Malesedi logo

Agent Readiness Index

Malesedi

Partially Agent-Ready · Grade D · Scanned August 6, 2026

Lesedi — the light. Chat to think, code to ship, fed by the mZanzi Mind and UbuntuMind federation. Obsidian black, vibranium violet, royal gold, kinetic teal. Bring your own key, or just walk in.

Foundation Model
Agentic AI
52
/ 100
Grade D
Six-dimension breakdown

Discoverability

Can an AI agent find sitemaps, llms.txt, and machine-readable entry points?

91

Content

Can agents consume content cheaply via markdown, schema.org, and structured data?

5

Access Control

Are crawl rules and AI bot permissions declared in robots.txt?

40

Capabilities

Does the site expose APIs, MCP endpoints, or agent-usable tools?

27

Commerce

Can agents discover pricing and initiate payments (x402, MPP, UCP)?

50

Quality

Performance, token efficiency, and trust signals beyond baseline checks.

95
Priority fixes

Content (5/100)

Improve content signals: llms.txt, robots.txt AI rules, structured data, MCP or OpenAPI endpoints, and agent-readable pricing where relevant.

Capabilities (27/100)

Improve capabilities signals: llms.txt, robots.txt AI rules, structured data, MCP or OpenAPI endpoints, and agent-readable pricing where relevant.

Access Control (40/100)

Improve access control signals: llms.txt, robots.txt AI rules, structured data, MCP or OpenAPI endpoints, and agent-readable pricing where relevant.

Run live scan with fix prompts
How we score

StartupHub audits the full website across 50+ checks: discoverability, content negotiation, access control, capabilities (API/MCP), commerce (x402/MPP), and quality.

Unlike pricing-only indexes, we measure whether AI agents can find, read, and act on the entire site, not just the pricing page.

Compare on leaderboard