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hernaninverso/eleata-verify-mcp

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Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. n

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Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. npx -y eleata-verify-mcp.

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 hernaninverso/eleata-verify-mcp in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install hernaninverso-eleata-verify-mcp

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 hernaninverso-eleata-verify-mcp -- npx -y eleata-verify-mcp

FAQ

Is hernaninverso/eleata-verify-mcp MCP free?

Yes, hernaninverso/eleata-verify-mcp MCP is free — one-click install via Unyly at no cost.

Does hernaninverso/eleata-verify-mcp need an API key?

No, hernaninverso/eleata-verify-mcp runs without API keys or environment variables.

Is hernaninverso/eleata-verify-mcp hosted or self-hosted?

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

How do I install hernaninverso/eleata-verify-mcp in Claude Desktop, Claude Code or Cursor?

Open hernaninverso/eleata-verify-mcp 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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