# Unstructured — API Agent Score

> Score: 77/100 (Grade: B) | Domain: unstructured.io | Rubric: 1.0.0 | Checked: July 24, 2026

Unstructured scored 77/100 (B), classified "partially-ready".

[View full report](https://www.postman.com/ai/ai-ready-apis/company/unstructured)
[All organizations](https://www.postman.com/ai/ai-ready-apis/llms.txt)

## Summary

- Overall: 77/100 (B)
- Classification: partially-ready

## Category Scores

- API Design: 92/100 (A+)
- Developer Experience: 44/100 (F)
- Agent Discovery: 91/100 (A+)
- Agent Understanding: 67/100 (C)
- Agent Usability: 90/100 (A+)

## Check Results

### API Design

- [pass] Auth declared & discoverable — Authentication required (global or on every operation). Investigated: spec 100%, docs 100%.
- [warn] Schema coverage & depth — 1 of 42 public signatures use loose types (anyTypeRatio=0.024). Investigated: sdk 91%, spec 83%.
- [warn] Machine-readable, versioned contract — info.version="1.5.69" set but no versioning scheme (URL / header / media type) detected. Investigated: spec 75%, docs 50%.
- [pass] Security & governance hygiene — No credential-shaped strings detected in spec. Investigated: spec 100%, wellknown 0%.
- [pass] Example coverage — README is present and includes a runnable quickstart. Investigated: sdk 100%, spec 0%, docs 0%.

### Developer Experience

- [pass] Changelog published — Newest official SDK activity 0 day(s) ago. Investigated: sdk 100%, spec 0%, docs 0%.
- [warn] Description completeness — 626/904 operations lack a description. Investigated: sdk 31%, spec 0%.
- [fail] Self-service developer portal — No 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%.
- [fail] Quickstart present — No quickstart/getting-started page found at the conventional paths. Investigated: docs 0%.
- [fail] Code samples in docs — No detectable code samples across 20 sampled docs pages. Investigated: docs 0%.

### Agent Discovery

- [pass] Docs reachable, not hard auth-gated — All 1 pages are publicly accessible. Investigated: docs 100%.
- [pass] Registry & SDK presence — Indexed on Context7 (unstructured-io/docs, 3124 snippets). Investigated: docs 100%, cli 100%, mcp 100%, sdk 83%, wellknown 0%.
- [warn] llms.txt present, valid & comprehensive — No /llms-full.txt found at the candidate origins. Investigated: docs 67%, sdk 0%.
- [pass] Crawlable / AEO — Docs paths crawlable by all monitored AI agents. Investigated: wellknown 100%.

### Agent Understanding

- [pass] Machine-readable errors (RFC 9457) — Only 1 distinct 4xx/5xx codes documented (plus 0 "default" catch-all responses). Investigated: docs 100%, sdk 100%, spec 50%.
- [pass] Agent-navigable, token-efficient docs — All 1 pages contain server-rendered content. Investigated: docs 100%.
- [pass] Docs structured data — JSON-LD Article markup on 19/19 assessed pages (100%) with dateModified present. Investigated: docs 100%.
- [warn] Description consistency across surfaces — Mean pairwise description similarity across 2 surfaces (docs, sdk) is 4% (threshold 35% for full credit).
- [fail] Operation purpose clarity — 0% of operations are agent-inferable. Investigated: spec 0%.
- [fail] Agent instructions file (AGENTS.md) — No AGENTS.md at the site root or /.well-known/. Investigated: wellknown 0%.

### Agent Usability

- [pass] Idempotency documented — Built-in retry machinery is present (grep-derived). Investigated: sdk 100%, spec 0%, docs 0%.
- [pass] Rate-limit signaling — rate-limit behavior documented in the docs site at https://docs.unstructured.io/support/issues/quota-billing-rate-limiting. Investigated: spec 100%, docs 100%.
- [pass] Sandbox separation — Sandbox environments are exposed (sandbox). Investigated: sdk 100%, spec 0%, docs 0%.
- [fail] Runnable collection with test scripts — No public Postman workspace discovered for the org. Investigated: platform 0%.
- [skip] Pagination documented & consistent — No surface produced evidence for this capability in this run.

## Executive Summary

Unstructured's API contract and discoverability are strong, giving partners a solid foundation to build on. However, the program's weakest areas — onboarding experience and agent understanding — create real friction: partners cannot self-serve their way to a first successful call, and AI agents lack the semantic context needed to integrate correctly without human intervention. Prioritizing a self-service developer portal with runnable examples and enriching operation-level documentation with agent-readable instructions will unlock the partner program's full potential.