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MCP servers tagged grounding

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

23
live servers
36
avg trust
12
most stars
1

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
2

Openapi LLM Wiki

openapi

📚 LLM Wiki — A structured knowledge repository designed for LLMs and AI agents, containing authoritative documentation for the @openapi® API marketplace.

★ 12updated 2 days agoMIT
39
3

Genpark Hallucination Fact Grounding Checker Skill

alphaparkinc

GenPark AI Agent Skill - Sentence-level fact grounding and hallucination verification engine comparing LLM claims against retrieved source evidence.

★ 10updated a month ago
39
4

Gemini Grounding

Minimal MCP server for Google web search via the Gemini API with grounding, inline citation markers and a token footer.

★ 1updated 22 days ago
37
5

Gemini Grounding

brobertoblanko

Minimal MCP server for Google web search via the Gemini API with grounding, inline citation markers and a token footer.

updated 5 days ago
37
6

Knowledge Base Qa Bot

PaynePew

Grounded bilingual (中/EN) Q&A over a layered Markdown knowledge base — a curated wiki layer synthesised above immutable Sources, with hybrid BM25+dense retrieval, block-and-replac…

★ 2
34
7

Rag Best Practices

grigortodorov

Educational RAG playbook + stdlib Python toolkit: chunking, hybrid search, eval, claim-check anti-hallucination, canaries, citations

★ 2updated 28 days ago
34
8

Webmcp Verified

xnfinite

Source-grounded tool library for MCP and WebMCP agents. Tools answer from data you declare or return a declared fallback, never an invented value, and can emit a fingerprinted rec…

★ 1
34
9

Jidra

akhilsinghcodes

Framework-aware code intelligence for LLM agents. Indexes Java, Python, TypeScript, Go, Scala into a verified call graph via tree-sitter + Rust. MCP server, Haiku sub-agent, and g…

★ 1updated 17 days ago
34
10

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
11

Grounded Knowledge Engine

Local-first engine that grounds an AI agent's answers in your own Markdown and captures what it learns back into the KB — Node · TypeScript · MCP.

34
12

Obsidian Anchor

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

34
13

Verifydoc

Trust layer for document→JSON extraction & AI agents: calibrated per-field confidence + source grounding + accept/review abstention on any OCR/VLM. Ships VerifyDocBench, a novel g…

34
14

Agentic Reality

Existential grounding for AI agents — deployment awareness, resource proprioception, reality physics

34
15

Gemini Grounding MCP

MCP server that gives Claude Code and other MCP clients Google web search through the Gemini API - with grounding, inline citation markers, a source list and a per-call token foot…

34
16

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.

updated 3 months ago
34
17

Grounding Enforcer

steveswain14

A standalone MCP suppressor that enforces grounding by validating references, rejecting unsupported claims, and stabilising model outputs.

updated 7 months ago
34
18

Hallucination Suite

steveswain14

A unified suite of MCP suppressors that prevent hallucinations, enforce grounding, and stabilise agent behaviour.

updated 7 months ago
34
19

Acme Context Demo

GDG-PVD

Grounding AI systems in real organizational context — a runnable ACME Corp walkthrough using MCP + Open Knowledge Format (OKF v0.2). Companion to the GDG Providence session.

34
20

Hermes Freeagent Bind

loosephoto

Hermes Agent の Free モデルをサブ LLM として並列に走らせ、外部知識で根拠づける MCP サーバー。推論は 9 プロバイダ、検索は 15 ソース(既定6+明示指定9)、実行時依存ゼロ(Python 標準ライブラリのみ)。

updated 5 days ago
34
21

WebSearch MCP

NeaByteLab

MCP server for web search and page fetching with markdown conversion for AI model integration in applications and citations.

updated 7 months ago
34
22

Claude Code Fact Verification Hook

set2374

Claude Code hooks to fix stale factual answers in Opus 4.7 and force verification before unsupported assertions

updated a month ago
34
23

Estelle CLI

uqeu

The trust layer under your AI coding agents. Estelle grounds every model in your real codebase and refuses to ship what isn't true: repository memory, a deterministic grounding ga…

updated 19 days ago
34
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