MadKudu

Needs Work

Agent Native Score

API Key Auth

MadKudu is a B2B lead scoring and sales intelligence platform that uses AI to identify high-quality prospects and predict sales outcomes. It integrates with CRM systems to prioritize leads and improve conversion rates.

Categories: Sales · Lead Scoring · Analytics

#33 of 38 in Sales · #113 of 117 in Analytics

Checklist Breakdown

9 of 33 checks passed. 14 unscored.

Discovery 50%

Can an agent find and understand this tool without a web search?

✗ Published OpenAPI/Swagger spec

✗ Has llms.txt or llms-full.txt

✗ Has an MCP server (official or well-maintained)

✗ MCP server listed in a public registry

✓ API reference docs are publicly accessible

✓ Docs include runnable code examples

✓ Has a public changelog or release notes

✓ Has a public status page

Auth & Onboarding 33%

Can an agent create an account and get credentials without human intervention?

✗ Signup does not require CAPTCHA

✗ Signup does not require phone verification

✓ Supports API key auth (not only OAuth)

✗ API key obtainable without manual approval

✗ No mandatory billing info to start

✓ Can sign up without creating an organization

Pricing 60%

Can an agent operate autonomously without upfront payment or contracts?

✗ Has a free tier

✓ Usage-based pricing available

✓ No minimum contract or commitment

✓ Pricing page is public (no 'contact sales')

✗ Free tier sufficient for testing (not just a trial)

Agent Tooling Not yet scored

How well does the API work for non-human consumers?

— SDK available in 2+ languages

— Structured error responses (JSON with error codes)

— Idempotency support on write endpoints

— Pagination on list endpoints

— Webhook/event support

— Sandbox or test mode available

— Rate limit headers in responses

— Consistent REST resource naming

Reliability Not yet scored

Does the tool fail gracefully when an agent makes a mistake?

— Meaningful error messages (not just 500)

— 429 responses include Retry-After header

— Documented uptime SLA (99.9%+)

— Graceful degradation under rate limits

— Request IDs in responses for debugging

— API versioning supported

Reviewer Notes

MadKudu lacks critical agent-native infrastructure—no MCP server, OpenAPI spec, or llms.txt documentation discoverable on their site. API key authentication exists but requires manual account creation and enterprise sales approval, making programmatic signup impossible. The API documentation is not publicly available, forcing agents to operate mostly blind. While the service is reliable for established customers, the tool presents significant friction points: discovery is difficult without prior knowledge, onboarding requires human intervention, and integration documentation for agents is minimal. Best suited for enterprises with dedicated IT/sales teams, not autonomous agent deployment.

MadKudu

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