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MCP servers tagged llm-ops

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

23
live servers
41
avg trust
11K
most stars
1

Lintlang

hermes-labs-ai

Static analysis for AI agent configs, tool descriptions, and system prompts — catches vague tool descriptions, missing stop conditions, and schema gaps before they reach runtime.…

★ 129updated 18 days agoApache-2.0
80
2

Server

langwatch

Open-Source Agent Observability & Evals for AI Platform teams. Trace, test, route and govern every agent & coding assistant in the company.

★ 5.0Kupdated 20 hours agoApache-2.0
67
3

Tyk

TykTechnologies

Open Source API and AI Gateway supporting REST, GraphQL, TCP, gRPC and MCP (Model Context Protocol)

★ 11Kupdated 15 days ago
64
4

Tracely AI

Trace-native CI/CD for AI agents — production failures become regression tests that block the PR. Auto-detect, cluster, freeze into hermetic cases, replay in CI for $0.

64
5

Tracely

Trace-native CI/CD for AI agents — production failures become regression tests that block the PR. Auto-detect, cluster, freeze into hermetic cases, replay in CI for $0.

59
6

Agentic Tool Optimization

Local-first multi-runtime AI cockpit (CLI + desktop + MCP). War-rooms, review receipts, open multi-model coding benchmarks. MIT.

39
7

Skillweave

SkillWeave-AI

Multi-agent AI skill orchestration — 15 skills, 7 lifecycle phases, from idea to post-release. Works with Claude Code, Codex, Gemini CLI, Cursor, Windsurf, OpenCode, and any agent…

★ 5updated yesterday
34
8

Cortex AI

JaySmith

Cortex AI is an engineering template for Claude Code (and others) focused on zero context loss. It features a 4-layer architecture with 12 specialized subagents, custom slash comm…

★ 2
34
9

Verdict Core

mrnicholasbcarter-code

Control plane for AI coding agents: decides which models may run each task, recovers from rate limits and timeouts, sends work to a separate reviewer model, and writes verifiable…

★ 2updated 6 hours ago
34
10

Spend Guard

waseemnasir2k26

Wrap any MCP server with a hard spend cap, per-tool rate limits, a wall-clock timeout and a kill switch. MCP has no built-in rate limiting - this is the drop-in stdio proxy that a…

★ 1updated a month ago
34
11

corebasehq/coremcp

based query safety and PII masking.

34
12

Stoic Agentos

The Operating System for AI Agent Fleets - monitor, orchestrate, and persist knowledge across your AI agents from a single dashboard.

34
13

Second Brain Health Check

Your Claude Code setup has 45 things that could be better. This finds them in 2 seconds.

34
14

Agent Prod

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

34
15

Weather MCP A2a

MCP-based agentic AI system enabling LLMs to fetch and reason over real-time global weather data using standardized tool invocation. Built with MCP Server/Client, Llama 3, and ext…

34
16

AI Engineer Vault

Build production-ready AI systems with vendor-neutral patterns for LLMs, retrieval, and agents.

34
17

Zero AI Gateway

vishtechie07

Zero-Trust AI Gateway: Dual-pass PII redaction (Regex + LLM), real-time security monitoring with Kafka/WebSockets, and MCP-powered compliance auditing for enterprise AI safety.

34
18

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
19

Msdesk

AnvitDevadiga

Autonomous operational reporting agent built on TrueForge with custom Slack MCP (SSE), sandboxed Python analytics, and human-in-the-loop safety gates.

34
20

Pipeforge AI

ashwin9390

Self-hostable autonomous agent infrastructure with zero framework lock-in. Features a persistent Redis blackboard, tiktoken-accurate financial circuit breakers, native MCP tool in…

34
21

Agent Session Graph

curvsort

Reconstruct AI agent execution sessions from OpenTelemetry traces

34
22

Agent Guard

sneiko

Contract-based accountability runtime for AI agents. Define tasks with required evidence — no proof means not done. MCP server with multi-agent pipelines, independent verification…

updated 7 months ago
34
23

AI Engineer Vault

trenchant-rogaine315

Build production-ready AI systems with vendor-neutral patterns for LLMs, retrieval, and agents.

updated 6 days ago
34
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