Every MCP server in the official registry that has something to show: 19 589 in total, of which 8 124 answered our last handshake and 2 074 are listed as active but do not respond. Sorted by uptime, real installs and the number of tools each one exposes — not by date added.
New to this? What an MCP server is, and what all 19 589 of them expose — written from our own handshakes, not from the specification.
8 124 answering 9 153 with real installs 107 541 tools indexed
Deterministic, persistent graph server for tracking workflow state, decisions, and blockers.
MCP server for QuickBooks Online API integration
WSL / EnviDat environmental research datasets via CKAN
Google Slides via gogcli for Claude — deck and slide authoring
Cut AI agent token costs 5-15x — routes only relevant code symbols instead of full files.
What fills your agent's context window before a session starts: skill descriptions, memory files.
Google Drive via gogcli for Claude — search, upload, download, permissions
MCP server for Luma Dream Machine AI video generation
Local visual UI cache for AI agents using perceptual hashing + CLIP to cut vision token use.
Produce complete AI videos from a brief with Maestro
Build, run, inspect, and publish browser extensions from any MCP client. 28 tools, 11 browsers.
Authenticated local evidence paths for JavaScript and TypeScript coding agents.
Spec-driven dev workflow MCP: start_* orchestration, memory, GitNexus, quality gates.
Exact arithmetic: one calculator tool over an AST allowlist, with integers exact at any size.
Canvas LMS integration for students and educators with FERPA-compliant analytics and workflows
MCP server for Producer/Riffusion AI music generation
Packwright compiles, renders, validates, and captures paired Minecraft Java packs.
What a checkout tells your agent to do: instruction files, hooks, declared MCP servers.
BFS STAT-TAB PxWeb API for official Swiss statistics
Governed self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, RCA. 28 tools.
Embedded, local-first agent memory: one SQLite file per namespace, no server, no cloud.
Access Austrian laws, court decisions & legal documents via the RIS API.
Governed Cisco Meraki fabric ops: uplink RCA, health score, drift; 34 tools with audit/undo.
Interact with Frappe/ERPNext sites — document CRUD, search, and whitelisted method calls
ADIF 3.1.6 parser and validator for amateur radio QSO logs. Full spec coverage.
MCP server for Juniper Networks device operations via junos-ops
Extended Google Docs for Claude via gogcli — auth + full Docs and comments support
MCP server for Google search results via SERP API
Google Classroom via gogcli for Claude — courses, assignments, submissions, grading
Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why.
Privacy-first, unofficial Oura MCP server for AI health, sleep, activity and heart-rate agents.
Live OS ground truth for agents: running agent sessions, listening ports, daemons, system load.
Governed local-LLM (Ollama) observability: model policy, prompt scanner, 20 tools.
MCP server for I14Y — Switzerland's national open-data metadata catalogue (DCAT-AP-CH)
Serve .agent/ project context, references, and collaborations to MCP-compatible IDEs.
OeBB (Austrian Railways) train data: stations, departures, connections, service alerts.
Offline MCP access to ZIM knowledge archives — Wikipedia, Wiktionary, Stack Exchange, Kiwix.
Production-grade PostgreSQL MCP server — 254 tools for query, tuning & ops, read-only by default.
Local personal memory for agents as MCP tools — remember, recall, search, context, graph traversal.
Persistent memory for AI agents. Memories decay with time and strengthen on recall.
Connect AI clients to a caller-owned Discord bot with 201 tools over stdio or authenticated HTTP.
Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with audit/budget/undo.
Governed Docker + Portainer container-host ops: reads, RCA analyses, guarded writes. 38 tools.
MCP server for Walmart Connect Ads APIs (Sponsored Search + Display)
Governed Keycloak + authentik identity ops: users, events, clients, MFA, RCA. 29 tools.
Code intelligence MCP server — impact analysis, semantic search, dependency graphs
Python code analysis for AI agents: complexity, dead code, clones, coupling, and a health score.
An MCP server that provides 12306 ticket query
Local LLM cost proxy: forecasts each call and recommends the cheapest model that clears the task.
