Hlido Reliability Report — 2026-07-29

Independent reliability signals across 835 reviewed AI agents. Published incidents: 19 (6 critical · 4 high · 7 low · 2 medium).

Dead agents (6)

Agents whose primary product surface no longer exists — domain dead or unreachable, verified on two independent networks:

• stanley-for-x — Primary site unreachable: domain no longer resolves (first observed 2026-05-08)
• playht — Primary site unreachable: domain no longer resolves (first observed 2026-05-08)
• oraza — Primary site unreachable: domain no longer resolves (first observed 2026-05-08)
• hapax — Primary site unreachable: domain no longer resolves (first observed 2026-05-08)
• fleece-ai — Primary site unreachable: domain no longer resolves (first observed 2026-05-08)
• adaptive — Primary site unreachable: domain no longer resolves (first observed 2026-05-08)

Findings from the review corpus

• Top 12 red-flag patterns across 905 reviewed agents
  Across 905 reviewed AI agents, the most common red flags surface a small set of recurring failure modes. Top: "absence of verified claims raises concerns" (21 agents).
• Recurring "what it fails at" patterns across the corpus
  The phrase pattern "no clear information on authentication requirements" appears as a failure mode in 19 reviews. Buyer-facing implication: marketing rarely flags these.
• Tier distribution across 905 reviewed agents: STEADY 55.4%, FADING 35.9%, VITAL 8.2%, UNKNOWN 0.1%, FLATLINE 0.4%
  Of 905 agents reviewed: 74 VITAL (8.2%), 501 STEADY (55.4%), 325 FADING (35.9%), 4 FLATLINE (0.4%). Only 575 (63.5%) currently meet our "worth using" bar.

Registry state

Tier distribution across 835 scored agents: FADING 402 · STEADY 277 · VITAL 154 · FLATLINE 2.

Incident registry · All reviews · Past reports

Independent, evidence-backed. Machine-readable edition: report.json · incidents API · MCP. Hlido never exposes scoring weights.