MCP servers, page 15

340 more maintained servers, from 33,497 tracked - DevOps & monitoring, communication, AI & ML. Page 15 of 18, grouped by what they're for and ranked by adoption and maintenance. Verified nightly.

DevOps & monitoring

117 servers ranked top 15 →
Dynatrace MCP [DEPRECATED] Dynatrace MCP Server. Migrate to dynatrace-for-ai or… 75,273 dl/mo · ★ 137 · 2026-08-26 World Monitor Live markets, conflicts, country risk, chokepoints, energy, and… ★ 86,725 · 2026-09-17 Preflight New Relic MCP server for observing AI coding assistants (Claude… 10,053 dl/mo · ★ 47 · 2026-09-17 Watch Skill Watch video and live sessions, keep timestamped evidence, and verify… 2,523 dl/mo · ★ 379 · 2026-09-14 Homebutler Tells an agent what changed on a server since it last looked… 2,846 dl/mo · ★ 285 · 2026-09-18 Open Metadata Official OpenMetadata MCP: 21 read and write tools for search… ★ 15,244 · 2026-09-18 Monitor BetterDB MCP server - Valkey observability for Claude Code and other… 595 dl/mo · ★ 1,302 · 2026-09-17 VMware AIops AI-powered VMware vCenter/ESXi VM lifecycle and deployment with 31… 2,454 dl/mo · ★ 73 · 2026-09-16 Uptime Kuma A Model Context Protocol (MCP) server for Uptime Kuma version 2. 2,921 dl/mo · ★ 49 · 2026-09-13 Agentburn Local profiler: which usage window took you out, and where your… 1,382 dl/mo · ★ 113 · 2026-09-14 Kubeshark MCP Server Real-time Kubernetes network traffic visibility and API analysis for… ★ 12,082 · 2026-09-09 Dynatrace Managed MCP MCP server for Dynatrace Managed to access logs, events, and metrics. 2,645 dl/mo · ★ 29 · 2026-09-17 LibreNMS MCP MCP server for LibreNMS network monitoring - query devices, ports… 1,795 dl/mo · ★ 37 · 2026-09-18 VMware Monitor Read-only VMware vCenter/ESXi monitoring with 27 MCP tools.… 2,885 dl/mo · ★ 12 · 2026-09-16 Opik MCP Server Interact with Opik prompts, traces, datasets and metrics through the… 383 dl/mo · ★ 219 · 2026-09-17 Grafana An MCP server giving access to Grafana dashboards, data and more. ★ 3,467 · 2026-09-17 Datadog MCP Full Datadog API access: monitors, logs, metrics, traces… 4,067 dl/mo · ★ 5 · 2026-09-18 Radar Kubernetes MCP Server Kubernetes MCP server for diagnosis, resource management, GitOps… ★ 3,371 · 2026-09-18 Portkey Admin MCP Portkey Admin API control-plane MCP server with Prisma AIRS… 2,343 dl/mo · ★ 6 · 2026-09-17 Iris Eval MCP Server Stop shipping agents on vibes. Score every agent output for quality… 1,756 dl/mo · ★ 9 · 2026-09-17 Dbt Plan Predicts the DDL a dbt change will execute, before you run it. Reads… 3,336 dl/mo · ★ 2 · 2026-09-16 Zabbix MCP MCP server for Zabbix monitoring and automation 1,185 dl/mo · ★ 10 · 2026-09-16 Yapitalism Drive terminal coding agents by voice, with receipts that never… 3,140 dl/mo · ★ 7 · 2026-09-07 Bomly Give your coding agent the dependency graph it is about to change… 1,051 dl/mo · ★ 12 · 2026-09-17 Agentic Ledger Local-first flight recorder for AI agents: sessions, costs, loop… 1,752 dl/mo · ★ 5 · 2026-09-17 Testkube MCP MCP server for Testkube - Manage test workflows, executions, and… ★ 1,658 · 2026-09-18 DOS - the trust substrate for agent fleets Verify what agents actually shipped, arbitrate file collisions… 1,652 dl/mo · ★ 19 · 2026-09-09 Greptimedb MCP Server Query GreptimeDB metrics, logs and traces with SQL, TQL and RANGE.… 534 dl/mo · ★ 29 · 2026-09-14 VMware Aria Operations VMware Aria Operations: metrics, alerts, capacity, anomaly detection… 2,338 dl/mo · ★ 2 · 2026-09-15 Mcpspend Query your MCPSpend usage: cost today, top tools, recent sessions… 435 dl/mo · ★ 112 · 2026-08-31 Data Sentry Local-first MCP server for data-quality discovery, evidence, drift… 4,661 dl/mo · ★ 2 · 2026-08-29 pulsemcp: 28 MCP servers Browse all 28 servers from pulsemcp/mcp-servers 310 dl/mo · ★ 80 · 2026-08-30 Go Model Self-hosted gateway aggregating upstream MCP servers behind one… ★ 1,167 · 2026-09-18 Bastion (vaquarkhan) Security middleware for MCP. Blocks prompt injection, PII leakage… 968 dl/mo · ★ 5 · 2026-09-17 Zuul Zuul CI - build failure analysis, log search, pipeline status, and… 388 dl/mo · ★ 21 · 2026-09-14 N3mo N3MO: Code intelligence engine mapping repositories into queryable… 304 dl/mo · ★ 25 · 2026-09-18 Console Automation MCP server for AI-driven console application automation and monitoring 188 dl/mo · ★ 48 · 2026-09-14 Nora Operate self-hosted OpenClaw and Hermes agent fleets on Docker or… 176 dl/mo · ★ 52 · 2026-09-17 Agent Lens Tamper-evident, SHA-256 hash-chained audit trail and observability… 282 dl/mo · ★ 23 · 2026-09-13 Lians Agent Memory Bitemporal