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MCP servers tagged llmops

198 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.

198
live servers
41
avg trust
13K
most stars
101

Agent Prod

Production AI agent quality gate and risk control framework for LLMOps, agent evaluation, regression detection, gray release, audit, and observability

34
102

Skeinrank

SkeinRank — Domain Language Control Plane for enterprise search, RAG, and AI-agent workflows.

34
103

Omegaprompt

The overfit gate for your prompts: re-test the winning prompt on held-out examples it never tuned on, and block the ship if it doesn't generalize. Sits on top of promptfoo/DSPy. C…

34
104

Tokenometer

LLM cost calculator, token counter, latency benchmark, CI guardrail, MCP server, and VS Code/Cursor extension.

34
105

Systemprompt Demo

Manage Claude Desktop and Claude Cowork through an audited gateway with full visibility into prompts, tool calls, and costs.

34
106

LLM Wrapper MCP Server

Allow any MCP-capable LLM agent to communicate with or delegate tasks to any other LLM available through the OpenRouter.ai API.

34
107

Modelroute

Local model router / proxy across Ollama, vLLM, and cloud with fallback

34
108

Mcpvitals

Vital signs for your MCP servers: a one-command health check with a score, token-cost x-ray, tool-confusion detection, security hygiene, and 2026-07-28 migration readiness.

34
109

Ancilis

Agents change faster than audits. Ancilis discovers what agents can do, classifies the data they touch, activates the right controls, and continuously proves compliance. Trust you…

34
110

Harneloop

Build self-evolving AI agent harnesses with portable harness units, artifact-aware testing, trace-backed diagnosis, and evidence-gated promotion.

34
111

AI Workflow Framework Portability Kit

Portable, self-contained snapshot of a complete Claude Code setup — 36 specialist agents, 148 skills, plugins, MCP servers & host tooling. Clone, claude login, run one script, res…

34
112

AI Insights

Understand and improve how you use AI coding tools. A local web app that turns raw usage data into a live dashboard — token counts, costs, session history, and configuration healt…

34
113

AI Dev Team

Autonomous AI engineering team powered by LangGraph. Describe what to build — agents handle requirements, architecture, coding, review, testing, security, and CI.

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114

Claude Cowork Playbook

Everything you need to use Claude Cowork and ship Claude agents: 3 production-shaped examples, Cowork skills, Docker/K8s deployment, and the governance nobody puts in the tutorial.

34
115

CNCF LLM Observability Multi Agent Demo

Meridian Claims: a real multi-agent health-insurance claims-adjudication system (CrewAI + MCP + Langfuse) demonstrating production-grade LLM observability

34
116

Agent Skill Forge

Spec-driven AI agent skill generator and verification pipeline for building, testing, repairing, and packaging production-ready agent skills.

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117

AI For Architect

🚀 24-week AI Engineering journey with Python, LLM APIs, MCP servers & production patterns. Streaming clients, multi-provider CLI, token tracking. Perfect for developers entering A…

34
118

A2a Otel Kit

Vendor-neutral OpenTelemetry tracing for A2A agents and MCP services, with W3C context propagation and privacy-safe telemetry.

34
119

Ephorate AI Governance And Monitoring

Open-source control plane for AI agent security & governance — runtime policy enforcement, tamper-evident audit, prompt-injection detection (SIEM/EDR) and compliance mapping (NIST…

34
120

Resilio

AI cybersecurity advisor for SMBs - LangGraph ReAct agent with RAG over NIST CSF / SP 800-53 / CIS Controls v8, MCP HTTP server, Langfuse tracing, RAGAS eval.

34
121

AIObservability3.0

End-to-end Dynatrace observability for agentic AI workloads - services, agents, tools, prompts, models, topology, FinOps. Detects orchestration overhead vs substantive agents, sur…

34
122

Winnow

Local-first context compression for AI agents — content-aware, reversible, zero runtime deps. Cuts agent token usage 40-95% while keeping the signal.

34
123

Opencode Ollama Steroids

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

34
124

Orcho Core

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

34
125

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
126

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
127

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
128

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
129

Agent Shared Fabric

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

34
130

Awesome Agent Failures

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

34
131

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
132

Livekit MCP Client

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

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133

Hermes Loop Engineering

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

34
134

Electripy AI

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

34
135

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
136

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
137

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
138

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
139

XOne

XOne - The Open Agentic Studio

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140

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
141

Rest Gateway 1771916753 3

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

34
142

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
143

Worldoracle

World-state belief management and contradiction repair for AI agents

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144

Agentic Regulated Decisioning

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

34
145

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

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146

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
147

Balancelab

Economy balance analysis and exploit detection for AI game agents

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148

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
149

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
150

Corex Agentos

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

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