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GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
Give your agent Microsoft's MarkItDown: convert PDFs, Office docs, images, and URLs into LLM-ready Markdown.
Mem0's local-first memory layer: a Dockerized MCP server plus dashboard that keeps agent memories on your machine.
Temporal knowledge-graph memory for agents: add episodes and search facts over FalkorDB or Neo4j, from Zep.
Gives AI assistants deep knowledge of 2,000+ n8n nodes, plus optional workflow management on your own n8n instance.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
Self-hosted MCP server for Jira and Confluence Cloud and Server/Data Center.
Connect Claude, Cursor & Windsurf to the Unity Engine for AI-driven game development in Editor and Runtime.
Read/write Postgres access plus index tuning, EXPLAIN plans, and database health analysis for AI agents.
Give AI assistants full access to shadcn/ui v4 components, blocks, demos, and metadata across React, Svelte, Vue, and React Native.
Official Perplexity MCP server — web search, ask, deep research, and reasoning via Sonar models.
Grafana's official server for dashboards, Prometheus/Loki queries, alerts, and incidents.
Powerful Slack MCP with stdio/SSE/HTTP, DMs, group DMs and no-admin token auth
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Popular community server wrapping kubectl and Helm for cluster management via natural language.
HashiCorp's official server for Terraform Registry providers, modules, and IaC workflows.
Official Brave Search MCP server: web, local, image, video, news search and AI summarization.
Manage Google Calendar events across multiple accounts with natural-language scheduling.
On-premises RAG over your local files (PDF, DOCX, CSV, MD, TXT), queryable from Claude via MCP.
Structural code navigation, persistent memory, and Bash output compaction for AI coding agents.
Control your entire Kubernetes infrastructure through natural language conversations with AI.
Your AI assistant's gateway to Google Sheets — read, write, format, and chart spreadsheets via MCP.
Private metasearch via your own SearXNG instance — popular community MCP server for self-hosted search.
Community server to manage Docker containers, images, volumes, and Compose stacks via agents.
Real-time NixOS, Home Manager, nix-darwin, and Nixvim data so your AI stops hallucinating package and option names.
Official Elastic server: list indices, read mappings, and search with Query DSL.
Secure local filesystem access for MCP clients — read, write, search, and manage files within allowed directories.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
Generate Mermaid diagrams and charts with AI dynamically, exporting to SVG, PNG, base64, file, or shareable URLs.
Official SonarQube MCP server: bring code quality, security, and coverage analysis from SonarQube Server or Cloud into AI agents.
MCP-native browser control plane with human takeover, reusable auth profiles, approvals, and audit trails.
Make your meetings accessible to AI agents — let them join, talk, and act in Zoom, Meet & Teams calls in real time.
CLI and MCP server for YouTube — upload, optimize, and manage videos, playlists, comments, and channel branding.
Fetch YouTube video transcripts (plain or timestamped), metadata, and available caption languages — no API key.
Give AI assistants structured access to MySQL, PostgreSQL, SQLite, Oracle, and TimescaleDB simultaneously.
Chat with your robotics, drone, and IoT data — deterministic SQL over ROS, PX4, ArduPilot & Betaflight logs.
Golang-based MCP server connecting to Kubernetes — list, get, create and modify resources, read logs, run commands.
Read, post and reply to Teams channel messages and mention members via Azure bot
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
Geospatial intelligence for AI: geocoding, POI search, routing, isochrones, matrices, and static maps via Mapbox APIs.
Run PromQL queries and analyze Prometheus metrics from any MCP client.
Query SEC EDGAR filings — 10-K/10-Q/8-K sections, XBRL financials, insider trades — with exact numbers and source URLs.
Control and query Home Assistant from Claude and other LLMs over the Model Context Protocol.
Search, analyze, and manage Elasticsearch & OpenSearch clusters through MCP tools.
A debuggable automation engine for AI agents — trace every step, replay from any point, 467 modules as MCP tools.
Official Docker Hub MCP server for searching images, reading metadata and managing repositories.
Convert Markdown content into interactive markmap-based mindmaps (HTML or saved file).
Query your Apple Health data with natural language via Elasticsearch, ClickHouse, or DuckDB.
Run kubectl, helm, istioctl, and argocd against your clusters from Claude in a secure Docker sandbox.
Extract text, images, and metadata from local or URL PDFs as structured output, dir-confined.
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Give Claude access to all 200+ AWS services through the AWS CLI.
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
Secure bridge between Claude.ai/Desktop and a self-hosted OpenClaw AI assistant, with OAuth2 and multi-instance routing.
Let LLMs query, inspect, and manage MongoDB databases through natural language.
Query stock data, news, financials, options, and generate charts from Yahoo Finance via yfinance.
Run arbitrary JavaScript in ephemeral Docker containers with on-the-fly npm dependency installation.
Kubernetes MCP server: manage cluster resources and Helm releases through MCP tools, with fine-grained write controls.
Meta-MCP server that manages, aggregates, and proxies other MCP servers so LLMs can extend themselves.
AI agents search, triage, comment, vote, and manage feedback & changelogs in Quackback.
Official VictoriaMetrics server: MetricsQL/PromQL queries plus embedded docs search.
Expose any FHIR server or API as MCP tools to search, read, and write clinical data with SMART-on-FHIR auth.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
Lets agents fetch, create and update Zendesk tickets and comments, with Help Center articles as a knowledge base.
Discord MCP for messaging, channel/forum management, reactions and webhooks
Query distributed traces in Grafana Tempo with TraceQL (archived; Tempo now has embedded MCP).
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.
Community server for image, video, music, and audio generation across fal.ai models.
MCP server for spatial transcriptomics analysis via natural language
Search and download Kaggle datasets and generate starter EDA prompts from your MCP client.
Expose actions from your connected Membrane integrations to AI agents as MCP tools.
Official Flowbite MCP server: access 60+ Tailwind CSS components, generate branded themes, and convert Figma to code.
Real-time web search for MCP clients via a self-hosted crawler API over stdio.
Bring CodeLogic's software dependency and impact-analysis data into your AI coding assistant.
Give AI assistants Roslyn semantic analysis and the Visual Studio Debugger via MCP — 41 tools.
Official MCP server for InfluxDB 3 (Core/Enterprise/Cloud) — query, write, and manage databases and tokens.
Search, govern, and manage Atlan data catalog assets from AI agents via the Model Context Protocol.
Query and manage SingleStore workspaces, jobs, notebooks, and Stage files in natural language.
Self-hosted MCP gateway connecting Claude to Odoo ERP (15→19) — 197+ tools, multi-tenant, Bulgaria l10n.
Manage Kafka Schema Registry from Claude — register, evolve, compare, migrate, and export Avro schemas in plain language.
Run arbitrary Python in a secure, throw-away sandbox from your LLM agent via a single run_code MCP tool.
Let Claude and other LLMs manage your EduBase e-learning platform — create questions, schedule exams and analyze results.
Control Kestra workflow orchestration — manage flows, executions, files, KV and more from your AI client.
Maven Central dependency intelligence for JVM build tools: versions, upgrades, CVEs, licenses, and POM-aware analysis.
Explore .NET assemblies, namespaces, types and NuGet packages via reflection so AI agents write accurate code.
Debug Kubernetes & container workloads with eBPF kernel telemetry through an AI interface.
Give LLMs real-time Brazilian agricultural data — prices, crop estimates, climate and deforestation from public sources.
Give agents Pulumi powers: browse the provider registry, preview and deploy stacks, and search deployed resources.