memory for AI agents with point-in-time recall and… 423 dl/mo · ★ 11 · 2026-09-13 Gdelt MCP Server Search and analyze global news coverage and US TV transcripts via… 1,301 dl/mo · ★ 5 · 2026-09-03 Mushi Mushi Bug translation for vibe coders: plain-English diagnosis +… 756 dl/mo · ★ 3 · 2026-09-14 SandBase Harness Stdio MCP bridge for SandBase Harness agents, sessions, turns… ★ 646 · 2026-09-13 Marmot Data Catalog Open-source data catalog. Search assets, explore lineage, and find… ★ 618 · 2026-09-18 Safe SSH MCP A secured scoped SSH MCP server for executing safe read-only… 847 dl/mo · ★ 7 · 2026-08-19 Arduino MCP Server (hardware-mcp) Arduino MCP server for CLI setup, board detection, compile/upload… 470 dl/mo · ★ 18 · 2026-08-22 Multimeter Scaffold, validate, format, and run YAML .mmt API tests. Do not… 213 dl/mo · ★ 10 · 2026-09-18 Spanlens MCP Server Query Spanlens LLM observability from Cursor, Claude Desktop, or… 168 dl/mo · ★ 13 · 2026-09-14 Thoughtbox Extended reasoning with structured processes, persistence, and… 248 dl/mo · ★ 64 · 2026-07-15 Scherlok Zero-config data-quality monitoring: profile a warehouse, detect… 158 dl/mo · ★ 9 · 2026-09-17 Forge Craft Production engineering standards for AI coding assistants. Setup… 284 dl/mo · ★ 3 · 2026-09-14 Failecho Check what other agents hit the same tool failure - and what… 203 dl/mo · ★ 2 · 2026-09-18 Regula Offline AI governance code indicators (EU AI Act, Korea, Colorado).… 208 dl/mo · ★ 4 · 2026-09-14 DevOps Status MCP Server Vendor status pages, TLS cert inspection, DNS propagation checks… 609 dl/mo · ★ 2 · 2026-08-25 Nslookup DNS lookups, health reports, SSL certs, security scans, GEO scoring… 308 dl/mo · ★ 23 · 2026-07-17 Arduino MCP Server (akshatnerella) Arduino MCP server for CLI setup, board detection, compile/upload… 470 dl/mo · ★ 3 · 2026-08-22 Scout MCP Local An MCP server for Scout Monitoring data interactions. 170 dl/mo · ★ 30 · 2026-06-20 Spinnaker MCP MCP server exposing Spinnaker CD platform via Gate API for pipeline… 338 dl/mo · ★ 5 · 2026-08-24 Release Gate Pre-deploy security auditor for AI agent code - the risks generic… 204 dl/mo · ★ 3 · 2026-09-18 HomeLab Monitor Self-hosted homelab dashboard with a built-in read-only MCP server… ★ 202 · 2026-09-17 Proxmox VE Manage Proxmox VE nodes, VMs, containers, storage and snapshots.… 496 dl/mo · ★ 2 · 2026-09-02 GCP Platform Engineer Read-only GCP tools for debugging incidents and finding cost savings 447 dl/mo · ★ 2 · 2026-09-02 Openaq MCP Server Find air-quality stations and read pollutant observations from… 429 dl/mo · ★ 2 · 2026-08-25 Telemetry Server Streams live progress from mcp-telemetry-sdk-instrumented tools to… 191 dl/mo · ★ 2 · 2026-09-16 OctoWatch DLP Read-only OctoWatch DLP Cloud MCP: risks, idle time, productivity… 396 dl/mo · ★ 2 · 2026-08-27 Topic Forge Read-only MCP server for ROS2 and DDS: topics, participants, QoS… 324 dl/mo · ★ 3 · 2026-09-05 Gha Intel Workflow timing analysis, configuration audit and billing insight… 379 dl/mo · ★ 2 · 2026-08-20 Dynatrace Connect AI assistants to Dynatrace to query observability data and… ★ 156 · 2026-09-17 Prometheus MCP Server MCP server providing Prometheus metrics access and PromQL query… ★ 515 · 2026-08-05 Adif MCP ADIF 3.1.6 parser and validator for amateur radio QSO logs. Full… 475 dl/mo · ★ 4 · 2026-06-22 Waitbus Workstation-local event bus: agents wait on or emit… 140 dl/mo · ★ 2 · 2026-09-16 Incident Response MCP for Apache Airflow Diagnose Airflow failures from UI links with bounded logs and… 302 dl/mo · ★ 2 · 2026-08-24 Victoriametrics MCP Server for VictoriaMetrics. Provides integration with… ★ 234 · 2026-08-23 SigNoz MCP Server SigNoz MCP server: access metrics, traces, logs, alerts, and… ★ 119 · 2026-09-18 DevOps MCP Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty… 482 dl/mo · ★ 3 · 2026-08-01 Duplicacy MCP MCP server for Duplicacy - monitor backup status and Prometheus… 236 dl/mo · ★ 2 · 2026-09-02 Infra Lens MCP SSH Linux metrics, baselines, anomaly detection, and plain-English… 484 dl/mo · ★ 2 · 2026-07-22 LLM Usage Local-first, multi-provider tool that captures LLM API spend and… 63 dl/mo · ★ 4 · 2026-09-17 Fleet MCP An MCP server that provides tools for managing and monitoring your… 976 dl/mo · ★ 5 · 2026-03-03 Health Monitor Monitor MCP, CI, and HTTP targets with health history, TLS expiry… 312 dl/mo · ★ 2 · 2026-07-22 Taskbounty Check Local GitHub Actions/CI maintenance check (action pinning, token… 308 dl/mo · ★ 2 · 2026-06-21 GitHub Actions GitHub Actions MCP - view runs, read logs, re-run