Scan Results: https://river.ai/

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

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Ecosystem Discovery Analysis / river.ai

Agent-Readiness Index Report

score_version: ars-1.0.0 · ARS methodology

Enterprise Audit
New Scan
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61
/ 100
AI-CAPABLE ECOSYSTEM
Agent Ecosystem Discovery
river.ai
Partial exploration capabilities. Lacks critical schemas or machine-indexing entrypoints.
FrameworkCustom Docs
Surfaces
4/13
Large Pages
2pgs
Nav Gap
0pts
Surface Inventory4 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
ACTIVE
–
API Reference
MISSING
✓
Company Blog
ACTIVE
–
Developer Auth
MISSING
–
App Dashboard
MISSING
✓
Developer Changelog
ACTIVE
–
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
100/100
Machine Entrypoints
0/100
Canonical Sources
50/100
Content Quality
100/100
Graph Connectivity
69/100
Journey Success
80/100
Freshness / Drift
70/100
Runtime Validity
38/100

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.

● 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.

● 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.
● 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.
● 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

20 Nodes • 31 Edges
Initializing graph engine...

Ecosystem Connection Logs

river.ai👉 REFERENCESLanding
river.ai🚥 LEADS TOSitemap
river.ai🚥 LEADS TODocs Root
river.ai👉 REFERENCESSupport Portal
river.ai👉 REFERENCESBlog
river.ai👉 REFERENCESChangelog
Landing👉 REFERENCEShttps://river.ai/api
https://river.ai/api👉 LINKSriver.ai/
https://river.ai/api👉 LINKSconsole.river.ai/
https://river.ai/api👉 LINKSdocs.river.ai/
Docs Root👉 REFERENCESdocs.river.ai/
docs.river.ai/👉 LINKSdocs.river.ai/rl-reward-curve.png
docs.river.ai/👉 LINKSdocs.river.ai/
Changelog👉 REFERENCEShttps://river.ai/changelog
Landing👉 REFERENCESriver.ai/
river.ai/👉 LINKSriver.ai/assets/hero-static.jpg
river.ai/👉 LINKSriver.ai/careers
river.ai/👉 LINKSconsole.river.ai/
river.ai/👉 LINKShttps://river.ai/api
Blog👉 REFERENCESBlog Article
Blog Article👉 LINKSriver.ai/
Blog Article👉 LINKSriver.ai/introducing-river-ai
Landing👉 REFERENCESriver.ai/careers
river.ai/careers👉 LINKSriver.ai/
Landing👉 REFERENCESriver.ai/introducing-river-ai
river.ai/introducing-river-ai👉 LINKSBlog Article
river.ai/introducing-river-ai👉 LINKSriver.ai/assets/igor-portrait.jpg
river.ai/introducing-river-ai👉 LINKShttps://river.ai/api
river.ai/introducing-river-ai👉 LINKSriver.ai/careers
Landing👉 REFERENCEShttps://river.ai/security
Support Portal👉 REFERENCEShttps://river.ai/support
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River Agent Readiness scorecard — 61/100
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