"Creating a Postgres MCP server in Python" matching MCP servers:

• postgres-aiops

  AIops-tools

  A

  license

  A

  quality

  A

  maintenance

  Governed PostgreSQL DBA operations — slow-query, bloat, and blocking-lock RCA, index management, vacuum/analyze, and replication lag, with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.

  Last updated 2026-08-03

  35

  MIT

• postgres-mcp-js

  shubham4038

  A

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol (MCP) server for PostgreSQL that provides safe, structured access to your database for AI assistants, enabling health checks, index tuning, lock analysis, and more.

  Last updated 2026-07-07

  13

  27

  MIT

• mcp-postgres-analytics

  archimedes-market

  A

  license

  -

  quality

  C

  maintenance

  Read-only PostgreSQL analytics MCP server — query plans, slow queries, index usage, table bloat, vacuum status. No DDL/DML/writes. Curated by Archimedes Market with a verified Trust Report.

  Last updated 2026-05-19

  MIT

• postgres-mcp-server

  mukul975

  A

  license

  -

  quality

  F

  maintenance

  Enables AI assistants to manage, monitor, and optimize PostgreSQL databases with over 200 specialized tools for operations, security, performance tuning, and diagnostics.

  Last updated 2026-03-15

  33

  7

  MIT

• Postgres MCP Pro

  dblinick

  A

  license

  A

  quality

  D

  maintenance

  An MCP server for PostgreSQL with index tuning, explain plans, health checks, and safe SQL execution.

  Last updated 2026-02-09

  9

  MIT

• MSSQL MCP Python Server

  lorenzouriel

  A

  license

  -

  quality

  B

  maintenance

  MCP server for safely exposing SQL Server database capabilities to LLM clients, with read-only mode, security features, and observability.

  Last updated 2026-07-30

  28

  MIT

• langfuse-mcp-python

  Log-LogN

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol (MCP) server for comprehensive monitoring and observability of systems using Langfuse.

  Last updated 2026-03-30

  1

  MIT

• MCP Terminal Monitor

  pavanvzm

  A

  license

  A

  quality

  C

  maintenance

  Enables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.

  Last updated 2026-07-08

  5

  MIT

• PostgreSQL MCP Server

  neverinfamous

  A

  license

  -

  quality

  A

  maintenance

  Enables secure, AI-driven PostgreSQL database administration, observability, and querying with support for extensions like PostGIS and pgvector, connection pooling, and advanced tool filtering.

  Last updated 2026-08-03

  108

  11

  MIT

• runmeter

  Aptica-Solutions

  A

  license

  A

  quality

  B

  maintenance

  An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.

  Last updated 2026-08-03

  6

  MIT

• JVM MCP Server

  xzq-xu

  A

  license

  B

  quality

  F

  maintenance

  A JVM monitoring and control platform server based on Arthas that provides a Python interface for monitoring and analyzing Java processes with capabilities for thread analysis, memory monitoring, and performance diagnostics.

  Last updated 2026-03-30

  16

  87

  MIT

• Shepherd MCP

  neuralis-in

  A

  license

  B

  quality

  D

  maintenance

  Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.

  Last updated 2026-01-03

  18

  MIT
• 

  ThinkNEO MCP Serverofficial

  thinkneo-ai

  A

  license

  -

  quality

  A

  maintenance

  Open-source MCP server providing 72 tools for AI governance, observability, and security, with a built-in defense layer (ThinkShield).

  Last updated 2026-07-06

  3

  Apache 2.0

• Datadog Cost MCP Server

  antoniopablo

  A

  license

  -

  quality

  C

  maintenance

  Lets you inspect a Datadog organization's usage and answer cost questions in plain English, helping identify savings opportunities.

  Last updated 2026-07-28

  MIT

• Unofficial FortiMonitor MCP

  gjenkins20

  A

  license

  -

  quality

  B

  maintenance

  MCP server for the FortiMonitor v2 monitoring API. 241 tools across 33 modules covering server management, outage monitoring, maintenance windows, metrics, notifications, cloud monitoring, SNMP, dashboards, reporting, and more. Unofficial community project, not affiliated with Fortinet. Python, MIT license, Docker and local deployment supported.

  Last updated 2026-07-21

  3

  MIT

• Weights & Biases MCP Server

  riballes

  A

  license

  -

  quality

  D

  maintenance

  Enables querying W\&B Weave traces and creating W\&B Reports with text and visualizations through natural language.

  Last updated 2025-04-01

  Apache 2.0

• server-monitor-mcp

  Call123X

  F

  license

  -

  quality

  B

  maintenance

  Server Monitor MCP is a Linux server inspection service with web backend and MCP interface. It allows you to manage SSH hosts and query server metrics via natural language.

  Last updated 2026-07-16

• Logstash MCP Server

  mashhurs

  F

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server that provides comprehensive tools for monitoring and identifying performance bottlenecks in Logstash instances through an interactive web UI and JSON-RPC interface.

  Last updated 2025-06-18

  1

• iris-eval/mcp-server

  iris-eval

  A

  license

  A

  quality

  A

  maintenance

  MCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.

  Last updated 2026-08-04

  9

  38

  7

  MIT

• LogicMonitor MCP Server

  monitoringartist

  A

  license

  A

  quality

  D

  maintenance

  MCP server enabling AI assistants to interact with your LogicMonitor, providing 125 tools for comprehensive monitoring and management operations.

  Last updated 2026-06-10

  70

  48

  12

  AGPL 3.0