jobs, and manage… 214 dl/mo · ★ 4 · 2026-08-10 Guardian Security, cost, and health governance proxy for MCP infrastructure 940 dl/mo · ★ 3 · 2026-06-07 Uptimepage Monitor uptime and incidents, run checks, and publish status updates… ★ 34 · 2026-09-17 Motor Current Signature Analysis MCP server for Motor Current Signature Analysis - fault detection in… 389 dl/mo · ★ 9 · 2026-05-29 GitLab CI MCP GitLab CI/CD MCP - pipelines, jobs, schedules, MRs, files. Any… 186 dl/mo · ★ 2 · 2026-08-12 ComparEdge Price Watch Dated log of SaaS, AI and crypto price changes: recent moves… 178 dl/mo · ★ 2 · 2026-07-10 Marktplaats MCP Search Marktplaats and 2dehands: listings, sellers, categories and… 78 dl/mo · ★ 2 · 2026-09-02 servosity: 67 MCP servers Browse all 67 servers from servosity/msp-skills ★ 40 · 2026-09-16 Kafka Sentinel Read-only Kafka observability MCP server: cluster health, consumer… 131 dl/mo · ★ 3 · 2026-07-31 Transfa Upload any file, get a signed link. SHA-256 verified, TTL-enforced… 166 dl/mo · ★ 19 · 2026-05-15 Blacksmith MCP server for Blacksmith CI - query runs, analyze test failures… 363 dl/mo · ★ 5 · 2026-04-30 Mcpproxy Local-first MCP proxy with BM25 tool discovery, security scanning… ★ 375 · 2026-09-18 Ninja One MCP server for NinjaOne RMM - devices, organizations, alerts, and… ★ 26 · 2026-09-16 Cronicorn Manage adaptive cron jobs and HTTP endpoint scheduling via AI… 398 dl/mo · ★ 3 · 2026-02-13 Victorialogs MCP Server for VictoriaLogs. Provides integration with VictoriaLogs… ★ 98 · 2026-07-15 AI R Read local AI agent sessions (Claude Code, Codex, OpenCode… 74 dl/mo · ★ 3 · 2026-08-04 Process Process management and monitoring for AI agents with strict security… 271 dl/mo · ★ 3 · 2026-04-08 Log Analyzer MCP AI-powered log analysis - parse, search, extract errors across 9+… 191 dl/mo · ★ 5 · 2026-01-16 Uptimebolt MCP Server AI-powered infrastructure monitoring - health, incidents… 230 dl/mo · ★ 2 · 2026-03-05 Codemagic MCP Codemagic CI/CD MCP Server - manage builds, apps, artifacts, and… 227 dl/mo · ★ 2 · 2026-04-23 Raygun Investigate errors, track deployments, analyze performance, and… ★ 22 · 2026-09-02 Vmanomaly MCP Server for vmanomaly - VictoriaMetrics anomaly detection ★ 9 · 2026-09-17 Uptime Robot Monitor websites, APIs, and servers: create monitors, triage… ★ 24 · 2026-08-13 Victoriatraces MCP Server for VictoriaTraces. Provides integration with… ★ 15 · 2026-09-08 Rlg MCP MCP server exposing rlg log streams to LLM agents via JSON-RPC 2.0… ★ 6 · 2026-09-16 Guardian Shield AI security layer: code scanning, PII detection, prompt injection… 76 dl/mo · ★ 3 · 2026-03-03 Datto RMM MCP server for Datto RMM - devices, alerts, sites, jobs, and audit… ★ 4 · 2026-09-15 Last Ping Monitoring that agents set up for themselves - cron jobs, CI/CD… ★ 2 · 2026-09-17 Palimpsest - censorship, China economy and model-eval observatory Rights-aware censorship, China-economic status, and tamper-evident… ★ 3 · 2026-09-18 Mark Mesh Trademark search, monitoring and conflict research across 30+… ★ 6 · 2026-08-03 Actvt Query live Mac system metrics, listening ports, and Claude Code and… ★ 2 · 2026-09-14 Monerometrics Live Monero (XMR) network metrics: reorgs, orphan blocks… ★ 3 · 2026-09-10 Pentesttoolscom MCP Server MCP server for Pentest-Tools.com: run scans, manage findings and… ★ 3 · 2026-08-03 Hefesto AI Pre-commit code quality guardian. Detects semantic drift in… ★ 7 · 2026-05-08 Actions Pulse Real-time GitHub Actions observability: DORA Metrics, Cost Analysis… ★ 3 · 2026-02-08 ReNoUn - Crypto Regime Classification Crypto regime classifier for trading agents. 100% bounded regime… ★ 2 · 2026-03-22

communication

115 servers ranked top 15 →
Bernstein (chernistry) Declarative agent orchestration for engineering teams 157,387 dl/mo · ★ 1,190 · 2026-09-18 Agent Swarm Full Agent Swarm API and MCP server with local SQLite storage for… 9,965 dl/mo · ★ 806 · 2026-09-18 Agent Phone Give AI agents real phone numbers, messages, and voice calls via MCP. 25,408 dl/mo · ★ 121 · 2026-08-29 Discord MCP Caller-owned Discord operations for AI agents with 209 typed tools… 2,973 dl/mo · ★ 102 · 2026-09-15 GraphQL Enhanced GraphQL gateway for LLMs. Handles huge GitHub GraphQL &… 24,202 dl/mo · ★ 3 · 2026-09-11 Deepseek MCP server for DeepSeek AI with chat, reasoning, sessions, function… 7,061 dl/mo · ★ 18 · 2026-09-14 pulsemcp: 28 MCP servers Browse all 28 servers from pulsemcp/mcp-servers 3,788 dl/mo · ★ 80 · 2026-08-30 Agenticmail MCP Server Real email and SMS for AI agents - send mail, receive verification… 1,210 dl/mo · ★ 223 · 2026-09-13 Chatroost - unofficial Telegram MCP server Unofficial Telegram MCP server - read, search, reply and react in… 3,461 dl/mo · ★ 43 · 2026-09-16 Technocore Chat Shared rooms and durable notes for agents over plain HTTP… 1,247 dl/mo · ★ 155 · 2026-09-17 Draw Io Create diagrams in chat, rendered as live interactive draw.io… ★ 5,462 · 2026-09-18 Mockserver Mock, record/replay, verify and chaos-test any HTTP, REST, gRPC or… ★ 4,972 · 2026-09-17 Discord MCP A lightweight, multi-guild Discord MCP server with 95+ tools 2,676 dl/mo · ★ 21 · 2026-09-15 Iterable Data Streaming read, convert, and inspect 100+ formats. Install… 3,999 dl/mo · ★ 37 · 2026-08-20 Datawrapper A Model Context Protocol (MCP) server and app for creating… 1,251 dl/mo · ★ 55 · 2026-09-14 Fast MCP Telegram (leshchenko1979) Multi-tenant Telegram gateway for AI agents - HTTP+stdio, 8 tools… 1,244 dl/mo · ★ 49 · 2026-09-16 Vexa Meeting bot and transcripts for Google Meet, Teams and Zoom. Live or… ★ 2,798 · 2026-09-17 Better Telegram MCP Telegram for AI agents: messages, chats, media, and contacts in bot… 2,801 dl/mo · ★ 11 · 2026-09-13 Nestr Dev MCP Server Connect AI to Nestr for Holacracy, Sociocracy, and self-organizing… 2,194 dl/mo · ★ 5 · 2026-09-16 Ofw MCP OurFamilyWizard co-parenting for Claude - messages, calendar… 2,000 dl/mo · ★ 10 · 2026-09-17 Mistral MCP Mistral AI MCP server: chat, OCR, Voxtral audio, Codestral FIM… 1,418 dl/mo · ★ 15 · 2026-09-15 ZulipChat MCP Server ZulipChat MCP: Connect AI to Zulip with 60+ tools for messaging… 787 dl/mo · ★ 29 · 2026-09-17 Apple Messages (mgcrea) Search and read Apple Messages - chats and decoded text, sending off… 2,426 dl/mo · ★ 3 · 2026-09-16 jonathanrreed: 11 MCP servers Browse all 11 servers from jonathanrreed/apple-mcps 829 dl/mo · ★ 15 · 2026-09-14 Infinitecampus MCP Infinite Campus (Campus Parent) for Claude - grades, attendance… 1,746 dl/mo · ★ 4 · 2026-09-15 Threadline MCP Agent-to-agent messaging relay. Discover agents, send messages, and… 232 dl/mo · ★ 79 · 2026-09-17 Microsoft Teams API AI-native Microsoft Teams integration - read chats, send messages… 1,551 dl/mo · ★ 8 · 2026-09-10 codespar: 127 MCP servers Browse all 127 servers from codespar/mcp-dev-latam 154 dl/mo · ★ 271 · 2026-08-29 Guesty MCP Server Guesty MCP server. 43 tools, all free: reservations, listings… 1,684 dl/mo · ★ 6 · 2026-09-02 YAAC Messaging between concurrent AI coding sessions, across clients… 902 dl/mo · ★ 4 · 2026-09-11 Intercom Relays messages between two Claude Code sessions on different… 632 dl/mo · ★ 19 · 2026-08-19 PumpFun Claims Bot MCP server for PumpFun on-chain intelligence - tokens, claims… 237 dl/mo · ★ 22 · 2026-09-15 Messages Fuzzy search and browse Apple Messages/iMessage from CLI or MCP server 246 dl/mo · ★ 19 · 2026-09-16 Ethora MCP Server Ethora chat platform MCP: apps, users, rooms, AI agents, chat… 332 dl/mo · ★ 6 · 2026-09-18 Ethora MCP CLI MCP server for the Ethora chat & messaging platform: chat ops, AI… 332 dl/mo · ★ 6 · 2026-09-18 Feishu User Plugin Feishu/Lark MCP server + CLI tool. 85 tools, 3 auth layers. Send as… 1,211 dl/mo · ★ 9 · 2026-08-02 Fast MCP Telegram (alexeyleshchenko) Multi-tenant Telegram gateway for AI agents - HTTP+stdio, 8 tools… 1,244 dl/mo · ★ 2 · 2026-08-21 Omnicord Discord server management MCP for AI agents: chat, moderation… 552 dl/mo · ★ 8 · 2026-09-07 Ms Graph MCP Microsoft Graph MCP server - 85 tools for mail, calendar, Teams… 275 dl/mo · ★ 4 · 2026-09-18 Warp Ozbridge OzBridge: run Warp Oz agents from any MCP client - Claude Code… 315 dl/mo · ★ 3 · 2026-09-14 Yzel - 1C:Enterprise Query and update 1C:Enterprise over OData v3. Cyrillic-aware, Fresh… 456 dl/mo · ★ 5 · 2026-09-05 Mup MCP server that turns HTML MUP panels into interactive UI tools for… 284 dl/mo · ★ 11 · 2026-09-05 Pusher Channels Trigger events, query channels, and manage realtime messaging on… 259 dl/mo · ★ 3 · 2026-09-15 Suwappu Cross-chain DEX for AI agents. Swap tokens across 7+ chains. 206 dl/mo · ★ 4 · 2026-09-16 Aem MCP Server AEM MCP server. Chat with your AEM instance for content, component… 870 dl/mo · ★ 4 · 2026-06-22 Psquare MCP server for ParentSquare - feeds, calendars, messages… 261 dl/mo · ★ 8 · 2026-08-27 Clicksend MCP Server MCP for ClickSend. 