The MCP Trust Index.

fno-intelligence-engine

by muhammadawaisgill

Enables AI coding assistants to ground on real D365 F&O AOT metadata locally and offline, preventing hallucinated X++ field names and Chain of Command signatures.

MuhammadAwaisGill/fno-intelligence-engine

multi-service-mcp-server

by adampippert

A modular server that implements the Model Context Protocol standard, providing tools for interacting with GitHub, GitLab, Google Maps, Memory storage, and web automation through a unified gateway.

AdamPippert/multi-service-mcp-server

crucible

by harperz9

Python and MCP tools for testing falsifiable claims and recording MATCH, DRIFT, or UNVERIFIABLE outcomes against supplied evidence.

HarperZ9/crucible

Second Opinion MCP

by sshdotcodes

Enables Claude to consult over 17 AI platforms and 800,000+ models to provide alternative perspectives, code reviews, and diverse feedback. It features a unique personality system and supports multi-AI group discussions and debates directly within the chat interface.

SSHdotCodes/second-opinion

OpenAPI to MCP

by evilfreelancer

A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

EvilFreelancer/openapi-to-mcp

neurodesktop

by neurodesk

The plug-and-play, browser-accessible, containerised data analysis environment.

neurodesk/neurodesktop

awesome-llm-knowledge-systems

by kennethlaw325

The Map Everyone's Missing: LLM Knowledge Engineering in 2026 — First unified guide connecting RAG, Context Engineering, Harness Engineering, Skill Systems, Agent Memory, MCP, and Progressive Disclosure

kennethlaw325/awesome-llm-knowledge-systems

AGS

by asoudy

ASoudy/AGS

ciandlithe

by cianfhoghlaim

British-Isles civil-litigation open-source OSINT data platform — sibling repo to cianfhoghlaim/cianchosaint + cianfhoghlaim/cianfhoghlaim

cianfhoghlaim/ciandlithe

Linak Standing Desk Controller

by jonico

Enables control of a Linak standing desk through natural language, allowing height adjustments and preset management via MCP-compatible clients like Claude Desktop.

jonico/mcp-linak-standing-desk-controller

mcp-for-azure-devops

by danielealbano

MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.

danielealbano/mcp-for-azure-devops-boards

claude-capability-bridge-skill

by abolfazlshahi

A procedural Agent Skill that teaches custom-provider models how to discover, use, verify, and recover from Claude Desktop/Cowork-style tools and workflows

Abolfazlshahi/claude-capability-bridge-skill

ha-selora-ai

by selorahomes

Your smart assistant to manage and maintain your home.

SeloraHomes/ha-selora-ai

Cortex

by adityavg13

Private local memory for AI tools that provides persistent, private memory via HTTP and MCP protocols, enabling tools to store and recall context without external services.

AdityaVG13/cortex

escurel

by datazoode

A multi-tenant knowledge-base service for agents

DataZooDE/escurel

seetuu

by mama2222222

Local image manager MCP server for Windows, enabling AI assistants to search, preview, tag, favorite, and sync local images while keeping originals read-only.

mama2222222/seetuu

prometheus-rs

by brenoepics

Connects to Prometheus monitoring systems for instant and range queries, metric discovery, and metadata retrieval with built-in retries, caching, and rate limiting for DevOps workflows and system troubleshooting.

brenoepics/prometheus-mcp

claude-kemory

by sekondbrainailabs

Persistent, cross-session memory for Claude Code — powered by Kemory. Injects your context at session start, keeps recall quality improving, and stores durable facts before they are lost.

SeKondBrainAILabs/claude-kemory

mlua-swarm

by ynishi

MCP server that executes Blueprint workflows (flow.ir) with swarm operations, dispatching agent steps to backends like Lua, Rust, processes, or interactive Operator sessions.

ynishi/mlua-swarm

franca

by franca-protocol

Self-hosted agent endpoints for Java — serve OpenAI Responses & Anthropic Messages over any inference backend, with hosted tools (local / MCP / cloud) and a server-side thinking slot. A library, not a product.

franca-protocol/franca

Regennexus Uap

by regennow

## Features\r\n- **Device Control**: GPIO, PWM, sensors, cameras\r\n- **Robotic Arms**: Amber B1, Lucid One with gripper support\r\n- **Mesh Networking**: Auto-discovery across LAN\r\n- **Security**: AES-256 encryption, token auth\r\n\r\n## Installation\r\npip install regennexus\r\n

ReGenNow/ReGenNexus

mcp-debug-tools

by hwanyong

Bridges AI agents with VS Code's debugger, enabling breakpoint management, step execution, variable inspection, and stack tracing via CLI commands.

hwanyong/mcp-debug-tools

MCP Server for TheHive

by gbrigandi

MCP Server for TheHive

gbrigandi/mcp-server-thehive

kristo-intelligence-6

by hristovdimitri2-hub

Kristo Intelligence — AI-powered DeFi trading signals API on Base. x402 pay-per-call (.05 USDC) + /mo VIP. Machine-readable discovery: x402.json, OpenAPI, MCP, llms.txt. No API keys — the HTTP 402 IS the checkout.

hristovdimitri2-hub/kristo-intelligence-6

Claude Code IDE for Sublime Text

by cognisant-llc

Enables Sublime Text to integrate with Claude Code via the IDE protocol, providing in-editor diff review, selection context sharing, and @-mentions through a local WebSocket/MCP server.

