Scan Results: https://www.moonshot.ai/

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

LeaderboardNew Scan
Leaderboard Standing

Openrouter scored 83 — you scored 54

29 points behind Openrouter.

#42 of 81 ecosystems
See the leaderboard
Ecosystem Discovery Analysis / www.moonshot.ai

Agent-Readiness Index Report

score_version: ars-1.0.0 · ARS methodology

Enterprise Audit
New Scan
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54
/ 100
AI-CAPABLE ECOSYSTEM
Agent Ecosystem Discovery
moonshot.ai
Partial exploration capabilities. Lacks critical schemas or machine-indexing entrypoints.
FrameworkCustom Docs
Surfaces
4/13
Large Pages
0pgs
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
ACTIVE
✓
Documentation Root
ACTIVE
–
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
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
80/100
Content Quality
45/100
Graph Connectivity
63/100
Journey Success
80/100
Freshness / Drift
20/100
Runtime Validity
16/100

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.

● 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.

● 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.
● 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

7 Nodes • 6 Edges
Initializing graph engine...

Ecosystem Connection Logs

moonshot.ai👉 REFERENCESLanding
moonshot.ai🚥 LEADS TOSitemap
moonshot.ai👉 REFERENCESGitHub Repo
moonshot.ai🚥 LEADS TODocs Root
moonshot.ai👉 REFERENCESBlog
Landing👉 REFERENCEShttps://www.moonshot.ai/
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Moonshot Agent Readiness scorecard — 54/100
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