659 dl/mo · ★ 3 · 2026-08-10 Agentspore Connect an AI agent to AgentSpore: receive tasks, report progress… 212 dl/mo · ★ 11 · 2026-09-07 Entra News Podcast Search Entra.Chat podcast transcripts - Merill Fernando's Microsoft… 246 dl/mo · ★ 2 · 2026-09-16 Join Cloud Collaboration rooms for AI agents. Real-time messaging + standard git. 144 dl/mo · ★ 63 · 2026-07-15 Notify MCP Server MCP Server for notify to Weixin, Telegram, Bark, Lark, Feishu… 959 dl/mo · ★ 28 · 2026-03-26 Telegram Archive MCP MCP server for Telegram Archive - search messages, browse chats, and… 257 dl/mo · ★ 5 · 2026-09-08 Ksail SDK for creating, managing, and operating Kubernetes clusters and… ★ 165 · 2026-09-18 nirholas: 5 MCP servers Browse all 5 servers from nirholas/ethereum-wallet-toolkit 40 dl/mo · ★ 25 · 2026-09-15 prompts.chat MCP Server Search and retrieve AI prompts from prompts.chat, the social… 719 dl/mo · ★ 34 · 2026-03-28 Whatsapp Macos WhatsApp MCP for macOS - Read messages from local DB, send via… 322 dl/mo · ★ 2 · 2026-08-20 Magpipe Manage AI voice agents, calls, SMS, contacts, and phone numbers via… 172 dl/mo · ★ 6 · 2026-08-27 Openfuse MCP Encrypted mail, shared memory, and persistent context for AI agents. 190 dl/mo · ★ 18 · 2026-06-20 Getcoherence MCP Server Coherence MCP - chat with your CRM's AI agent from Claude, Cursor… 400 dl/mo · ★ 2 · 2026-08-12 tlennon-ie: 6 MCP servers Browse all 6 servers from tlennon-ie/neurodock 43 dl/mo · ★ 13 · 2026-09-18 Thask Dependency-graph MCP server. Tells Claude/Cursor what breaks if you… 203 dl/mo · ★ 8 · 2026-07-05 Cursor Chat Bridge Drive the Cursor agent from Telegram, Discord, or GitHub - with… 388 dl/mo · ★ 2 · 2026-08-07 Imessage Max AI-optimized MCP server for iMessage on macOS. Read, search, and… 93 dl/mo · ★ 6 · 2026-09-03 Pickle Free, local MCP server that audits ClickUp, Slack & Teams for work… 257 dl/mo · ★ 3 · 2026-08-14 Orca Router Browse 160+ LLM models and live pricing - no API key needed for… 507 dl/mo · ★ 13 · 2026-05-26 Adaptive Cards MCP Generate, validate, and optimize Adaptive Cards for Teams, Outlook… 207 dl/mo · ★ 32 · 2026-06-20 Talkback Chat with your Ableton session in real-time. 210 dl/mo · ★ 25 · 2026-03-24 Chronicle MCP Local MCP server to sync, clean, and index AI chat logs locally.… 186 dl/mo · ★ 2 · 2026-06-30 servosity: 67 MCP servers Browse all 67 servers from servosity/msp-skills ★ 40 · 2026-09-16 Server Tempmail MCP server for temporary email management using ChatTempMail API 321 dl/mo · ★ 10 · 2025-09-09 Telegram Notify MCP Send Telegram notifications from AI agents - text, photos, and… 370 dl/mo · ★ 7 · 2026-03-13 Teamwork MCP Server The Teamwork.com official MCP server helps teams efficiently manage… ★ 25 · 2026-09-16 Figmanage Let agents manage your Figma workspace. 102 tools for seats, teams… 295 dl/mo · ★ 8 · 2026-03-22 Vibe Prospecting B2B company and contact data for lead lists, enrichment, research… ★ 32 · 2026-09-15 Kwork Kwork freelance marketplace: browse projects, submit offers, manage… 104 dl/mo · ★ 3 · 2026-07-28 Max Messenger MCP server for MAX Messenger by VK. 21 tools: messages, media… 246 dl/mo · ★ 9 · 2026-03-31 Mq Bridge App Move data between 15+ databases, queues and files at high… ★ 23 · 2026-09-17 Fcop Durable tasks, reports, reviews and branch convergence for… 822 dl/mo · ★ · unknown Cascade Img LLM-operable Midjourney pipeline: 21 MCP tools to compose, generate… 79 dl/mo · ★ 2 · 2026-07-18 Upnote Lens MCP Read, search, and summarize your UpNote notes - and create new ones. 193 dl/mo · ★ 6 · 2026-06-04 Markdown Formatter AI Answer Copier - Convert Markdown to PDF, DOCX, HTML, LaTeX, CSV… 314 dl/mo · ★ 2 · 2026-04-20 Runframe MCP Server MCP server for Runframe incident management covering incidents… 203 dl/mo · ★ 4 · 2026-04-26 Telegram MCP Telegram MCP server: read, send, and search messages and manage… 170 dl/mo · ★ 5 · 2026-06-17 Microsoft Teams Connect Claude to Microsoft Teams - read/send messages, list… 255 dl/mo · ★ 2 · 2026-04-12 Cursor History MCP server for browsing, searching, exporting, and backing up your… 520 dl/mo · ★ · unknown Jcapple Script Control macOS apps via AppleScript/JXA: sanitized commands for… ★ 27 · 2026-08-29 Slack Explorer MCP MCP server specialized in retrieving information from Slack messages… ★ 50 · 2026-07-03 Cobroya Mercado Pago payments for AI agents: payment links, search, refunds… 160 dl/mo · ★ 3 · 2026-03-11 Aiogram MCP MCP server for aiogram Telegram bots - 30 tools, 7 resources, 3… 151 dl/mo · ★ 3 · 2026-03-16 Clawaimail Email infrastructure for AI agents. Create inboxes, send/receive… 179 dl/mo · ★ 2 · 2026-03-23 Pin RAG MCP RAG: index PDFs, repos, YouTube, Discord, text; optional YouTube… 173 dl/mo · ★ 2 · 2026-04-10 Astravue MCP Manage projects, tasks, time tracking, and team collaboration… ★ 12 · 2026-08-25 Wazionapps MCP Server 244 WhatsApp Business AI