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MCP servers tagged llmops

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

231
live servers
41
avg trust
22K
most stars
151

Opencode Ollama Steroids

OpenCode + Ollama multi-agent workflow with builder/reviewer agents, headless runs, skills, validation gates, local session evidence, and redaction tools.

34
152

Orcho Core

Production harness and control plane for accountable AI-assisted software delivery

34
153

How To Set Up Openstack MCP Server

This Repo focusing on the OpenStack Model Context Protocol (MCP) server and its integration with Claude as an MCP client

34
154

Meta Layer Starter

A starter kit that provides guardrails for production codebases where AI agents do the writing. Includes review gates and supervision rules so nothing merges without a check. Buil…

34
155

Polaxis SDK MCP

Python SDK and MCP server for Polaxis - AI agent governance platform. Evaluate every tool call against policies in real time: block dangerous actions, enforce budgets, route to hu…

34
156

AI Infra Control Plane

AI Infrastructure OS control plane for governed private AI: policy, identity, audit, intent, MCP, FinOps, SLOs, Redis, Prometheus and OIDC on Kubernetes.

34
157

Agent Shared Fabric

Agent Shared Fabric: a governance layer for multi-agent coordination, receipts, memory lanes, MCP/skills registries, and runtime bridges.

34
158

Awesome Agent Failures

Production failure modes for LLM agents: symptoms, reproductions, mitigations

34
159

Soit

Governed Agent Runtime for Enterprise AI Systems — build, execute, observe, and govern AI agents with permissions, secrets, egress policy, audit, cost, and replay.

34
160

Livekit MCP Client

A Package That Gives Your Livekit agents the ability To use Model Context Protocol Tools

34
161

Hermes Loop Engineering

Hermes Agent starter kit for safe scheduled, stateful AI-agent loops

34
162

Electripy AI

Open-source AI Application Runtime for reliable, observable, and governable production AI systems.

34
163

Plateau

Bounded context for long-horizon LLM agents: carry a small re-grounded signal instead of replaying the transcript, so a parent agent's footprint stays flat as the task grows. Reco…

34
164

Switchyard

Detect when Claude silently falls back from Fable 5 to Opus 4.8, log it to a local tamper-evident ledger, and keep your work on the frontier model.

34
165

Deep Dive Capstone

Codebase Q&A with (path:line) citations — the capstone of a from-scratch AI-engineering series. Built in 8 eval-gated stages (chat → RAG → agents → hardening → production), provid…

34
166

Flare Agent

企业级 AI Agent 平台,对标 OpenAI Codex / Claude Code / DeepSeek Harness。Enterprise-grade AI agent platform: RAG, MCP, Skills, multi-model routing, microVM sandbox, Alibaba Cloud OSS, des…

34
167

XOne

XOne - The Open Agentic Studio

34
168

Fde101

A practical, book-style field guide for Forward Deployed AI Engineers covering LLMs, production RAG, agents, LangGraph, evaluation, LLMOps, security, code examples, and interview…

34
169

Rest Gateway 1771916753 3

Provide a RESTful API gateway that manages authentication and enforces rate limiting for secure and controlled access to services.

34
170

RAAAL

Quick demo for regime aware asset allocation based on: https://ora.ox.ac.uk/objects/uuid:1a421d83-a010-484e-83c1-504bc9f1cbbf/files/d7s75dd17x and https://rpc.cfainstitute.org/sit…

34
171

Worldoracle

World-state belief management and contradiction repair for AI agents

34
172

Agentic Regulated Decisioning

Production-grade agentic decisioning platform for regulated industries. Constant L0–L9 architecture — LangGraph orchestration, MCP context assembly, jurisdiction-aware governance,…

34
173

Pytest Resilience Agent

pytest plugin that runs your LLM app under controlled chaos (timeouts, brownouts, rate limits, MCP errors, composed failures) and asserts it still meets its contract

34
174

Aindy Runtime

Self-hosted runtime for AI agents and workflows. Durable execution, capability-gated tools, human approval gates, and a memory system that accumulates. Runs survive restarts and r…

34
175

Balancelab

Economy balance analysis and exploit detection for AI game agents

34
176

Meterly

Where your Claude Code spend actually goes — per project, model, MCP server, MCP tool, session and branch. Budgets that warn before you overrun. Local-first, zero deps, no API key.

