ProofStack MCP Server
MCP serverDev toolsAudited indie product business cases with source-backed pricing, revenue and pricing benchmarks.
Available today. Use it from your connected AI after setup.
No other account needed.
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
| Tool | What it does |
|---|---|
search_cases | Search the audited product library (40+, grows weekly) by keyword, category, business model, or acquisition channel |
get_case | Full case detail: pricing tiers, revenue disclosures, acquisition operations, what to copy / what not to copy, and source URLs for every claim |
pricing_benchmarks | Median 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_casesget_casepricing_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