tools for messaging, automation, marketing… 119 dl/mo · ★ 2 · 2026-03-16 Relay MCP relay server for Claude Desktop <-> Claude Code communication 79 dl/mo · ★ 4 · 2026-01-28 Registry Monitor Monitor MCP registry for new servers - Discord Slack notifications… ★ 29 · 2026-09-15 AIIM - AI Instant Messenger Connect any agent to AIIM, a live network where AI agents chat… 150 dl/mo · ★ · unknown Squad Decision intelligence for product teams. Turn scattered feedback… ★ 2 · 2026-09-14 Decker Deterministic market-state engine for trading agents - state, gate… ★ 3 · 2026-09-18 WhatsApp MCP Server Manage WhatsApp Business templates and send messages via Meta Cloud… 36 dl/mo · ★ 3 · 2026-04-04 macOS-only MCP server that exposes iMessage chat macOS-only MCP server that exposes iMessage chat.db to Claude and… ★ 2 · 2026-09-14 Meet Stream Meeting bots for Zoom, Google Meet and Teams: record, transcribe… ★ 2 · 2026-09-16 Tokenrip Collaboration layer for AI agents. Publish assets, send messages… ★ 5 · 2026-07-20 WhatsApp Connect Read, search, and send personal WhatsApp messages from any MCP… ★ 2 · 2026-09-10 Flow Castle Build, edit, and deploy Telegram bots on FlowCastle's hosted visual… ★ 2 · 2026-07-25 Magic Insights Query your customer feedback: studies, themes, suggestions, tags… ★ 2 · 2026-06-25 JMAP Email Email management via JMAP - mailboxes, messages, identities, and… ★ 2 · 2026-07-05 Telethon Plus Self-hosted MCP server: Telegram userbot control (Telethon) via HTTP… ★ 2 · 2026-08-01 Samihalawa Whatsapp Go MCP Scan QR codes and go! No more troublesome autos or APIs! Send text… ★ 6 · 2025-11-13 Lassare Human-in-the-loop for AI coding agents - ask questions, get… ★ 5 · 2026-03-03 Elasticflow AI-native team workspace - tables, documents, workflow automation… ★ 2 · 2026-05-01 Hackle Remote MCP server for the Hackle Admin API: experiments, feature… ★ 3 · 2026-06-15 Note MCP Server MCP server for note.com: create, edit and retrieve posts. ★ 2 · 2025-09-23 Synapbus MCP-native agent-to-agent messaging hub with channels, DMs, and… ★ 2 · 2026-05-19 Claw Link MCP server connecting AI agents to 100+ apps (Gmail, Slack, Notion… ★ · unknown Telegram Business MCP Self-hosted Telegram Business MCP: search chats, read files and… ★ · unknown

AI & ML

108 servers ranked top 15 →
Australian Tax MCP Cited Australian tax answers from 34,500+ ATO documents, legislation… 848,015 dl/mo · ★ 10 · 2026-09-15 Local RAG (shinpr) Easy-to-setup local RAG server with minimal configuration 14,904 dl/mo · ★ 398 · 2026-09-18 Visual Memory MCP Local visual UI cache for AI agents using perceptual hashing + CLIP… 21,590 dl/mo · ★ 70 · 2026-09-15 Haiku RAG Local-first agentic RAG with citations - hybrid search, reranking… 4,907 dl/mo · ★ 609 · 2026-09-17 Ruv Swarm Neural network swarm orchestration with WebAssembly acceleration and… 14,206 dl/mo · ★ 380 · 2026-08-09 Tsbootstrap Read-only time-series bootstrap server: diagnose a series and… 7,238 dl/mo · ★ 95 · 2026-09-16 DeepSeek MCP Server Official DeepSeek MCP server for chat, completion, model listing… 6,188 dl/mo · ★ 352 · 2026-09-11 Fun ASR Transcribe local audio with FunASR and SenseVoice using private… ★ 20,411 · 2026-09-18 Airweave Search MCP server for searching Airweave collections with natural language… 5,661 dl/mo · ★ 6,563 · 2026-06-05 Visual Torch Render PyTorch architecture diagrams and animated GIF reveals from… 1,353 dl/mo · ★ 332 · 2026-09-18 Evalview MCP Regression testing for AI agents. Golden baselines, CI/CD… 3,837 dl/mo · ★ 134 · 2026-09-05 nirholas: 37 MCP servers Browse all 37 servers from nirholas/three.ws 944 dl/mo · ★ 194 · 2026-09-18 Dashclaw Policy checks, approvals, records, and governed HTTP capabilities… 696 dl/mo · ★ 304 · 2026-09-16 Claude Prompts MCP Reusable prompt templates, multi-step workflow chains, and quality… 945 dl/mo · ★ 186 · 2026-09-18 Freellmpool OpenAI-compatible MCP gateway cataloging 22 LLM providers, with… 2,113 dl/mo · ★ 106 · 2026-09-04 Chimera Forge Local-first LLM deployment planner: GPU/VRAM sizing, cost and… 5,325 dl/mo · ★ 2 · 2026-09-15 Scholar Feed Rank CS/AI/ML papers by citations, forecast impact, or code… 1,953 dl/mo · ★ 11 · 2026-09-15 Pipes Hub Permissioned search and cited answers over Slack, Drive, Gmail… 2,702 dl/mo · ★ 6 · 2026-09-16 Hotin What's hot in AI right now, ranked with receipts from GitHub, HN… 3,112 dl/mo · ★ 3 · 2026-09-13 Nutrient DWS MCP Server Nutrient Processor + Data Extraction MCP: convert, OCR, sign… 957 dl/mo · ★ 70 · 2026-08-28 PageIndex MCP Reasoning-based RAG system for chatting with long PDFs. Supports… 