34
177

Inferwatch

Real-time and historical metrics for locally served LLMs (Ollama and vLLM) — dashboard, HTTP API and MCP server. One process, one SQLite file, never in the request path.

34
178

Corex Agentos

Open-source AI agent control platform for orchestrating, executing, governing, tracing, and evaluating production AI agents.

34
179

HumanWrite X MCP Server Adaptive LLM Based Content Humanization System

a MCP server for professional-grade neuro-stylistic content humanization engine designed to neutralize commercial AI detectors. By integrating advanced stylometric entropy, syntac…

34
180

Agentic Gen AI Frameworks MCP VectorDB

A comprehensive collection of modern Agentic AI and Generative AI frameworks used to build autonomous, multi-agent, and production-ready AI systems. Covers LangChain, LangGraph, C…

34
181

AI Incident Monitoring Rca Agent

Autonomous Level-1 SRE Incident Triage Agent built with LangGraph, FastMCP, and FastAPI. Evaluated on 30 golden incidents with 100% verified RCA and 0.0823 ECE.

34
182

Enterprise Code Security Agent

Autonomous Multi-Agent Code Review & Security Pipeline built with LangGraph, FastMCP, AST Scanners, and Human-in-the-Loop Governance.

34
183

Sysinfo MCP Server

MCP server exposing live system metrics to Claude -CPU, memory, disk, processes, and network info

34
184

Agentic AI Workspace

Production-grade Agentic AI workspace using Next.js, FastAPI, LangGraph ReAct, and Model Context Protocol (MCP) tool orchestration.

34
185

Agentsmith

cognis-digital

Config-first scaffolding and orchestration for multi-agent workflows

34
186

Hermes Observer

ThomasLee128

Read-only observability layer for long-running local AI agents

34
187

Definitive Agent Harness Guide

OpenMind7

The Definitive Agent Harness Guide — 7 levels of agent engineering, from prompt hacking to distributed intelligence. 1500+ lines, 60+ research sources, production-tested patterns.

34
188

Ctxlayer Release

abhilashsblai

CTX Layer: context engineering, memory, governance, MCP, and impact analysis for AI coding agents like Codex.

updated 3 months ago
34
189

Enterprise AI Architecture Portfolio

carstenscholz-tech

Sanitised enterprise AI architecture case studies covering agentic systems, AI governance, observability and AI FinOps.

34
190

Cycles Claude Plugin

runcycles

Hard budget enforcement for Claude Code tool calls — PreToolUse gating, AI-agent cost control, Cycles usage metering, and MCP budget tools.

updated 2 months ago
34
191

Awesome AI Toolkit

hugosoaresj

Curadoria opinativa de ferramentas de producao pra construir com IA: agentes, RAG, backend, chatbots, MCP e observabilidade.

34
192

A MCP Runmeter

Aptica-Solutions

MCP server for LLM and agent run telemetry: cost, tokens, latency, and reliability observability

34
193

Agentcrdt

sandeep-alluru

CRDTs for distributed AI agent state and conflict-free belief merging

updated 2 months ago
34
194

Cmc Os Architecture

catalini82

Public architecture notes for CMC OS, a local-first agentic workflow control plane for multi-agent orchestration, MCP/tool execution, audit gates, and human-in-the-loop AI workflo…

34
195

Toolguard

cognis-digital

Runtime allowlist and policy for agent tool-calls

34
196

MiSec

lyydfys

TrustOps Agent enterprise digital touchpoint trust operations and authorized security analysis platform

updated 3 months ago
34
197

Promptpack

cognis-digital

Versioned prompt / template registry with A/B and rollbacks

34
198

Prasad Portfolio

prasad-kavuri

VP / Head of AI Engineering portfolio — 14 production AI demos, governance-first architecture. prasadkavuri.com

updated 6 months ago
34
199

Multi Agent Productivity System

andrecodea

This is an advanced n8n multi-agent system capable of managing your google calendar, google tasks, gmail inbox, generating financial reports with plots, all through Telegram.

34
200

Hybrid Observability AI

svemurilv

Agentic framework for unified full-stack observability and cloud LLMs

updated 3 months ago
34
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