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DCL Evaluator

Version License Patent Platform MCP Offline LLMs dcl-evaluator MCP server

Cryptographic audit trail for AI agents. Powered by Leibniz Layer™

Every decision your AI agent makes — sealed, verified, auditable.

DCL Evaluator is the first implementation of Leibniz Layer™ — a cryptographic verification protocol for AI agent decisions. It brings deterministic, tamper-evident audit trails to any LLM-powered system.


Why DCL Evaluator

AI agents make decisions. Those decisions carry risk — legal, financial, reputational. Yet most AI systems are black boxes: no record of what was decided, why, or whether the decision was tampered with afterward.

DCL Evaluator solves this with a simple principle borrowed from cryptography: commit every decision into a hash chain. Modify any past record and the entire chain invalidates. Mathematical proof of integrity — no trust required.


Core capabilities

  • SHA-256 hash chain — every agent action cryptographically sealed

  • Merkle tree audit trail — tamper-evident by design

  • Deterministic policy engine — identical input = identical decision, 100% reproducible

  • Drift detection — statistical Z-test catches behavioural drift before it becomes a compliance failure

  • Multi-LLM support — Claude, GPT-4, Grok, Gemini, DeepSeek, Ollama (local, air-gapped)

  • MCP server — connect any agent in minutes via Model Context Protocol

  • Compliance reports — tamper-evident PDF export, ready for regulators

  • Offline-capable — runs fully air-gapped, zero data leaves your infrastructure


💳 Pay-per-Audit via x402

DCL Evaluator supports the x402 payment protocol.
AI agents can request audits autonomously — no API keys, just HTTP 402 + USDC on Base.

Endpoint: https://x402.fronesislabs.com
Network: Base Mainnet (eip155:8453)

Tool

Price

Margin

Quick Scan

$1 USDC

99%

Standard Audit (4 models)

$5 USDC

99.4%

Deep Audit + PoC

$15 USDC

99.3%

Any agent that speaks HTTP can pay for and receive a cryptographic audit — no human required.


Connect via MCP

{
  "mcpServers": {
    "dcl-evaluator": {
      "url": "https://mcp.fronesislabs.com/sse",
      "headers": {
        "x-api-key": "your-key"
      }
    }
  }
}

Four tools available:

Tool

Description

dcl_commit

Seal an agent action into the hash chain

dcl_verify

Verify chain integrity

dcl_get_chain

Retrieve full audit trail

dcl_report

Generate compliance report

Health check: https://mcp.fronesislabs.com/health


Download

Latest release — v1.2.0

Desktop app (Windows). Wails + Go + React. Works offline.


Compliance coverage

Built-in policy templates:

DEFAULT · EU AI ACT · GDPR · FINANCE · MEDICAL · RED TEAM


Leibniz Layer™

DCL Evaluator is the first product implementing Leibniz Layer™ — the cryptographic verification layer for the AI agent economy.

Named after Gottfried Wilhelm Leibniz — mathematician, logician, pioneer of deterministic reasoning.

"Every decision, every action deterministically sealed, tamper-evident, auditable."

leibniz.fronesislabs.com



© 2026 Fronesis Labs · Leibniz Layer™, DCL Evaluator™ — Patent Pending · Source-Available License

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