"How to Manage AI Memory Effectively" matching MCP servers:

• 

  @verlon-ai/mcpofficial

  verlon-ai

  A

  license

  A

  quality

  B

  maintenance

  Model Context Protocol server for Verlon AI that exposes gates, logs, recommendations, and experiments as MCP tools, enabling coding agents to inspect and manage AI infrastructure natively.

  Updated 18 days ago (2026-07-26 16:36 UTC)

  5

  118

  MIT

• AI Guardian

  AIops-tools

  A

  license

  A

  quality

  B

  maintenance

  Enables observability and governance for local LLMs via Ollama, including auditing model usage, scanning prompts for secrets/PII, and enforcing allow/deny policies.

  Updated 2 days ago (2026-08-12 01:11 UTC)

  21

  MIT
• 

  Spyglass AI MCP Serverofficial

  Spyglass-AI

  A

  license

  A

  quality

  D

  maintenance

  Enables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.

  Updated 10 months ago (2025-10-23 05:14 UTC)

  1

  MIT

• mcp-ai-accountability

  princeruhulofficial

  A

  license

  A

  quality

  C

  maintenance

  MCP server for measuring, tracking, scoring, and improving AI agent reliability with tools for recording interactions, scoring reliability, analyzing failures, recommending improvements, generating audit reports, and checking MCP health.

  Updated 10 days ago (2026-08-04 07:37 UTC)

  8

  MIT

• Vectra AI MCP Server

  vectra-ai-research

  A

  license

  B

  quality

  C

  maintenance

  Connects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.

  Updated 16 days ago (2026-07-28 18:11 UTC)

  23

  5

  MIT
• 

  mastyf-aiofficial

  mastyf-ai

  A

  license

  C

  quality

  B

  maintenance

  Perimeter security for your AI Infrastructure.

  Updated 6 days ago (2026-08-07 12:56 UTC)

  60

  58

  17

  AGPL 3.0
• 

  Confident AIofficial

  confident-ai

  A

  license

  -

  quality

  B

  maintenance

  Connects AI-powered tools to the Confident AI platform for evaluating, observing, and iterating on AI quality, enabling cloud evaluations, dataset management, prompt versioning, production tracing, and human annotations directly from editors like Cursor and Claude Code.

  Updated 14 days ago (2026-07-30 13:43 UTC)

  2

  MIT
• 

  Industrial AI Assistant MCPofficial

  WorkingWolfOnline

  F

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to monitor and analyze industrial process data from DCS/SCADA systems via MCP protocol, with domain expert knowledge for anomaly detection and recommendations.

  Updated 2 months ago (2026-06-10 06:11 UTC)

• Azure AI MCP Server

  caiotk

  A

  license

  -

  quality

  D

  maintenance

  Enables comprehensive integration with Azure AI services including OpenAI, Cognitive Services, Computer Vision, and Face API through a mission-critical MCP server. Provides enterprise-grade reliability with high availability, observability, chaos engineering, and secure multi-region deployment capabilities.

  Updated a year ago (2025-08-11 00:47 UTC)

  MIT

• Elasticsearch MCP Server AI

  byviz

  A

  license

  -

  quality

  D

  maintenance

  Transforms Elasticsearch into an AI-powered observability engine for analyzing logs, APM traces, and system metrics through natural language.

  Updated a year ago (2025-07-18 14:28 UTC)

  4

  Apache 2.0

• AI Ops MCP

  CSOAI-ORG

  A

  license

  -

  quality

  A

  maintenance

  AI Ops - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Updated 2 months ago (2026-06-15 14:39 UTC)

  12

  MIT

• Health Check AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  A

  maintenance

  Health Check AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Updated 6 days ago (2026-08-08 07:54 UTC)

  10

  MIT

• ai-usage-metrics-mcp

  charlie-818

  A

  license

  -

  quality

  D

  maintenance

  A MCP server for tracking AI usage metrics and structured logs across applications. Monitor model calls, analyze usage patterns, track costs, and debug AI interactions.

  Updated 5 months ago (2026-03-04 06:49 UTC)

  10

  MIT

• AI Detection Engineering

  Simoon896

  A

  license

  -

  quality

  B

  maintenance

  An MCP server that enables conversational interaction with Wazuh SIEM, allowing users to investigate alerts, hunt threats, tune false positives, edit rules, and run security actions via natural language.

  Updated a month ago (2026-07-05 03:58 UTC)

  MIT

• MCP-AI-Gateway

  YoushaaMurhij

  F

  license

  -

  quality

  D

  maintenance

  Unified local MCP AI Gateway that routes across Groq, OpenRouter, Mistral, and local Ollama providers, with OpenAI-compatible APIs, MCP tools, fallback/racing router, monitoring, and web dashboard.

  Updated 5 months ago (2026-03-09 16:57 UTC)

• AI DevSecOps Agent MCP Server

  SumitDalavi

  F

  license

  -

  quality

  C

  maintenance

  Enables LLM clients to access DevSecOps tooling such as CI/CD pipeline status, vulnerability triage, log search, and dependency scanning through MCP, turning AI copilots into security-aware engineering partners.

  Updated 9 hours ago (2026-08-13 15:01 UTC)

• log-ai-optimizer

  JustinHabashi

  F

  license

  -

  quality

  C

  maintenance

  Compresses log files into templates and statistics using Drain3, and exposes them to AI assistants via an MCP server for efficient log monitoring and anomaly detection.

  Updated a month ago (2026-07-05 18:33 UTC)

• ai-credits-mcp

  ADemers-tricentis

  F

  license

  -

  quality

  B

  maintenance

  MCP server that exposes AI credit usage data from OpenMeter to the TAIS AI chat service, automatically scoped to the calling tenant and restricted to admin users.

  Updated 2 months ago (2026-06-09 17:05 UTC)

• ai-log-mcp-server

  jeff-dev-1

  F

  license

  -

  quality

  B

  maintenance

  Enables querying and managing AI logs through tools like listing logs, retrieving jobs, and performing AI-powered chat queries. Also provides access to gateway security reports and guardrail testing.

  Updated 2 months ago (2026-06-22 13:28 UTC)

• ai-progress-monitor

  mxppxm

  F

  license

  -

  quality

  B

  maintenance

  MCP server that lets AI coding agents report task progress and milestones, providing a real-time web dashboard and macOS notifications for monitoring multiple AI workbenches.

  Updated 4 days ago (2026-08-10 11:32 UTC)