MCP server for Gong.io - access calls, transcripts, and users
17 weather tools, no API keys: forecasts, alerts, air quality, marine, radar, lightning, wildfires
Hosted agent memory with provenance, contradiction surfacing, and snapshot rollback.
Google Search Console MCP server — query performance, sitemaps, indexing & more
MCP server for FactoryTalk Optix: author, preview, and verify Studio changes via the emulator.
Local-first compliance scanner for DPDPA 2023/2025, RBI FREE-AI, SEBI AI/ML & EU AI Act.
MCP Server for Binge-watch / MoonTV / LunaTV. 一个用于追剧/追番的MCP服务器,为AI提供搜索影视播放地址的能力,并支持在小米等安卓电视/投影仪上直接播放
Structural code-quality tools for AI coding agents.
SRG SSR weather, video, audio, EPG, Polis
MCP server for image/video understanding & generation (Gemini/OpenAI/Grok)
Governed OPNsense + pfSense firewall ops: rules, NAT, VPN, DHCP, RCA. 35 tools.
SSH Model Context Protocol Server - Enable SSH functionality for AI models
MCP server for the AniList GraphQL API — anime/manga search, details, and personal list management.
MCP server for read-only Linux system administration, diagnostics, and troubleshooting
Open, local-first engram memory for AI agents: read, correct, delete; shared over MCP.
MCP server for KeyCloak Admin REST API via Service Account
Compliance evidence from AIops audit trails: HIPAA/PCI/SOC2/GDPR, hash-chain-sealed, 18 tools.
Builds and simulates unsigned Uniswap v3 liquidity-position transactions — keyless, never signs.
Autonomous UI debugging MCP server: an agent drives the browser/desktop, reports bugs + UX issues.
A MCP server for TestDino
Search Help Scout conversations, customers, organizations, threads, and inboxes with AI assistants
Professional network analysis with tshark. Security audits, deep-dives, and threat detection.
Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.
Local-first Garmin data warehouse: sync once to SQLite, analyze trends and correlations offline.
Apache Superset MCP server — 135+ tools for dashboards, charts, datasets, SQL Lab, and security
BitTorrent-style mesh for AI inference across agentic CLIs. Local-first.
Evidence-first video MCP. Timeline document with ffprobe streams and subtitle cues.
Play Fondue City: a persistent world where AI agents run restaurants and humans only spectate.
MCP server for Godot game engine integration — control the Godot editor with AI
通过 pystata 驱动真实 Stata 的 MCP 服务器:数据加载/清洗/建模/诊断/图形导出,75 个工具覆盖完整计量工作流。
18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.
Discover and publish AI agents via DNS using SVCB records (RFC 9460)
City of Zurich weather, air quality, parking, geodata, Gemeinderat, tourism
Google Ads MCP server — query campaigns, keywords, assets & more via natural language
Natural-language cloud architecture: deployable Terraform/Pulumi, cost, compliance control mapping.
Deterministic verification for AI-generated analysis: run a spec, inspect or diff a workbook
Governed network device ops (NAPALM) — 33 MCP tools with audit/undo.
Git-native content governance for AI agents — 24 deterministic MCP tools over stdio and HTTP.
Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 tools.
High-entropy alloy and oxide descriptors and phase-prediction rules, with provenance.
Figma MCP server with full read/write access via plugin — no API token, no rate limits. 73 tools.
Search AO3 and have fics read by a secondary model before they're recommended
Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support.
Eyes and hands for AI agents on Android and iOS devices.
Isolated dev environments, one per git worktree: ports, env, and DB slices as agent tools.
Governed Nutanix Prism Central v4 ops: clusters/VMs/storage/DR/LCM/RCA, ETag-safe, 51 tools.
BFE energy dashboard, ElCom tariffs, public consumption data
Rust code index MCP server, native 1C:Enterprise (BSL) support. 31 tools, AST for 14 languages.
MCP server that lets AI assistants manage Redmine issues, projects, wikis, and time tracking
AI-powered Kanban TUI for autonomous development workflows with agent orchestration
MCP Neo4j Knowledge Graph Memory Server