Scan Results: https://openai.com/

Vanity URL: scan.glintbase.dev/scan/openai

LeaderboardNew Scan
Leaderboard Standing

Openrouter scored 83 — you scored 35

48 points behind Openrouter.

#73 of 81 ecosystems
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Ecosystem Discovery Analysis / openai.com

Agent-Readiness Index Report

score_version: ars-1.0.0 · ARS methodology

Enterprise Audit
New Scan
Share X
35
/ 100
LEGACY ECOSYSTEM
Agent Ecosystem Discovery
openai.com
Invisible to AI agents. No discoverable entrypoints, sitemaps, or structured schemas present.
FrameworkCustom Docs
Surfaces
1/13
Large Pages
3pgs
Nav Gap
0pts
Surface Inventory1 of 13 active
✓
sitemap.xml Index
ACTIVE
–
llms.txt Index
MISSING
–
llms-full.txt Spec
MISSING
–
OpenAPI Schema
MISSING
–
MCP Configuration
MISSING
–
GitHub Repository
MISSING
–
Documentation Root
MISSING
–
API Reference
MISSING
–
Company Blog
MISSING
–
Developer Auth
MISSING
–
App Dashboard
MISSING
–
Developer Changelog
MISSING
–
Status Page
MISSING
Agent Journey Pathfinder (Deterministic)9/10 passed
●
Find Docs Overview
1 hops
○
Find llms.txt Entrypoint
1 hops
●
Authenticate
1 hops
●
Install SDK
1 hops
●
Create API Key
1 hops
●
Send First Request
1 hops
●
Resolve OpenAPI Operation
1 hops
●
Configure Webhook
1 hops
●
Locate Error Handling
1 hops
●
Recover from Setup Issue
1 hops
Ecosystem Diagnostic Dimensions
Discoverability
70/100
Machine Entrypoints
0/100
Canonical Sources
0/100
Content Quality
33/100
Graph Connectivity
46/100
Journey Success
80/100
Freshness / Drift
0/100
Runtime Validity
0/100

Problems

● llms.txt Index

llms.txt present but failed content validation (empty, HTML error page, or too thin).

● llms-full.txt Spec

llms-full.txt found but failed content validation.

● OpenAPI Schema

OpenAPI-like URL found but body is not a valid OpenAPI document.

● MCP Configuration

No discoverable Model Context Protocol (mcp.json) config found.

● GitHub Repository

No valid public repository links found.

● Documentation Root

No valid documentation links detected.

● API Reference

No separate API Reference link validated.

● Developer Auth

Could not locate reachable developer login or console.

● App Dashboard

No reachable app console detected.

● Support Center

No valid support links found.

● Company Blog

No active blog detected.

● Developer Changelog

No active changelog found.

● Status Page

No status page detected.

● SDK Guidelines

No dedicated SDK documentation link detected.

Solutions

● Configure llms.txt AI Entrypoint
Implement a /llms.txt file with Markdown summaries and links to guide AI crawlers.
● Consolidate llms-full.txt Spec
Create /llms-full.txt containing the full text of your docs to allow single-shot retrieval.
● Publish OpenAPI Specification
Expose a valid OpenAPI spec at /openapi.json (with paths) for automatic client generation.
● Expose MCP Server Tools
Expose a /mcp.json configuration file describing available agent server tool entrypoints.
● Link GitHub Repository
Link your public GitHub repository on the homepage to supply code context to agents.
● Provide Documentation Root
Add a clearly visible link to your developer docs on the homepage.
● Configure API Reference Link
Publish a dedicated API Reference link to describe raw endpoints clearly.
● Bridge Developer Authentication Link
Ensure login and API key provisioning screens are discoverable for automated credential setups.
● Add Developer Dashboard Link
Ensure a links dashboard is provided for developer keys and workspace management.
● Connect Support Center Link
Provide help/support links so agents can retrieve troubleshooting logs.
● Implement changelog
Publish a changelog so agents can verify API changes and version updates.
● Provide Status Page Link
Link a public status page for runtime reliability signals.
● Add SDK Integration Guides
Publish SDK install guides (npm/pip) linked from docs or homepage.

Audit Items

Problem Summary Prompt

Copy a compressed diagnostic summary of missing entrypoints to share with your team or feeding to LLM pipelines.

