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MCP servers tagged hallucination

18 live MCP servers tagged "hallucination", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with hallucination.

18
live servers
37
avg trust
4
most stars
1

DataEval/dingo

based evaluation capabilities and rules&prompts listing.

59
2

Reverify

Stop your AI from making things up — it proposes, deterministic tools decide, every claim checked against ground truth with evidence. Grounded facts and context survive resets. Re…

59
3

CodeOrion

MCP server for AI coding agents (Claude Code, Cursor, Cline, etc.): verify packages before installing, assess MCP servers before adding them, scan for secrets, audit agent configs…

39
4

Tribunal Kit

Anti-Hallucination AI Agent Kit for IDEs (Cursor, VSCode, Windsurf) — 43 specialist agents, 34 workflows, 20 parallel Tribunal code reviewers, Model Context Protocol (MCP) server,…

37
5

Llamator MCP Server

MCP server for llamator: automate LLM red teaming workflows

★ 4
34
6

Truth

Deterministic fact-checker for AI coding agents — verify an agent's claims about its own work against the real code, git diff & logs. Local MCP server, cited verdicts, refuses to…

34
7

Vaporcheck

Stops AI coding assistants from using packages, files, and functions that don't exist. A safety net against hallucinated and slop-squatted names.

34
8

Crowdcheck

An MCP server that gives AI agents Community Notes: built on last30days, it maps who agrees, who disputes, and how sure the signal is - a contestation map, not a true/false verdic…

34
9

Resultseal

Deterministic observation-integrity contracts for AI-agent tool results. HTTP 200 is not an observation.

34
10

MemGuard

Stop AI agents from confidently using stale facts. MemGuard validates memories in Mem0, Zep, Letta & LangMem against reality — trust scores, quarantine, tamper-proof audit trail,…

34
11

Obsidian Anchor

Reliability-first MCP server for Obsidian — verifies AI claims against your notes and refuses what they can't support.

34
12

Scorekeeper

Commitment tracking for LLM agents — a normative overlay that gives long-running agents a scoreboard of their own commitments, not just a memory of what happened.

34
13

Aletheia Paper

Aletheia: A Taxonomy and Empirical Evaluation of Behavioral Failure Patterns in Large Language Models

34
14

Verificate MCP Quickstart

Take your vibe-coded MVP all the way to production — 17 reality gates + frontier-model review with veto power on every AI-written change. Hosted MCP; free to try, no signup.

34
15

Factgate

The deterministic verification gate for AI research agents — fake CVEs 404, quotes must be on the page, a verified=yes it can't confirm is a FAIL.

34
16

MASE Agent Memory

Governed white-box memory for LLM agents: every fact carries a mechanically-verified evidence span, every rejected hypothesis is documented. Local-first (SQLite+FTS5), 1000+ tests…

34
17

FactAnchor MCP

Reduce AI hallucinations by 80% with zero-cost, local context anchoring (MCP server).

34
18

Evidence Gate

LopezDray

Stop your AI from making up facts about your own data. A pre-generation grounding gate for LLM/RAG apps — zero-dep, MIT, JS + Python, with an MCP server.

34
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