Adversarial verification + capability discovery for AI outputs.
AI checks its own work and says "looks good" (sycophancy bias). B2A gives you the real score — and fixes it.
You: "Is this output good?"
Claude: "Yes, it covers the key points." (~82/100)
You: "Check it with B2A."
B2A: score: 28/100, grade: FAIL
issues: [
"Zero financial metrics, no risk assessment",
"No evidence for 'expanding' — what expansion?",
"'Stock might go up' is a tautology, not analysis"
]
gaps: [
"missing_data: No P/E, revenue, hash rate",
"missing_analysis: No BTC price scenarios",
"missing_context: No competitors (RIOT, MARA)"
]
Then /enhance fills those gaps with real data and produces a structured analysis. 3 lines in, full report out.
claude mcp add b2a -- npx b2a-mcp-serverOr with npm:
npm install -g b2a-mcp-server
claude mcp add b2a -- b2a-mcpSet ANTHROPIC_API_KEY environment variable for verify/enhance tools.
| Tool | Cost | What it does |
|---|---|---|
b2a_discover |
Free | Find x402 services for a capability gap |
b2a_verify |
~$0.01 API | Adversarial audit: score, issues, gaps |
b2a_enhance |
~$0.05 API | Verify + discover + recommend fixes |
b2a_browse |
Free | Browse 200+ x402 ecosystem services |
b2a_call |
Varies | Call any x402 service directly |
Your output (score: 28)
|
v
b2a_verify — adversarial audit, sycophancy-free
| "score: 28. Here's what's wrong. Here's what's missing."
v
b2a_enhance — finds services to fill each gap
| routes to real-time data, stress-testers, analyzers
v
Enhanced output (score: 78)
with real data, structured analysis, verified claims
- Sycophancy bias — Models trained on human feedback learn to agree. "Is my output good?" → "Yes." Every time.
- No external data — Claude can't fetch real-time prices, on-chain data, or call paid APIs.
- No memory — Claude doesn't learn which fixes worked. B2A's feedback loop does.
B2A uses a separate Claude instance with an adversarial "ruthless auditor" mandate. Same model, different role. This breaks the self-assessment loop.
The MCP server connects to live x402 services:
| Service | URL | Price | What it does |
|---|---|---|---|
| Checkpoint402 /verify | checkpoint402.itaeui12.workers.dev | $0.05-0.08 | Adversarial verification |
| Checkpoint402 /enhance | checkpoint402.itaeui12.workers.dev | $0.20-0.70 | Verify + enhance with data |
| Thesis402 | thesis402.itaeui12.workers.dev | $0.08 | Investment thesis stress-test |
| data402 | data402.itaeui12.workers.dev | Free (100/day) | Real-time crypto, web, on-chain |
200+ services indexed from the x402 ecosystem:
- 75 callable API endpoints
- 68 infrastructure tools
- 30 payment facilitators
- 23 client integrations
git clone https://github.com/LTede/b2a-mcp-server.git
cd b2a-mcp-server
npm install
npm run buildMIT