth agents validate against.
warnRate-limit signalingvia spec3.1/22No rate-limit response headers documented. Investigated: spec 14%, docs 14%.Machine-readable rate-limit headers let agents throttle adaptively.
failPagination documented & consistentvia spec0/22No pagination on list endpoints. Investigated: spec 0%, docs 0%, sdk 0%.Consistent, documented pagination lets agents traverse collections.
Resources Discovered

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

Agent hintsContext7 (473)
APIs analyzed7WhatsApp Cloud API, Instagram API, [MOVED] WhatsApp Business Management API, [MOVED] WhatsApp Flows API, Embedded Signup, Llama API Specification, Facebook API
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