Data month 2026-10
Best MCP / Agent Ecosystem AI Tools
As of October 2026, AlphaMoat tracks 561 AI websites tagged MCP / Agent Ecosystem. The most visited is Composio with 2.8M monthly visits (+22.8% MoM). Ranked by latest monthly traffic, updated monthly.
| # | Product | Company | Industry | Visits | MoM |
|---|---|---|---|---|---|
| 1 |  Connects apps, authorization, and execution environments for AI agents. | Composio | General AI | 2.8M | +22.8% |
| 2 |  An open directory to discover and one-command install AI agent skills. | Skills | General AI | 2.4M | +14.9% |
| 3 |  Local automation MCP tool that reads/writes files and runs commands via natural language | Desktop Commander | General AI | 1.5M | +42.4% |
| 4 |  Platform where humans and agents collaborate in chat to produce deliverables. | Teamily AI | General AI | 1.4M | +131.6% |
| 5 |  A development environment that runs several coding agents in parallel in separate worktrees | Lovecast | General AI | 1.0M | +1% |
| 6 |  A runtime giving coding agents a persistent running environment. | Herdr | Programming | 978.4K | -12.3% |
| 7 |  Deploy accessible apps directly from ChatGPT or Claude | AppDeploy | Programming | 829.5K | +106.6% |
| 8 |  Provide the coding agent with the current version of the official documentation context | Context7 | General AI | 826.1K | +23.2% |
| 9 |  Capafy is an agent marketplace to discover, run and sell expert Skills. | Capafy | General AI | 796.8K | +92.1% |
| 10 |  Find MCP servers suited to various AI agents. | Awesome MCP Servers | General AI | 765.8K | +3.3% |
| 11 |  World Monitor is a free open-source OSINT dashboard that streams news, shipping, aviation, market and cyber signals onto one live map with AI analysis | World Monitor | News & Analytics | 745.3K | -30.2% |
| 12 |  Investment research platform connecting financial data, terminals, and AI tools | Stratosphere Technology | Industry Services | 673.0K | +1% |
| 13 |  An AI SRE unifying incident response, on-call, and log-metric tracking. | Better Stack | Programming | 621.7K | +4% |
| 14 |  Connect multiple social-media and messaging channels with one API. | Zernio | General AI | 577.1K | +35.3% |
| 15 |  A web tool for editing video through conversation and prompts | ChatCut | Video | 550.2K | +37.3% |
| 16 |  Learn the latest AI skills through courses, bootcamps, and tools. | explainx.ai | Education & Research | 502.6K | -12.5% |
| 17 |  Discover security-reviewed AI skills for Chinese users. | SkillHub | General AI | 490.0K | +1.3% |
| 18 |  A directory for finding public agent skill examples by task, creator, or profession | SkillsMP | General AI | 470.7K | -3.7% |
| 19 |  A tool and data gateway that gives AI agents one key to thousands of provider endpoints, billed per call. | Superdesign | General AI | 452.9K | +223.4% |
| 20 |  Appwrite is an open-source backend platform giving agents and developers auth, databases, storage, functions, messaging, realtime and hosting in one place. | Appwrite | Programming | 449.1K | -2.5% |
| 21 |  Orchestrate AI agents, contact centers, and communication networks together | Exotel | General AI | 409.2K | +1.5% |
| 22 |  Global collection platform for software companies, handling payments, tax, compliance, and revenue splits in one place. | Creem | Programming | 391.9K | -26.7% |
| 23 |  A unified API for AI agents to publish and manage social content. | Blotato | General AI | 348.3K | -6.3% |
| 24 |  An agent with multi-app integration that handles email, calendar, and workflows. | Carly AI | General AI | 340.0K | +1.5% |
| 25 |  Discover, connect, and host MCP servers and tools. | Glama | General AI | 337.2K | +21% |
| 26 |  Programmable clearing platform with APIs and agent access for healthcare transactions | Stedi | Industry Services | 323.1K | +0.8% |
| 27 |  Cloud data warehouse and analytics built on DuckDB | MotherDuck | Programming | 322.6K | +2% |
