"Building a solid memory base for AI development" matching MCP servers:

• Solid Multi-Tenant DevOps MCP

  Adam-Camp-King

  F

  license

  -

  quality

  -

  maintenance

  Enables AI-first DevOps management of multi-tenant Solid SaaS platforms through natural language conversation. Monitor thousands of tenant instances, track AI agent performance, handle errors, manage billing, and provision new tenants directly through Claude Desktop.

  Last updated 2025-10-29

• MCP Server for Splunk

  deslicer

  A

  license

  A

  quality

  B

  maintenance

  Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.

  Last updated 2026-07-20

  53

  27

  Apache 2.0

• homelab-ai

  JeremiahM37

  A

  license

  -

  quality

  A

  maintenance

  Self-hosted AI orchestrator that monitors and manages homelab services, exposing them as MCP tools for LLMs to drive.

  Last updated 2026-07-18

  MIT

• AMS Development MCP Servers

  mastoica

  A

  license

  -

  quality

  C

  maintenance

  MCP servers for real-time development monitoring and interactive pair programming.

  Last updated 2025-12-01

  1

  MIT

• mcp-connector-for-akamai

  amankrokx

  A

  license

  -

  quality

  D

  maintenance

  An unofficial MCP server that connects AI assistants to Akamai APIs, providing tools for edge diagnostics, debugging, and network analysis.

  Last updated 2026-03-13

  8

  1

  MIT

• Copilot Memory MCP

  auspham

  F

  license

  -

  quality

  D

  maintenance

  Provides persistent memory for MCP-compatible agents (like Copilot CLI) to save and recall knowledge across sessions, plus long-running monitoring tools.

  Last updated 2026-04-09

• AI-DBA

  steveramos21

  F

  license

  -

  quality

  B

  maintenance

  Universal database copilot for diagnostics, operations, and performance analysis via MCP and CLI.

  Last updated 2026-07-12
• 

  @margint-ai/mcpofficial

  margint-ai

  A

  license

  A

  quality

  C

  maintenance

  Enables querying Margint per-customer AI margins and costs from MCP clients. Provides tools to list customers, drill into costs, check budgets, and view workspace-wide cost breakdowns.

  Last updated 2026-05-02

  4

  2

  1

  MIT

• ai-dev-analytics

  LWTlong

  A

  license

  A

  quality

  A

  maintenance

  AI development observability platform. It silently captures structured data from vibe coding sessions via MCP and codifies deviation patterns into project rules to make AI write better code. 100% local and zero runtime dependencies.

  Last updated 2026-07-20

  10

  44

  8

  MIT

• ai-visibility-mcp

  sharozdawa

  A

  license

  A

  quality

  C

  maintenance

  Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini.

  Last updated 2026-03-22

  6

  2

  8

  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.

  Last updated 2025-10-23

  1

  MIT

• Vectra AI MCP Server

  vectra-ai-research

  A

  license

  B

  quality

  B

  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.

  Last updated 2026-07-17

  23

  5

  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.

  Last updated 2026-06-10

• Git Memory MCP Server

  nirutyodjai

  A

  license

  -

  quality

  D

  maintenance

  Enables Git repository operations and real-time monitoring via MCP tools, with support for WebSocket events, authentication, and observability.

  Last updated 2025-10-04

  21

  4

  MIT

• AI Admin API MCP Server

  Amaretto-Software-Labs

  A

  license

  -

  quality

  A

  maintenance

  A read-only MCP server for querying AI provider administration APIs, providing normalized usage, cost, and dashboard data for OpenAI and Anthropic.

  Last updated 2026-06-22

  14

  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.

  Last updated 2025-07-18

  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

  Last updated 2026-06-15

  3

  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

  Last updated 2026-07-18

  2

  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.

  Last updated 2026-03-04

  1

  MIT

• 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.

  Last updated 2026-07-05