Ecosystem Discovery Analysis / glintbase.dev

Agent-Readiness Index Report

score_version: ars-3.0.0 · ARS methodology

Enterprise Audit
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Executive PDF
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83
BGrade
/ 100
AI-FRIENDLY ECOSYSTEM
Agent Ecosystem Discovery
glintbase.dev
Archetype: Developer Platform & APIDenominator: 104 pts
AI-ready surfaces with complete discovery paths. Minor updates needed to reach elite index.
FrameworkCustom Docs
Surfaces
11/13
Large Pages
0pgs
Nav Gap
0pts
Developer Track & MCP Parity
Inspect in CLI or test live agent trajectories in Flight Simulator
Flight Simulator
Surface Inventory11 of 13 active
✓
sitemap.xml Index
ACTIVE
✓
llms.txt Index
ACTIVE
✓
llms-full.txt Spec
ACTIVE
✓
OpenAPI Schema
ACTIVE
✓
MCP Configuration
ACTIVE
✓
GitHub Repository
ACTIVE
✓
Documentation Root
ACTIVE
✓
API Reference
ACTIVE
✓
Company Blog
ACTIVE
–
Developer Auth
MISSING
–
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
glintbase.devactive

Host ecosystem entrypoint for autonomous agents.

Inspect Endpoint
ARS 3.0 Standard · 4-Layer Dynamic Architecture119 Discrete Checks
Layer 1: Discovery6/16 checks passed
8/20
Needs attention+3 bonus
Layer 2: Access & Understanding36/41 checks passed
29/30
Optimal
Layer 3: Usability & Interoperability37/56 checks passed
30/35
Optimal+16 bonus
Layer 4: Payments & Machine Commerce0/6 checks passed
0/0
N/A (Skipped)

Problems

11 detected
●Update robots.txt for AI Answer Engines
discovery

robots.txt blocks AI answer bots (claudebot, gptbot, perplexitybot, google-extended, anthropic-ai, cohere-ai)

Target:public/robots.txt
●registry-branding
discovery

MCP manifest branding missing or incomplete at /.well-known/mcp/manifest.json

●npm-sdk-package
payments

No official SDK package found under scope glintbase

●agent-rules-repo
payments

Missing autonomous agent guideline rules (.claude/rules or .cursorrules)

●skills-sh-listed
payments

Not listed in skills.sh verified skills registry

●markdown-negotiation
payments

Server does not return markdown when requested via Accept: text/markdown

●mcp-tools-breadth
usability

Product MCP lacks tool breadth (<3 tools)

●auth-md-stage-claim
usability

Stage 4 (Claim) missing

●auth-md-stage-errors
usability

Stage 7 (Errors) missing

●auth-md-stage-revocation
usability

Stage 8 (Revocation) missing

●api-idempotency-keys
payments

Idempotency-Key support not detected on mutation routes

Solutions

1 available
●Update robots.txt for AI Answer Engines
discovery
Target:public/robots.txt
robots.txt blocks AI answer bots (claudebot, gptbot, perplexitybot, google-extended, anthropic-ai, cohere-ai)

Run CLI remediation:
glintbase remediate robots.txt

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.

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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Glintbase Agent Readiness scorecard — 83/100
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