Legacy Audit Detected (Pre-ARS 3.0)

This audit was calculated using an older scoring model. Upgrade to ARS 3.0 Standard to evaluate 119 discrete checks, dynamic archetype denominators, and live Flight Simulator testing.

Re-scan with ARS 3.0
Ecosystem Discovery Analysis / github.com

Agent-Readiness Index Report

score_version: ars-1.0.0 · ARS methodology

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Executive PDF
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71
BGrade
/ 100
AI-FRIENDLY ECOSYSTEM
Agent Ecosystem Discovery
github.com
AI-ready surfaces with complete discovery paths. Minor updates needed to reach elite index.
FrameworkGitHub Repo Layout
Surfaces
8/13
Large Pages
3pgs
Nav Gap
0pts
Developer Track & MCP Parity
Inspect in CLI or test live agent trajectories in Flight Simulator
Flight Simulator
Surface Inventory8 of 13 active
–
sitemap.xml Index
MISSING
✓
llms.txt Index
ACTIVE
✓
llms-full.txt Spec
ACTIVE
–
OpenAPI Schema
MISSING
✓
MCP Configuration
ACTIVE
✓
GitHub Repository
ACTIVE
✓
Documentation Root
ACTIVE
–
API Reference
MISSING
–
Company Blog
MISSING
✓
Developer Auth
ACTIVE
–
App Dashboard
MISSING
✓
Developer Changelog
ACTIVE
✓
Status Page
ACTIVE
ARS 3.0 Machine Topology MapSub-5s Discovered Surfaces
Visual graph connecting verified machine-readable endpoints across the target ecosystem.
Active
Missing
Partial
github.comactive

Host ecosystem entrypoint for autonomous agents.

Inspect Endpoint
Ecosystem Diagnostic Dimensions
Discoverability
60/100
Machine Entrypoints
65/100
Canonical Sources
80/100
Content Quality
78/100
Graph Connectivity
37/100
Journey Success
100/100
Freshness / Drift
80/100
Runtime Validity
63/100

Problems

6 detected
●Sitemap Index
surfaces

No sitemap found.

●OpenAPI Schema
surfaces

No standard OpenAPI specification found.

●API Reference
surfaces

No separate API Reference link validated.

●App Dashboard
surfaces

No reachable app console detected.

●Company Blog
surfaces

No active blog detected.

●SDK Guidelines
surfaces

No dedicated SDK documentation link detected.

Solutions

5 available
●Generate sitemap.xml
surfaces
Publish a sitemap.xml to aid structural discovery for agent crawlers.
●Publish OpenAPI Specification
surfaces
Expose a valid OpenAPI spec at /openapi.json (with paths) for automatic client generation.
●Configure API Reference Link
surfaces
Publish a dedicated API Reference link to describe raw endpoints clearly.
●Add Developer Dashboard Link
surfaces
Ensure a links dashboard is provided for developer keys and workspace management.
●Add SDK Integration Guides
surfaces
Publish SDK install guides (npm/pip) linked from docs or homepage.

Audit Items

Problem Summary Prompt

Copy an ARS 3.0 compressed diagnostic defect summary structured by layer for teams or LLM pipelines.

Fixes / Solutions Prompt

Copy ARS 3.0 remediation files, patches, and CLI fix commands directly for Cursor, Claude Code, or Copilot.

Extracted Knowledge Base

Autonomous Agent Flight Simulator

Test Real Agent Execution In The Cockpit

Evaluate real-world agent execution against this ecosystem across Claude Code, Cursor & Windsurf, and Perplexity Sonar. Measure token consumption tax, schema friction risks, and autonomous credential handshakes.

5-Phase TrajectoryBPE Token Tax CounterTime-to-First-Tool-Call (TTFTC)Schema Friction Index
Launch Flight Simulator
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Github Agent Readiness scorecard — 71/100
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