Fixes / Solutions Prompt

Copy complete implementations and config files to copy-paste directly into Cursor, Claude Code, or Copilot.

Extracted Knowledge Base

Graph Map Overview

Knowledge Graph

126 Nodes • 140 Edges
Initializing graph engine...

Ecosystem Connection Logs

https://openai.com/12-days/👉 LINKSopenai.com/index/deliberative-alignment/
https://openai.com/12-days/👉 LINKSopenai.com/index/early-access-for-safety-testing/
https://openai.com/12-days/👉 LINKSopenai.com/index/o1-and-new-tools-for-developers/
https://openai.com/12-days/👉 LINKSopenai.com/index/introducing-chatgpt-search/
https://openai.com/12-days/👉 LINKScdn.openai.com/ctf-cdn/SearchGPT_Sources.mp4?w=3840&q=90&fm=webp
https://openai.com/12-days/👉 LINKSopenai.com/index/introducing-canvas/
https://openai.com/12-days/👉 LINKSopenai.com/sora/
https://openai.com/12-days/👉 LINKSopenai.com/index/sora-is-here/
https://openai.com/12-days/👉 LINKSopenai.com/index/sora-system-card/
https://openai.com/12-days/👉 LINKSplatform.openai.com/docs/guides/reinforcement-fine-tuning
https://openai.com/12-days/👉 LINKSopenai.com/index/introducing-chatgpt-pro/
https://openai.com/12-days/👉 LINKSopenai.com/index/openai-o1-system-card/
Landing👉 REFERENCEShttps://openai.com/about/
https://openai.com/about/👉 LINKSopenai.com/index/planning-for-agi-and-beyond/
https://openai.com/about/👉 LINKSopenai.com/charter/
https://openai.com/about/👉 LINKSopenai.com/careers/search/
https://openai.com/about/👉 LINKSopenai.com/index/how-two-settings-tripled-our-arc-agi-3-scores/
https://openai.com/about/👉 LINKSopenai.com/index/chatgpt-for-academic-researchers/
https://openai.com/about/👉 LINKSopenai.com/index/scientific-computing-agentic-ai/
https://openai.com/about/👉 LINKSopenai.com/index/unlocking-self-improvement-gpt-red/
Landing👉 REFERENCEShttps://openai.com/business/
https://openai.com/about/👉 LINKSopenai.com/news/company-announcements/
https://openai.com/about/👉 LINKSopenai.com/our-structure/
https://openai.com/about/👉 LINKSopenai.com/careers/
Landing👉 REFERENCEShttps://openai.com/brand/
https://openai.com/brand/👉 LINKScdn.openai.com/brand/OpenAI-Partnership-Templates-2025.zip
https://openai.com/brand/👉 LINKSbrand.openai.com/
Landing👉 REFERENCESopenai.com/business-data/
openai.com👉 REFERENCESLanding
openai.com🚥 LEADS TOSitemap
Landing👉 REFERENCEShttps://openai.com/api-fast-mode/
Landing👉 REFERENCEShttps://openai.com/api-reserved-tier/
https://openai.com/api-reserved-tier/👉 LINKSopenai.com/contact-sales/
https://openai.com/api-reserved-tier/👉 LINKSopenai.com/api-scale-tier/
https://openai.com/api-reserved-tier/👉 LINKSplatform.openai.com/
https://openai.com/api-reserved-tier/👉 LINKSplatform.openai.com/settings/organization/limits
Landing👉 REFERENCESopenai.com/api-scale-tier/
openai.com/api-scale-tier/👉 LINKShttps://openai.com/api-reserved-tier/
openai.com/api-scale-tier/👉 LINKSopenai.com/contact-sales/
openai.com/api-scale-tier/👉 LINKShttps://openai.com/api-fast-mode/
openai.com/api-scale-tier/👉 LINKSopenai.com/reserved-capacity/
openai.com/api-scale-tier/👉 LINKSplatform.openai.com/settings/organization/limits
openai.com/api-scale-tier/👉 LINKSplatform.openai.com/docs/guides/prompt-caching
Landing👉 REFERENCEShttps://openai.com/api/
https://openai.com/api/👉 LINKSopenai.com/contact-sales/
https://openai.com/api/👉 LINKScdn.openai.com/ctf-cdn/1-model-card-gpt-5-6-sol.png?w=3840&q=50&fm=webp
