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Eleata Claim Verifier

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Grounding and hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence).

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About

Grounding and hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence).

README

A grounding / hallucination guardrail for AI agents. Give it a claim and supporting evidence; it returns whether the evidence Supports / Refutes / gives Not Enough Evidence for the claim (natural-language inference), with a confidence and an abstained flag for low-confidence cases. Wraps the hosted eleata Claim Verifier.

Use it as a fact-check / RAG hallucination guard: before an agent trusts or repeats a statement, check it against its source. Treat abstained=true (or any verdict other than Supported) as "do not rely".

Tools

Tool What it does
verify_claim(claim, evidence) Is the claim supported by the evidence? Verdict + confidence + abstained.
check_groundedness(answer, context) RAG guard: is the model's answer grounded in the retrieved context?
verify_strict(claim, evidence) Same, with a higher abstention threshold — for compliance/legal where a wrong "Supported" is costly.

Setup

{
  "mcpServers": {
    "eleata-verify": {
      "command": "npx",
      "args": ["-y", "eleata-verify-mcp"],
      "env": { "EVERIFY_API_KEY": "your_key" }
    }
  }
}

Get a key at https://eleata.io/checkout?p=verifypro (paid channel, sent as Authorization: Bearer). For the RapidAPI marketplace channel, set EVERIFY_RAPIDAPI=1 and EVERIFY_API_BASE to the RapidAPI host (the key is then sent as X-RapidAPI-Key).

Notes

Confidence is uncalibrated on the public channels (not a probability) — rely on the verdict and the abstained flag, not the raw number. The engine is a multilingual NLI model (mDeBERTa-v3-mnli-xnli). verify sends your claim + evidence to the hosted API; see https://eleata.io/privacy/.

MIT licensed.

from github.com/hernaninverso/eleata-verify-mcp

Install Eleata Claim Verifier in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install eleata-claim-verifier

Installs into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.

First time? Get the CLI: curl -fsSL https://unyly.org/install | sh

Or configure manually

Run in your terminal:

claude mcp add eleata-claim-verifier -- npx -y eleata-verify-mcp

Step-by-step: how to install Eleata Claim Verifier

FAQ

Is Eleata Claim Verifier MCP free?

Yes, Eleata Claim Verifier MCP is free — one-click install via Unyly at no cost.

Does Eleata Claim Verifier need an API key?

No, Eleata Claim Verifier runs without API keys or environment variables.

Is Eleata Claim Verifier hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Eleata Claim Verifier in Claude Desktop, Claude Code or Cursor?

Open Eleata Claim Verifier on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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