Scan Results: https://inflection.ai/

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

LeaderboardNew Scan
Leaderboard Standing

Openrouter scored 83 — you scored 44

39 points behind Openrouter.

#61 of 81 ecosystems
See the leaderboard
Ecosystem Discovery Analysis / inflection.ai

Agent-Readiness Index Report

score_version: ars-1.0.0 · ARS methodology

Enterprise Audit
New Scan
Share X
44
/ 100
AI-CAPABLE ECOSYSTEM
Agent Ecosystem Discovery
inflection.ai
Partial exploration capabilities. Lacks critical schemas or machine-indexing entrypoints.
FrameworkCustom Docs
Surfaces
2/13
Large Pages
28pgs
Nav Gap
0pts
Surface Inventory2 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
ACTIVE
–
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
2 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
70/100
Graph Connectivity
65/100
Journey Success
80/100
Freshness / Drift
20/100
Runtime Validity
25/100

Problems

● llms.txt Index

Missing canonical /llms.txt directory.

● llms-full.txt Spec

Missing consolidated docs index.

● OpenAPI Schema

No standard OpenAPI specification found.

● 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.

● 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.
● 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

28 Nodes • 104 Edges
Initializing graph engine...

Ecosystem Connection Logs

inflection.ai👉 REFERENCESLanding
inflection.ai🚥 LEADS TOSitemap
inflection.ai👉 REFERENCESSupport Portal
inflection.ai👉 REFERENCESBlog
Landing👉 REFERENCEShttps://inflection.ai/
https://inflection.ai/👉 LINKSinflection.ai/labs
https://inflection.ai/👉 LINKSinflection.ai/about
https://inflection.ai/👉 LINKSinflection.ai/blog
https://inflection.ai/👉 LINKSinflection.ai/terms-of-service
https://inflection.ai/👉 LINKSinflection.ai/privacy-policy
https://inflection.ai/👉 LINKSinflection.ai/cookie-policy
https://inflection.ai/👉 LINKSinflection.ai/transparency-and-content-moderation
https://inflection.ai/👉 LINKSinflection.ai/crisis-prevention-and-safety
https://inflection.ai/👉 LINKSinflection.ai/notice-on-model-training
https://inflection.ai/👉 LINKSinflection.ai/training-data-transparency-statement
https://inflection.ai/👉 LINKSinflection.ai/eu-digital-services-act
Blog👉 REFERENCESinflection.ai/blog
inflection.ai/blog👉 LINKSinflection.ai/labs
inflection.ai/blog👉 LINKSinflection.ai/about
inflection.ai/blog👉 LINKSinflection.ai/blog
inflection.ai/blog👉 LINKSinflection.ai/terms-of-service
inflection.ai/blog👉 LINKSinflection.ai/privacy-policy
inflection.ai/blog👉 LINKSinflection.ai/cookie-policy
inflection.ai/blog👉 LINKSinflection.ai/transparency-and-content-moderation
inflection.ai/blog👉 LINKSinflection.ai/crisis-prevention-and-safety
inflection.ai/blog👉 LINKSinflection.ai/notice-on-model-training
inflection.ai/blog👉 LINKSinflection.ai/training-data-transparency-statement
inflection.ai/blog👉 LINKSinflection.ai/eu-digital-services-act
Landing👉 REFERENCESinflection.ai/about
Landing👉 REFERENCESinflection.ai/blog
Landing👉 REFERENCESinflection.ai/cookie-policy
Landing👉 REFERENCESinflection.ai/crisis-prevention-and-safety
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/labs
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/about
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/blog
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/terms-of-service
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/privacy-policy
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/cookie-policy
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/transparency-and-content-moderation
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/notice-on-model-training
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/training-data-transparency-statement
inflection.ai/crisis-prevention-and-safety👉 LINKSinflection.ai/eu-digital-services-act
Landing👉 REFERENCESinflection.ai/eu-digital-services-act
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/labs
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/about
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/blog
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/terms-of-service
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/privacy-policy
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/cookie-policy
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/transparency-and-content-moderation
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/crisis-prevention-and-safety
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/notice-on-model-training
inflection.ai/eu-digital-services-act👉 LINKSinflection.ai/training-data-transparency-statement
Landing👉 REFERENCEShttps://inflection.ai/get-in-touch
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/labs
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/about
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/blog
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/terms-of-service
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/privacy-policy
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/cookie-policy
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/transparency-and-content-moderation
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/crisis-prevention-and-safety
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/notice-on-model-training
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/training-data-transparency-statement
https://inflection.ai/get-in-touch👉 LINKSinflection.ai/eu-digital-services-act
Landing👉 REFERENCEShttps://inflection.ai/home-old-jul2026
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/labs
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/about
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/blog
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/terms-of-service
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/privacy-policy
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/cookie-policy
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/transparency-and-content-moderation
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/crisis-prevention-and-safety
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/notice-on-model-training
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/training-data-transparency-statement
https://inflection.ai/home-old-jul2026👉 LINKSinflection.ai/eu-digital-services-act
Landing👉 REFERENCESinflection.ai/labs
Landing👉 REFERENCESPi Journeys
Landing👉 REFERENCEShttps://inflection.ai/legal
https://inflection.ai/legal👉 LINKSinflection.ai/terms-of-service
https://inflection.ai/legal👉 LINKSinflection.ai/privacy-policy
https://inflection.ai/legal👉 LINKSinflection.ai/cookie-policy
https://inflection.ai/legal👉 LINKSinflection.ai/transparency-and-content-moderation
https://inflection.ai/legal👉 LINKSinflection.ai/crisis-prevention-and-safety
https://inflection.ai/legal👉 LINKSinflection.ai/notice-on-model-training
https://inflection.ai/legal👉 LINKSinflection.ai/training-data-transparency-statement
https://inflection.ai/legal👉 LINKSinflection.ai/eu-digital-services-act
https://inflection.ai/legal👉 LINKSinflection.ai/labs
https://inflection.ai/legal👉 LINKSinflection.ai/about
https://inflection.ai/legal👉 LINKSinflection.ai/blog
Landing👉 REFERENCESinflection.ai/notice-on-model-training
inflection.ai/notice-on-model-training👉 LINKSinflection.ai/privacy-policy
Landing👉 REFERENCESinflection.ai/privacy-policy
Landing👉 REFERENCESInflection AI
Landing👉 REFERENCESInflection AI | About
Landing👉 REFERENCESinflection.ai/terms-of-service
Landing👉 REFERENCESInflection AI
Landing👉 REFERENCESinflection.ai/training-data-transparency-statement
Landing👉 REFERENCESinflection.ai/transparency-and-content-moderation
Landing👉 REFERENCESFive kinds of AI assistant chatbot users, and the emerging chatbot roles (2 of 3)
Landing👉 REFERENCESInflection AI is Shaping the Future of Personal Intelligence
Landing👉 REFERENCESTaking no seriously: the frustration is real (3 of 3)
Landing👉 REFERENCESWho's Actually Using Chatbots in 2026? (1 of 3)
Enterprise Infrastructure Audit

Need a Custom In-Depth Enterprise Audit?

Get custom multi-agent simulation harnesses, live production API probing, dedicated MCP server tools, and tailored enterprise readiness benchmarks built specifically for your product.

Request Enterprise Audit
Share your scorecard
Inflection Agent Readiness scorecard — 44/100
Share on XShare on LinkedInDownload PNG