https://openai.com/api/👉 LINKScdn.openai.com/ctf-cdn/2-model-card-gpt-5-6-terra.png?w=3840&q=50&fm=webp
https://openai.com/api/👉 LINKScdn.openai.com/ctf-cdn/3-model-card-gpt-5-6-luna.png?w=3840&q=50&fm=webp
https://openai.com/api/👉 LINKSplatform.openai.com/
https://openai.com/api/👉 LINKSplatform.openai.com/docs/guides/latest-model
https://openai.com/api/👉 LINKScookbook.openai.com/examples/gpt-5/gpt-5_frontend
https://openai.com/api/👉 LINKSopenai.com/agent-platform/
https://openai.com/api/👉 LINKSplatform.openai.com/docs/guides/realtime
https://openai.com/api/👉 LINKSopenai.com/business-data/
Landing👉 REFERENCEShttps://openai.com/api/pricing/
https://openai.com/api/pricing/👉 LINKShelp.openai.com/en/articles/8792828-what-is-chatgpt-team
https://openai.com/api/pricing/👉 LINKSopenai.com/contact-sales/
https://openai.com/api/pricing/👉 LINKSopenai.com/business-data/
https://openai.com/api/pricing/👉 LINKSopenai.com/enterprise-privacy/
https://openai.com/api/pricing/👉 LINKShelp.openai.com/en/articles/9793128
https://openai.com/api/pricing/👉 LINKSopenai.com/index/bug-bounty-program/
https://openai.com/api/pricing/👉 LINKStrust.openai.com/
https://openai.com/api/pricing/👉 LINKSopenai.com/policies/how-your-data-is-used-to-improve-model-performance/
https://openai.com/api/pricing/👉 LINKSplatform.openai.com/
Landing👉 REFERENCEShttps://openai.com/products/release-notes/
https://openai.com/products/release-notes/👉 LINKSdevelopers.openai.com/api/docs/pricing
https://openai.com/products/release-notes/👉 LINKSdevelopers.openai.com/api/docs/guides/fast-mode
https://openai.com/products/release-notes/👉 LINKSdevelopers.openai.com/api/docs/changelog
https://openai.com/products/release-notes/👉 LINKShelp.openai.com/en/articles/6825453-chatgpt-release-notes
https://openai.com/products/release-notes/👉 LINKShelp.openai.com/en/articles/20001406
https://openai.com/products/release-notes/👉 LINKSdevelopers.openai.com/api/docs/models/gpt-transcribe
https://openai.com/products/release-notes/👉 LINKSdevelopers.openai.com/api/docs/models/gpt-live-transcribe
https://openai.com/products/release-notes/👉 LINKSdevelopers.openai.com/api/docs/guides/transcription
https://openai.com/products/release-notes/👉 LINKShelp.openai.com/en/articles/20001036-what-is-chatgpt-health
https://openai.com/products/release-notes/👉 LINKSopenai.com/index/introducing-chatgpt-health/
Landing👉 REFERENCEShttps://openai.com/
https://openai.com/👉 LINKSopenai.com/research/
https://openai.com/👉 LINKShttps://openai.com/api/
https://openai.com/👉 LINKSopenai.com/stories/
https://openai.com/👉 LINKSopenai.com/index/gpt-5-6/
https://openai.com/👉 LINKSopenai.com/index/health-in-chatgpt/
https://openai.com/👉 LINKSopenai.com/chatgpt-work/
https://openai.com/👉 LINKSopenai.com/index/introducing-gpt-live/
https://openai.com/👉 LINKSopenai.com/news/company-announcements/
https://openai.com/👉 LINKSopenai.com/index/advancing-the-price-performance-frontier-with-gpt-5-6/
https://openai.com/👉 LINKSopenai.com/index/introducing-openai-presence/
https://openai.com/👉 LINKSopenai.com/index/david-velez-robin-vince-join-openai-boards/
https://openai.com/👉 LINKSopenai.com/index/unlocking-self-improvement-gpt-red/
https://openai.com/👉 LINKSopenai.com/index/how-agents-are-transforming-work/
https://openai.com/👉 LINKSopenai.com/index/daybreak-securing-the-world/
https://openai.com/👉 LINKSopenai.com/index/cycling-across-antarctica/
