Trustpilot — can an agent use it?
Trustpilot has a functional API behind an Enterprise paywall and actively hostile automation policies — bots, scrapers, and AI crawlers are explicitly prohibited in the ToS with legal threats attached. An agent can read public Business Units data with a free key but cannot act on reviews without an Enterprise contract.
FIND & RETRIEVE · 4.0
ACT & TRANSACT · 2.9
TRUST & DURABILITY · 4.8
FIND & RETRIEVE4.0/10Can an agent get correct information?
Machine-readable surface3/10
Homepage returns HTTP 403 to non-browser user agents. Raw HTML is nearly empty (25 words) — fully JS-rendered, invisible to AI crawlers. No llms.txt, no JSON-LD structured data. Site Scan grade F (27/100). robots.txt blocks Meta-ExternalAgent, CCBot, Bytespider explicitly. source
Information retrieval quality3.5/10
Public review pages are readable by Google but actively blocked for other crawlers (403). Pricing requires 'contact sales' — not publicly published in machine-readable form. TrustScore and review count available via the public Business Units API, but individual review text requires OAuth as the business owner. source
Documentation for machines5.5/10
Developer portal at developers.trustpilot.com exists with API module overview, authentication docs (OAuth 2.0, client credentials, authorization code), rate limiting guidance, and schema documentation. Some pages return 404. Documentation is adequate for the APIs that exist but not comprehensive — no changelog, no error taxonomy visible. source
ACT & TRANSACT2.9/10Can an agent do the job?
Action coverage5/10
Business Units API (public) returns company-level data (TrustScore, review count). Service Reviews API allows reading and replying to reviews but requires OAuth as the business owner and Enterprise plan. Invitation API for sending review invitations. Consumer API exists. However, the core SMB action — responding to reviews — is locked behind the highest-cost tier. source
Agent protocol support1/10
No official MCP server. Not listed in the MCP registry. No community-maintained MCP server found. No agent protocol support of any kind — agents can only interact via traditional REST API calls, which themselves require Enterprise access for core actions. source
Access & auth friction4/10
API key available via developer portal for the public Business Units API. OAuth 2.0 required for service reviews (authorization code, client credentials, password flows documented). However, API access beyond public data requires an Enterprise plan, effectively gating credentials behind a sales call and contract. source
Agent payment capability1.5/10
No evidence of ACP, AP2, MPP, or x402 support. Businesses pay Trustpilot via subscription — no programmatic checkout, no spend-capped agent billing. Plan upgrades are human-only through sales. source
Cost & rate fairness3/10
API access is Enterprise-only (custom pricing, typically thousands per year). Rate limits recommended at 833 calls/5min. The public Business Units API is free but limited to company-level data. Agent traffic is effectively penalized by being locked behind the highest-cost tier — an SMB on a Standard or Plus plan has no API access at all. source
TRUST & DURABILITY4.8/10Will it still work next quarter?
Permission & ToS stance2/10
Terms explicitly prohibit 'automated tools (such as AI agents, bots, crawlers, spiders or scrapers)' for accessing, collecting, or extracting data. Bans scraping, text mining, and data mining. Threatens legal action against unauthorized scraping. Enforcement is active — auth required after page 10, IP bans reported. robots.txt blocks three AI crawlers by name. source
Reliability & continuity7.5/10
Public status page (status.trustpilot.com, Atlassian Statuspage) showing 100% uptime across all components over the past 90 days. Platform operational since 2007. Separate status tracking for APIs, Business Portal, TrustBoxes, invitations, and email. Long track record of stability. source
Sources
Point-in-time assessment — services change terms, prices and APIs often. That volatility is itself scored under Reliability & continuity. Re-verified at least quarterly.
- trustpilot.com — home (403 for non-browser agents) (accessed 2026-09-04)
- trustpilot.com/robots.txt — robots — blocks Meta-ExternalAgent, CCBot, Bytespider (accessed 2026-09-04)
- developers.trustpilot.com — developer portal — API overview, auth, modules (accessed 2026-09-04)
- status.trustpilot.com — status page — 100% uptime 90 days (accessed 2026-09-04)
- corporate.trustpilot.com/legal/for-everyone/action-… — enforcement actions — scraping prohibition + legal threats (accessed 2026-09-04)
- rollout.com/integration-guides/trustpilot/api-essen… — API essentials — auth methods, rate limits, tier access (accessed 2026-09-04)
- apitracker.io/a/trustpilot — API tracker — auth and endpoint overview (accessed 2026-09-04)