654 dl/mo · ★ 388 · 2026-07-25 Doc Slicer Answer questions from documents too large to fit in context, reading… 1,177 dl/mo · ★ 35 · 2026-09-01 Prompt Protection Scan prompts, tool definitions and model output for injection, and… 2,151 dl/mo · ★ 3 · 2026-09-16 Agenda Intelligence MD Evidence-readiness MCP server: validate, audit, and score briefs… 1,057 dl/mo · ★ 6 · 2026-09-18 Brainstorm MCP Multi-model AI brainstorming debates with code review and quick… 454 dl/mo · ★ 70 · 2026-09-08 Koma Gate MCP Classifies prompt injection, jailbreaks, and out-of-scope user input… 637 dl/mo · ★ 12 · 2026-09-12 Auto TS Automated time series forecasting with model search, anomaly… 54 dl/mo · ★ 1,428 · 2026-08-25 RAG Vault Local RAG MCP server with hybrid search, PDF/DOCX support, and… 1,515 dl/mo · ★ 2 · 2026-09-14 Oraclaw Decision intelligence MCP - 17 tools (optimize, simulate, predict… 491 dl/mo · ★ 13 · 2026-09-13 Minirag MCP Local-first RAG MCP server: hybrid search over a folder of your own… 356 dl/mo · ★ 67 · 2026-09-07 Calibre MCP Calibre ebook library server: search, read content, curate metadata… 916 dl/mo · ★ 15 · 2026-08-21 Koma Core MCP Protected RAG storage - agents discover public metadata, content… 475 dl/mo · ★ 12 · 2026-09-12 Chat Spatial Schema-enforced spatial transcriptomics analysis with 20 tools and… 856 dl/mo · ★ 44 · 2026-08-15 Grantex OAuth 2.0 for AI agents - scoped delegation tokens, audit trails… 217 dl/mo · ★ 32 · 2026-09-15 Sidclaw Governance MCP Governance proxy for MCP servers - policy evaluation, human… 367 dl/mo · ★ 14 · 2026-09-14 Contextweaver (dgenio) MCP gateway: bounded tool shortlists + artifact-backed result… 465 dl/mo · ★ 9 · 2026-09-17 Prompt Branch Local-first MCP server for versioning, searching, evaluating, and… 846 dl/mo · ★ 2 · 2026-09-17 Repo2graph Ask a codebase questions and get cited code back, from a tree-sitter… 612 dl/mo · ★ 3 · 2026-09-18 Calypso Multimodal RAG MCP Calypso multimodal RAG for grounded answers from docs, images… 1,572 dl/mo · ★ 2 · 2026-08-28 Glassbox Framework Runtime constitutional verification for AI answers - claim… 254 dl/mo · ★ 11 · 2026-09-18 Aegis - AI Agent Governance Policy-based governance for AI agent tool calls. YAML policy… 428 dl/mo · ★ 15 · 2026-08-29 Plan Exe MCP server for generating rough-draft project plans from… ★ 401 · 2026-09-13 Magpie Search Federated local-first search across transcripts, files, KG, vectors… 209 dl/mo · ★ 28 · 2026-09-09 Qai Consultant MCP Keyless local MCP server for QA: standards retrieval, effort… 288 dl/mo · ★ 4 · 2026-09-15 Lynx LynxMCP: 100% local MCP server for the code questions grep can't… 391 dl/mo · ★ 9 · 2026-09-07 Tw Legal RAG Citation-guarded retrieval over 22M Taiwan court judgments and… ★ 320 · 2026-09-13 OrchestKit Docs MCP Read-only MCP server for the OrchestKit docs: full-text search +… ★ 278 · 2026-09-18 Coalent Fresh, attributed facts from your sources - cached, and invalidated… 125 dl/mo · ★ 12 · 2026-09-17 Dali by Lulu The prediction MCP - score your prompt before you generate, so you… 542 dl/mo · ★ 9 · 2026-07-13 Agentguard47 Read-only MCP server for coding-agent traces, alerts, costs, usage… 181 dl/mo · ★ 4 · 2026-09-17 3D Visualizer Inspect, compare and export point clouds, meshes and calibrated… 151 dl/mo · ★ 18 · 2026-09-10 RAGMap MCP DEPRECATED: hosted backend discontinued; npm package deprecated.… 294 dl/mo · ★ 6 · 2026-08-28 Ffvoice Offline speech-to-text & speaker diarization MCP server: transcribe… 184 dl/mo · ★ 3 · 2026-09-15 Spoken Podcast transcripts as clean Markdown with real speaker names - via… 311 dl/mo · ★ 4 · 2026-08-27 Lacuna Research MCP Search Lacuna's ML research graph for papers, directions, authors… 109 dl/mo · ★ 6 · 2026-09-15 AISIX AI Gateway Self-hosted AI gateway that governs MCP servers, LLM traffic, and… ★ 155 · 2026-09-18 Datoon Smart structured-data to TOON gateway: converts to TOON only when it… 166 dl/mo · ★ 2 · 2026-09-14 Ncp N-to-1 MCP Orchestration. Unified gateway for multiple MCP servers… 276 dl/mo · ★ 98 · 2026-06-12 Actenon Kernel Verify consequential AI actions before they execute. 543 dl/mo · ★ 2 · 2026-07-26 Docsift Convert a document once, then get back only the passages that answer… 274 dl/mo · ★ 7 · 2026-08-12 Librarian Deterministic ebook-to-markdown pipeline with MCP tools to browse… 236 dl/mo · ★ 2 · 2026-09-01 Reftrixmcp Web design analysis with 26 MCP tools: layout, motion, quality… 211 dl/mo · ★ 2 · 2026-09-06 Figuard MCP Pre-flight spend authorization for AI agents. Set a budget, enforce… 183 dl/mo · ★ 2 · 2026-09-11 Densely Lossless context compression: 2-8x fewer tokens, byte-exact… 174 dl/mo · ★ 6 · 2026-08-13 Ragscore Generate QA datasets & evaluate RAG systems with failure diagnosis.