| 28 |  Connect product agents to external tools with unified infrastructure. | Merge | General AI | 313.2K | +1.7% |
| 29 |  Connect APIs, AI, and databases to build automated applications | Pipedream | Office & Collaboration | 312.2K | -14.3% |
| 30 |  Discover and connect usable MCP servers and tools | MCP.so | General AI | 286.7K | -3% |
| 31 |  Let agents learn user preferences and past decisions across sessions. | Vectorize | Programming | 284.2K | +7.4% |
| 32 |  A fast skill registry providing vector search for agents. | OpenClaw Foundation | General AI | 269.6K | -12.1% |
| 33 |  Rent-a-human AI platform connecting tasks to real human experts. | RentAHuman | General AI | 256.6K | -18.2% |
| 34 |  Enterprise data connectivity and integration platform for AI | CData | General AI | 250.3K | +7.2% |
| 35 |  Provide project guidance to coding agents with a unified file | AGENTS.md | General AI | 245.5K | +5.7% |
| 36 |  Unified control of enterprise model traffic, MCP, and agent deployment. | Truefoundry | General AI | 240.8K | -9.2% |
| 37 |  An MCP platform that connects AI agents to external tools and services | Smithery | General AI | 237.5K | -3.8% |
| 38 |  Connect Notion workspaces to apps and AI agents | Notion | Programming | 221.3K | +8.6% |
| 39 |  OnlyFans automation analytics and proxy API. | OnlyFans API | Programming | 209.0K | +60.2% |
| 40 |  Complete knowledge work with open-source agents and MCP skills. | Nimbalyst | Programming | 207.0K | -11.5% |
| 41 |  Give AI agents persistent memory that remembers across sessions what was done and thought. | cmem | General AI | 191.9K | -1.5% |
| 42 |  Browser operations and web data APIs for agents | Context | Programming | 182.7K | +14% |
| 43 |  A routing gateway letting agents call thousands of tools. | Monid | General AI | 180.6K | +6.3% |
| 44 |  An AI paid media manager and MCP server that builds, checks and optimizes ad campaigns inside your AI tools. | Adspirer | Marketing & Sales | 180.1K | +43.1% |
| 45 |  Execute customized business tasks with AI agents | Agent 37 | Programming | 180.0K | +24.2% |
| 46 |  Skillselion is an independent, automatically updated directory of AI coding tools ranked by real installs for Claude Code, Codex, and other coding agents. | Ellelion | News & Analytics | 162.5K | +73.2% |
| 47 |  An open-source platform that governs enterprise agents, APIs, and identities from a single control plane. | WSO2 | General AI | 159.5K | -13.5% |
| 48 |  Unlocking public social media data for the agent economy and rewarding contributors | Teneo | General AI | 158.5K | -1.2% |
| 49 |  An enterprise platform unifying control of agents, APIs, and event streams. | Gravitee | General AI | 153.3K | +6.5% |
| 50 |  An open-source workspace for building and governing AI agents | Sim | Programming | 141.0K | +20.6% |
Related tags
FAQ
MCP / Agent Ecosystem AI websites: which ranks #1?
In October 2026, Composio (2.8M monthly visits) ranks #1 by monthly visits, followed by Skills (2.4M monthly visits) and Desktop Commander MCP (1.5M monthly visits).
MCP / Agent Ecosystem AI websites: what are the top 10?
Ranked by monthly visits, the top 10 are: 1. Composio, 2. Skills, 3. Desktop Commander MCP, 4. Teamily AI, 5. Orca, 6. Herdr, 7. AppDeploy, 8. Context7, 9. Capafy, 10. MCP Servers.
MCP / Agent Ecosystem AI websites: which is growing fastest?
Among the top 20 by monthly visits, treg grew fastest month over month (+223.4%); World Monitor declined the most (-30.2%).
How many MCP / Agent Ecosystem AI websites does AlphaMoat track, and where does the data come from?
AlphaMoat tracks 561 MCP / Agent Ecosystem AI websites, ranked by monthly visits. Visits are third-party traffic estimates aggregated monthly, with multiple domains of the same product merged. Updated monthly; the current data is for October 2026.
Data month: 2026-10 · Visit figures are third-party traffic estimates aggregated monthly — best for scale and trends. Multiple domains of the same product are merged. See methodology.