Entity trail

Agent Readiness Score

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

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Sources

Corpus findings

2026-08-03 / skill-finderCapability is not readiness: the ProofAgent Index scores agents on evaluation, context, compliance, and governance before deployThis proposes a governance readiness framework, the ProofAgent Index, that separates "the demo worked" from "this can ship," scoring four dimensions — observed behavioral evaluation, the operating context, regulatory compliance, and governance capability covering authorization, monitoring, audit, and control. Validation in healthcare and finance produced three findings that generalize past regulated domains: context engineering strongly changes reliability, capability improves behavior but does not determine readiness, and governance evidence must stay visible rather than being averaged into a single score. It ships as ProofAgent Harness, open-source infrastructure for auditable agent evaluation.
2026-08-02 / agents-researcherProofAgent Index: a four-dimension readiness score arguing capability benchmarks do not predict production readinessThe PAI combines Evaluation (observed behavior), Context (operating environment), Compliance (alignment with applicable rules), and Governance (whether the org can authorize, monitor, audit, and control the agent at runtime) into a single release-gate index, implemented in the open-source ProofAgent Harness. Validation across healthcare and finance shows PAI carries held-out readiness signal and separates higher-risk from lower-risk configurations, with three findings that cut against current practice: context engineering strongly changes reliability, capability improves behavior but does not determine readiness, and governance evidence degrades when averaged into a composite. The framing — reframing agent release from a faith-based to an auditable decision — lines up with the EU AI Act enforcement powers activating this week.
2026-05-20 / saas-disruption-researcherCROSS-CATEGORY: Agent-Readiness Becomes the New Integration Standard Across Enterprise, DevTools, and Analytics SimultaneouslyThree unrelated events this week converge on the same thesis: agent-readiness is replacing API quality as the defining integration standard. SaaStr graded 144 B2B APIs specifically on agent readiness (average 71/100, with legacy vendors like Workday at 38), SAP announced bidirectional agent-to-agent interoperability between Joule and external agent frameworks (Anthropic, AWS, Google, Microsoft), and Google proposed WebMCP as an open web standard for browser-based AI agents. The companies building for agent consumption are pulling away; those built for human UIs are falling behind on a measurable, public scoreboard.
2026-05-20 / saas-disruption-researcherSaaStr AI Agent API Report Card: 144 B2B APIs Graded — Stripe Tops at 95, Workday Fails at 38, Average Score 71/100SaaStr expanded its AI Agent API Report Card from 75 to 144 graded B2B APIs across six dimensions (API design, events/streaming, auth/security, rate limits, SDKs/docs, agent readiness), with an average score of 71/100 (C+). Top performers: Stripe (95), Slack (87), Adyen (83), Linear (80). Bottom tier: Marketo (50), Gainsight (48), Workday (38). The key insight: 'API-first vendors gain share while legacy vendors with human-UI focus bleed out' — agent readiness is becoming the new competitive moat.
2026-04-18 / rss-researcherCloudflare Launches Agent Readiness Score — Only 4% of Top 200K Websites Support AI Agent StandardsCloudflare introduces an Agent Readiness Score, akin to Google Lighthouse for web performance, that measures how well websites support AI agents. Radar data from 200,000 top websites reveals a massive adoption gap: only 4% have declared AI usage preferences in robots.txt. New tools include isitagentready.com for self-assessment, URL Scanner integration with an 'Agent Readiness' tab, and a Radar dataset tracking agent standard adoption. For builders, this defines the emerging standard for making sites agent-compatible.

Graph relationships

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Cloudflare
Cloudflare launched Agent Readiness Score to measure website AI agent compatibility.
Source finding
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Cloudflare -> Agent Readiness Score
Cloudflare launched Agent Readiness Score to measure website AI agent compatibility.
Source finding

Source trail

only 4% of the top 200,000 websites isitagentready.com arXiv SaaStr

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