… 441 dl/mo · ★ 15 · 2026-05-29 Veriswarm MCP VeriSwarm MCP Server - Trust infrastructure for AI agents via Model… 61 dl/mo · ★ 2 · 2026-09-18 Ollama Handoff Offload cheap work from your AI agent to a local Ollama model, at… 228 dl/mo · ★ 3 · 2026-06-23 Promptibus MCP Model intelligence for AI agents - syntax, params, pricing for 67+… 547 dl/mo · ★ 3 · 2026-05-11 Agenthold Shared versioned state for multi-agent AI workflows 207 dl/mo · ★ 2 · 2026-07-07 Metrillm Benchmark local LLM models - speed, quality & hardware fitness… 428 dl/mo · ★ 8 · 2026-06-02 Claude Find Pull Deep Memory from across your Claude Code Sessions - when you… 350 dl/mo · ★ 11 · 2026-06-10 As A Judge MCP as a Judge: a behavioral MCP that strengthens AI coding… 219 dl/mo · ★ 17 · 2025-12-15 Klaket MCP Let AI agents watch videos: local transcripts, speakers, scenes… 139 dl/mo · ★ 2 · 2026-07-14 Promptheus AI-powered prompt refinement with adaptive questioning and… 171 dl/mo · ★ 17 · 2026-03-17 Droste Local code-memory graph for AI coding agents. 89 dl/mo · ★ 3 · 2026-07-05 Snaprender Screenshot, extract content, and render web pages.… 399 dl/mo · ★ 2 · 2026-06-09 Codeweave Save tokens while coding - your AI agent gets structured code… 253 dl/mo · ★ 4 · 2026-05-26 Dagpipe Crash-proof LLM pipelines. Resumes from failure without a database. 61 dl/mo · ★ 3 · 2026-07-20 Preprint Fulltext bioRxiv/medRxiv/arXiv preprint full text as structured sections for… 68 dl/mo · ★ 2 · 2026-07-18 Dev Globe The open-source talent graph for humans and AI agents. Find… ★ 32 · 2026-09-11 Mercury Spec Ops Modular MCP server for dynamic prompt generation and software… 169 dl/mo · ★ 4 · 2025-12-27 Postals MCP Send physical handwritten postcards from any AI agent. Real pen &… 216 dl/mo · ★ 2 · 2026-04-16 Agent Forge Turn rough requests into rigorously structured prompts, for any… 143 dl/mo · ★ 2 · 2026-05-28 Mcpbridge Unified MCP server bridging Claude Code and Ollama to Roblox Studio… 171 dl/mo · ★ 3 · 2026-05-20 Machine Library by Space Frontiers Machine Library by Space Frontiers: retrieval across papers, books… ★ 11 · 2026-09-12 Agentic Research Local research agent that verifies its own answers. Runs on Gemma 3… 178 dl/mo · ★ 2 · 2026-04-21 Openregistry Live data from 27 official national company registries. Unmodified.… ★ 19 · 2026-09-07 Arbor The Graph-Native Intelligence Layer for Code. ★ 158 · 2026-09-06 Oasyce On-chain economy for AI agents: escrow, marketplace, data rights… 115 dl/mo · ★ 3 · 2026-04-24 Connapse Self-hosted knowledge backend for AI agents with hybrid search and… ★ 17 · 2026-09-09 Git Courer Full git MCP server for LLM agents - 17 tools, AST annotator… ★ 43 · 2026-09-11 Suprawall MCP SupraWall security gateway for AI agents. Provides deterministic… 115 dl/mo · ★ 2 · 2026-05-13 Omni Lpr An MCP server for automatic license plate recognition ★ 26 · 2026-07-05 Meta Prompt MCP MCP server providing official Google and Anthropic prompting guides… 83 dl/mo · ★ 3 · 2026-05-19 Unified AI System MCP Gateway Self-hosted MCP gateway for Codex, Cursor, and Cline with… ★ 6 · 2026-09-14 Analytics The statistical analyst in your AI chat - validated, citable… ★ 7 · 2026-09-07 Completion Kit Prompt evals over MCP: run a prompt on your dataset, score each… ★ 3 · 2026-09-16 Yahboom MCP SOTA 2026 Yahboom Raspbot v2 ROS 2 MCP Server ★ 4 · 2026-09-14 Affine.Earth Math Court No-float UUM-8D Math Court. Integer courts and certified MCP. Floats… ★ 2 · 2026-09-17 Notepatra MCP Notepatra editor MCP server - 35 tools; every write human-approved… ★ 6 · 2026-09-13 Quesen Deterministic Agent Decision Layer Deterministic decision layer for autonomous agents: reproducible… ★ 2 · 2026-09-17 Audio Sonic MCP Local-first audio analysis: BPM, musical key, production profile… ★ 4 · 2026-08-22 Quillrag Single-binary local RAG MCP server in Rust. MiniLM compiled in… ★ 2 · 2026-09-17 P2 Predict Local MCP server for parametric price benchmarking in procurement… ★ 2 · 2026-09-17 Tools for Agents Decision Layer for AI Agents - 58+ tools, Advisor, MCP. Free key… ★ 2 · 2026-09-03 AI Workstation Open Source Intelligence Read-only AI project discovery, verification, comparison… ★ 2 · 2026-08-31 Predictalot Self-hosted MCP server for time-series forecasting and tabular ML… ★ 2 · 2026-08-01 OpenClaw MCP Ecosystem 9 remote MCP servers on Cloudflare Workers for AI agents. Free tier… ★ 4 · 2026-03-27