https://openai.com/👉 LINKSopenai.com/index/creating-new-simulations-black-holes/
https://openai.com/👉 LINKSopenai.com/index/chip-ganassi-racing/
https://openai.com/👉 LINKSopenai.com/research/index/
https://openai.com/👉 LINKSopenai.com/index/model-disproves-discrete-geometry-conjecture/
https://openai.com/👉 LINKSopenai.com/index/introducing-gpt-rosalind/
https://openai.com/👉 LINKSopenai.com/index/how-we-monitor-internal-coding-agents-misalignment/
https://openai.com/👉 LINKSopenai.com/business/customer-stories/
https://openai.com/👉 LINKSopenai.com/index/choco/
https://openai.com/👉 LINKSopenai.com/index/cyberagent/
https://openai.com/👉 LINKSopenai.com/index/gradient-labs/
Landing👉 REFERENCEShttps://openai.com/12-days/
Landing👉 REFERENCEShttps://openai.com/business/chatgpt-pricing/
Landing👉 REFERENCESopenai.com/business/customer-stories/
Landing👉 REFERENCEShttps://openai.com/business/learn/
Landing👉 REFERENCEShttps://openai.com/business/openai-presence/
Landing👉 REFERENCEShttps://openai.com/business/partners/
Landing👉 REFERENCEShttps://openai.com/business/partners/accenture-federal-services/
Landing👉 REFERENCEShttps://openai.com/business/partners/accenture/
Landing👉 REFERENCEShttps://openai.com/business/partners/aiworks/
Landing👉 REFERENCEShttps://openai.com/business/partners/algorithmic-intelligence/
Landing👉 REFERENCEShttps://openai.com/business/partners/altimetrik/
Landing👉 REFERENCEShttps://openai.com/business/partners/altudo/
Landing👉 REFERENCEShttps://openai.com/business/partners/artefact/
Landing👉 REFERENCEShttps://openai.com/business/partners/artium/
Landing👉 REFERENCEShttps://openai.com/business/partners/bain-and-company/
Landing👉 REFERENCEShttps://openai.com/business/partners/blank-metal/
Landing👉 REFERENCEShttps://openai.com/business/partners/blend360/
Landing👉 REFERENCEShttps://openai.com/business/partners/booz-allen-hamilton/
Landing👉 REFERENCEShttps://openai.com/business/partners/boston-consulting-group/
Landing👉 REFERENCEShttps://openai.com/business/partners/capco/
Landing👉 REFERENCEShttps://openai.com/business/partners/capgemini/
Landing👉 REFERENCEShttps://openai.com/business/partners/cdw/
Landing👉 REFERENCEShttps://openai.com/business/partners/cgi/
Landing👉 REFERENCEShttps://openai.com/business/partners/chieftns/
Landing👉 REFERENCEShttps://openai.com/business/partners/clarinet/
Landing👉 REFERENCEShttps://openai.com/business/partners/cloudwerx/
Landing👉 REFERENCEShttps://openai.com/business/partners/cognita-reply/
Landing👉 REFERENCEShttps://openai.com/business/partners/cognizant/
Landing👉 REFERENCEShttps://openai.com/business/partners/corca/
Landing👉 REFERENCEShttps://openai.com/business/partners/deepsense-ai/
Landing👉 REFERENCEShttps://openai.com/business/partners/dentsu-japan/
Landing👉 REFERENCEShttps://openai.com/business/partners/eliza/
Landing👉 REFERENCEShttps://openai.com/business/partners/endava/
Landing👉 REFERENCEShttps://openai.com/business/partners/epam/
Landing👉 REFERENCEShttps://openai.com/business/partners/ernst-and-young/
Landing👉 REFERENCEShttps://openai.com/business/partners/fellow-intelligence/
Landing👉 REFERENCEShttps://openai.com/business/partners/fractal/
Landing👉 REFERENCEShttps://openai.com/business/partners/fujitsu/
Landing👉 REFERENCEShttps://openai.com/business/partners/globant/
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Openai Agent Readiness scorecard — 35/100
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