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Wealth Engine

by neoki

Wealth Engine

Economic opportunity intelligence for AI agents.

Wealth Engine turns public market evidence into machine-consumable economic hypotheses, ranked experiments, pricing benchmarks, and explicit kill criteria. It is not a generic MCP directory and it does not claim to predict revenue. Its purpose is to shorten the path from observable market evidence to a falsifiable economic experiment.

The first evidence domain is AI voice. More domains will be added only when they can be grounded in public, traceable evidence.

Use it now

Remote MCP server:

https://wealth-engine-production-e178.up.railway.app/mcp

Economic opportunities API:

GET https://wealth-engine-production-e178.up.railway.app/api/opportunities

Voice pricing and margin API:

GET https://wealth-engine-production-e178.up.railway.app/api/voice-margin-index

Capability discovery:

GET https://wealth-engine-production-e178.up.railway.app/.well-known/agent-capabilities.json

Privacy:

https://wealth-engine-production-e178.up.railway.app/privacy

Support:

https://wealth-engine-production-e178.up.railway.app/support

MCP tools

economic_opportunities

Read-only. Returns ranked economic opportunities. Each opportunity contains the thesis, evidence, monetization paths, scoring dimensions, next experiment, success condition, and kill condition.

Use it when an agent needs to decide what economic experiment to run next, not merely which software tool exists.

voice_margin_index

Read-only. Returns structured AI-voice retail pricing, revenue-per-minute calculations, gross-margin cost ceilings, source URLs, and row-level verification metadata.

No account. No API key. No signup. Both tools are currently free while demand and willingness to pay are validated.

First paid-demand experiment

We are testing a founding offer for Verified Voice-AI Pricing Intelligence at €29/month: fresh verified pricing, change alerts, normalized provider comparison, and margin-oriented procurement notes.

https://wealth-engine-production-e178.up.railway.app/offers/voice-pricing-intelligence

This is explicitly a willingness-to-pay test. Registering intent does not charge the user or create a subscription. Billing will only be built after genuine external buyer intent exists.

Example prompts

  1. Find the highest-ranked economic opportunity in Wealth Engine and explain the smallest experiment that could falsify it.

  2. Which current opportunity has the best combination of speed, margin potential and automation? Use the evidence, not intuition.

  3. I want a business experiment that can reach paid-demand evidence before more infrastructure is built. Use Wealth Engine to choose one.

  4. Compare current AI voice providers using customer-facing pricing and show where a commercial service could or could not preserve gross margin.

  5. What revenue per minute is implied by current AI voice plans, and what underlying cost ceiling would preserve a 70% gross margin?

Evidence policy

Wealth Engine distinguishes observations from hypotheses.

Pricing rows expose a source URL, verifiedAt, and verificationStatus. Required source pages are checked automatically for reachability. Reachability proves that a source is accessible; it does not prove that the price has not changed. Pricing data is therefore separately verified and timestamped.

Opportunity scores are prioritization heuristics, not forecasts. Every opportunity must expose a concrete experiment and a kill condition so weak theses can be discarded quickly.

Current scoring

25% evidence
25% margin potential
20% speed to evidence
15% automation
15% distribution

The weighting will eventually be learned from real experiment outcomes rather than hand-set permanently.

Privacy

Wealth Engine does not require authentication and does not intentionally collect prompts, conversation history, uploaded files, personal identifiers, or request bodies. It records aggregate operational counters used to measure endpoint usage and paid-intent clicks.

Support and troubleshooting

Report data-quality, compatibility, product, purchasing-interest, or security issues using this repository's GitHub issue tracker.

The MCP endpoint uses Streamable HTTP over JSON-RPC POST. A browser GET request to /mcp may return 404 and is not a valid protocol test. Use an MCP client or MCP Inspector to initialize the server and call tools/list.

Direction

The long-term loop is:

market signals → economic hypotheses → ranked experiment → real demand evidence → monetization → keep/kill/scale

Wealth Engine should consume directories, APIs, marketplaces and public market signals rather than duplicate them. The target is increasing autonomous economic evidence and ultimately net capital generated — not feature count.