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.

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Ecosystem Discovery Analysis / cohere.com

Agent-Readiness Index Report

score_version: ars-1.0.0 · ARS methodology

Enterprise Audit
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Executive PDF
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68
CGrade
/ 100
AI-CAPABLE ECOSYSTEM
Agent Ecosystem Discovery
cohere.com
Partial exploration capabilities. Lacks critical schemas or machine-indexing entrypoints.
FrameworkCustom Docs
Surfaces
7/13
Large Pages
49pgs
Nav Gap
0pts
Developer Track & MCP Parity
Inspect in CLI or test live agent trajectories in Flight Simulator
Flight Simulator
Surface Inventory7 of 13 active
✓
sitemap.xml Index
ACTIVE
✓
llms.txt Index
ACTIVE
–
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
ACTIVE
✓
App Dashboard
ACTIVE
✓
Developer Changelog
ACTIVE
–
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
cohere.comactive

Host ecosystem entrypoint for autonomous agents.

Inspect Endpoint
Ecosystem Diagnostic Dimensions
Discoverability
100/100
Machine Entrypoints
30/100
Canonical Sources
50/100
Content Quality
70/100
Graph Connectivity
65/100
Journey Success
100/100
Freshness / Drift
70/100
Runtime Validity
56/100

Problems

7 detected
●llms-full.txt Spec
surfaces

Missing consolidated docs index.

●OpenAPI Schema
surfaces

No standard OpenAPI specification found.

●MCP Configuration
surfaces

No discoverable Model Context Protocol (mcp.json) config found.

●GitHub Repository
surfaces

No valid public repository links found.

●API Reference
surfaces

No separate API Reference link validated.

●Status Page
surfaces

No status page detected.

●SDK Guidelines
surfaces

No dedicated SDK documentation link detected.

Solutions

7 available
●Consolidate llms-full.txt Spec
surfaces
Create /llms-full.txt containing the full text of your docs to allow single-shot retrieval.
●Publish OpenAPI Specification
surfaces
Expose a valid OpenAPI spec at /openapi.json (with paths) for automatic client generation.
●Expose MCP Server Tools
surfaces
Expose a /mcp.json configuration file describing available agent server tool entrypoints.
●Link GitHub Repository
surfaces
Link your public GitHub repository on the homepage to supply code context to agents.
●Configure API Reference Link
surfaces
Publish a dedicated API Reference link to describe raw endpoints clearly.
●Provide Status Page Link
surfaces
Link a public status page for runtime reliability signals.
●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
Enterprise Infrastructure Audit

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Cohere Agent Readiness scorecard — 68/100
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