Ecosystem Discovery Analysis / anysphere.co

Agent-Readiness Index Report

score_version: ars-3.0.0 · ARS methodology

Enterprise Audit
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Executive PDF
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14
FGrade
/ 100
LEGACY ECOSYSTEM
Agent Ecosystem Discovery
anysphere.co
Archetype: Developer Platform & APIDenominator: 85 pts
Invisible to AI agents. No discoverable entrypoints, sitemaps, or structured schemas present.
FrameworkCustom Docs
Surfaces
0/13
Large Pages
0pgs
Nav Gap
0pts
Developer Track & MCP Parity
Inspect in CLI or test live agent trajectories in Flight Simulator
Flight Simulator
Surface Inventory0 of 13 active
–
sitemap.xml Index
MISSING
–
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
MISSING
–
Developer Auth
MISSING
–
App Dashboard
MISSING
–
Developer Changelog
MISSING
–
Status Page
MISSING
ARS 3.0 Machine Topology MapSub-5s Discovered Surfaces
Visual graph connecting verified machine-readable endpoints across the target ecosystem.
Active
Missing
Partial
anysphere.coactive

Host ecosystem entrypoint for autonomous agents.

Inspect Endpoint
ARS 3.0 Standard · 4-Layer Dynamic Architecture119 Discrete Checks
Layer 1: Discovery0/16 checks passed
0/20
Remediate
Layer 2: Access & Understanding15/41 checks passed
12/30
Needs attention
Layer 3: Usability & Interoperability0/56 checks passed
0/35
Remediate
Layer 4: Payments & Machine Commerce0/6 checks passed
0/0
N/A (Skipped)

Problems

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

No robots.txt detected; explicit AI crawler permissions recommended

Target:public/robots.txt
●Generate Agent Resource Discovery (ard.json)
discovery

Missing /.well-known/ard.json (ARD v0.91) specification

Target:public/.well-known/ard.json
●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 anysphere

●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

●Ensure Server-Rendered Semantic HTML
access

Zero-JS readability issues: <500 chars prose; missing <h1>;

Target:app/page.tsx
●Generate Standard llms.txt
access

Missing /llms.txt context index

Target:public/llms.txt
●markdown-negotiation
payments

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

●Generate OpenAPI 3.1 Specification
access

Missing OpenAPI 3.x machine specification (/openapi.json)

Target:public/openapi.json
●developer-portal
payments

No self-serve developer portal (/developers or /docs) detected

●clean-semantic-html
payments

Semantic landmarks need improvement

●json-ld-structured-data
payments

JSON-LD structured data not declared

●sitemap-xml-present
payments

sitemap.xml not accessible at root

●canonical-url-present
payments

Missing rel=canonical tag

●text-density-ratio
payments

Text density ratio: 2%

●security-headers-csp
payments

Content-Security-Policy or security headers missing

●Mount Streamable HTTP MCP Server
usability

No active MCP server endpoint detected

Target:app/api/mcp/route.ts
●mcp-tools-listing
usability

MCP tools listing unavailable

●mcp-tools-breadth
usability

Product MCP lacks tool breadth (<3 tools)

●mcp-tools-schema-strict
usability

Tool schema strict typing unverified

●mcp-auth-requirement
usability

Product MCP authentication protocol verified

●mcp-transport-streamable
usability

Modern Streamable HTTP MCP transport handler active (/api/mcp)

●mcp-transport-sse
usability

SSE channel available for real-time progress streaming

●auth-md-stage-discover
usability

Stage 1 (Discover) missing

●auth-md-stage-methods
usability

Stage 2 (Methods) missing

●auth-md-stage-register
usability

Stage 3 (Register) missing

●auth-md-stage-claim
usability

Stage 4 (Claim) missing

●auth-md-stage-exchange
usability

Stage 5 (Exchange) missing

●auth-md-stage-use
usability

Stage 6 (Use) missing

●auth-md-stage-errors
usability

Stage 7 (Errors) missing

●auth-md-stage-revocation
usability

Stage 8 (Revocation) missing

Solutions

6 available
●Update robots.txt for AI Answer Engines
discovery
Target:public/robots.txt
Target File: public/robots.txt
Command: glintbase remediate robots.txt

+ User-agent: ClaudeBot
+ Allow: /
+ User-agent: GPTBot
+ Allow: /
●Generate Agent Resource Discovery (ard.json)
discovery
Target:public/.well-known/ard.json
Target File: public/.well-known/ard.json
Command: glintbase remediate ard.json

+ {
+   "$schema": "https://agentcard.org/v0.91/ard.json",
+   "id": "urn:air:anysphere.co:main",
+   "name": "anysphere",
+   "capabilities": ["tools", "context"]
+ }
●Ensure Server-Rendered Semantic HTML
access
Target:app/page.tsx
Target File: app/page.tsx
Command: glintbase remediate html

+ export default function Page() {
+   return (
+     <main>
+       <h1>Acme Developer Documentation</h1>
+       <p>Comprehensive machine-readable guides and APIs.</p>
+     </main>
+   );
+ }
●Generate Standard llms.txt
access
Target:public/llms.txt
Target File: public/llms.txt
Command: glintbase remediate llms.txt

+ # Acme Agent Context
+ > Clean developer guides and API schemas.
+ - [API Docs](https://acme.com/api): Core REST endpoints
●Generate OpenAPI 3.1 Specification
payments
Target:public/openapi.json
Target File: public/openapi.json
Command: glintbase remediate openapi.json

+ {
+   "openapi": "3.1.0",
+   "info": { "title": "Acme API", "version": "1.0.0" },
+   "paths": {}
+ }
●Mount Streamable HTTP MCP Server
usability
Target:app/api/mcp/route.ts
Target File: app/api/mcp/route.ts
Command: glintbase remediate mcp

+ import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
+ export async function POST(req: Request) { ... }

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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Anysphere Agent Readiness scorecard — 14/100
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