ProofStack MCP Server

MCP serverDev tools

Audited indie product business cases with source-backed pricing, revenue and pricing benchmarks.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use ProofStack MCP Server to search cases

From the project's README

As published by lttxzmj/proofstack-mcp in README.md.

Remote Model Context Protocol server for ProofStack — a library of audited indie product business cases. Every figure is read from a published source (pricing pages, founder posts, transparency dashboards) and linked, so AI assistants can cite evidence instead of guessing.

Endpoint (Streamable HTTP, no auth required):

https://proof-stack-lake.vercel.app/mcp

Tools

ToolWhat it does
search_casesSearch the audited product library (40+, grows weekly) by keyword, category, business model, or acquisition channel
get_caseFull case detail: pricing tiers, revenue disclosures, acquisition operations, what to copy / what not to copy, and source URLs for every claim
pricing_benchmarksMedian first paid tier, free-tier prevalence, and paywall-capability distribution, computed from published pricing pages

Example client configuration

{
  "mcpServers": {
    "proofstack": {
      "url": "https://proof-stack-lake.vercel.app/mcp"
    }
  }
}

Works with any MCP client that supports remote Streamable HTTP servers (Claude Desktop / Claude Code, Cursor, etc.).

Data honesty rules

  • Revenue that is not publicly disclosed is returned as unknown — never estimated.
  • Acquisition narratives are researched from first-party sources; cases that have not been researched yet say so explicitly instead of returning template text.
  • Every case ships its evidence: source URLs with evidence grades (A/B/C).

Open dataset: the full case library and benchmarks are downloadable at proofstack-dataset (CC BY 4.0).

More machine-readable context: llms.txt · Pricing benchmarks · Case library

Free tool: AI-visibility check

Can GPTBot and ClaudeBot actually read your site? Run the free check (robots rules, llms.txt, sitemap, server rendering, JSON-LD) and get a shareable scorecard + README badge: https://proof-stack-lake.vercel.app/ai-check

Tools it offers (3)

What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.

  • search_cases
  • get_case
  • pricing_benchmarks

Signals

Last commit
Sep 2026
Advanced
Delivery
proofstack MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
Catalog kind
mcp-server
Gateway key
app-vercel-proof-stack-lake-proofstack
Source
github.com/lttxzmj/proofstack-mcp
Hosted endpoint
https://proof-stack-lake.vercel.app/mcp