Cognisant-llc/sublime-claude-code

asdecided-core

by asdecided

Provides deterministic, read-only access to engineering decisions, requirements, and designs stored as Markdown in a repository, enabling agents to retrieve and follow decided context without embeddings or external services.

asdecided/core

te-drift-detector

by hermes-labs-ai

Experimental Python tool for inspecting language and task-framing changes across long AI conversations.

hermes-labs-ai/te-drift-detector

suiware/ai-tools

by suiware

Enables AI assistants to interact with Sui Network through tools for balance checks, transfers, swaps, staking, and more.

suiware/ai-tools

agentattest

by agentattest-ai

Open-source, tamper-evident compliance evidence for AI agents. Ingests from your gateway and framework, exports evidence mapped to EU AI Act, ISO 42001, and NIST AI RMF.

agentattest-ai/agentattest

CaesarCipher MCP Server

by somenewkid

Provides a Caesar cipher encoding tool as a remote MCP server, enabling prompt agents to encode plaintext messages.

SomeNewKid/CaesarCipher

ia_repository

by miguelcort

Repositorio de documentos de modulo Machine Learning - Universidad Distrital

miguelcort/ia_repository

supabase-selfhost-ops

by ankaboot-source

Self-host Supabase in production, AI-ready: read-only MCP for your coding agent with zero secret exposure, SSO, PITR backups, monitoring, disk encryption, and one-command migration off Supabase Cloud.

ankaboot-source/supabase-selfhost-ops

mcp-audit-preflight

by jg-noncelogic

Local MCP JSONL audit-log preflight that reports risky field paths without emitting values

jg-noncelogic/mcp-audit-preflight

berimor

by devpilgrin

Детерминированная агентная архитектура: спецификации, ADR, roadmap и скелет реализации (Rust + TypeScript bootstrap)

devpilgrin/berimor

NexusLink

by bytepine

Unreal Engine MCP plugin — expose editor, assets, blueprints, and PIE to AI clients via Streamable HTTP & WebSocket (works with Rider/VS Code proxies).

bytepine/NexusLink

Public-Portfolio-Challenge

by austin-starks

4 AI agents. One runbook. Real $25K, live and verifiable. Currently +22.85%.

austin-starks/Public-Portfolio-Challenge

awesome-mcp-registry

by sunnamed434

AI-curated, self-updating directory of MCP servers. Discovered from GitHub & the official registry, analyzed and ranked by AI weekly.

sunnamed434/awesome-mcp-registry

Chiplab

by veecle

MCP server for simulating firmware on virtual microcontroller instances, allowing AI agents to upload, run, and read UART output from supported boards such as STM32 and Nordic.

veecle/chiplab

toolgate

by nico-perales

Security auditor for MCP servers. Inventories what a server's code can do, inspects the tool descriptions it injects into a model's context, and pins them so a rug pull becomes an alert instead of a silence. Static-first, offline, no API key.

nico-perales/toolgate

Unreal Engine MCP Server

by erhansiraci

Enables AI assistants to interact with Unreal Engine via Remote Control API for actor, asset, level, and editor operations.

erhansiraci/ue-mcp

jira-server-mcp

by matthewrosse

matthewrosse/jira-server-mcp

hallouminate

by paulnsorensen

A per-repo markdown wiki your coding agent writes and searches — persistent memory for Claude Code and any MCP harness, stored as plain markdown

paulnsorensen/hallouminate

johgee

by hongzhizuo

Enables users to produce explainable UK garden watering recommendations as deterministic millimetres, litres and runtime from self-reported garden details or an optional postcode, without controlling irrigation hardware.

hongzhizuo/johgee-open-irrigation

Nervora

by sveselaj

A secure MCP gateway for enterprise AI tool execution, enabling governed invocation of business tools with authentication, RBAC, audit logging, PII redaction, and async processing.

sveselaj/Nervora

airi-android

by proj-airi

A MCP server that enables LLMs to control Android devices via ADB, supporting input, UI hierarchy, device management, and shell commands.

proj-airi/airi-android

mcp-permission-server

by jigonyoo

Enforces fine-grained, context-aware access control on MCP tool calls, with a tamper-evident, replayable audit log that records denials and verifies every decision.

jigonyoo/mcp-permission-server

Gotify RMCP

by dinglebear-ai

Gotify notifications and app, client, and message management over MCP and CLI.

dinglebear-ai/rgotify