50,000+ developers 1M+ tool calls / month
Glama is the registry of 10,000+ Model Context Protocol servers – a superset of the official MCP Registry, where every server is maintainer-verified, continuously rebuilt, and scored for quality and safety. Test any of them in your browser, install locally, or deploy in one click.
Read how we index every server →21,704 MCP servers · 2,281 MCP connectors · 124,445 MCP tools · Last indexed
Two kinds of MCP servers live on Glama. Pick the path that matches where yours lives.
Open-source MCP servers, built by the community and fully indexed by Glama. Find the right one, try it instantly, and run it wherever suits you.
Hosted MCP connectors are remote endpoints someone else already runs. Glama helps you find them and, when you want the extras, fronts them with a gateway you own.
Paste a server URL into the Glama MCP Inspector and we spin up an ephemeral sandbox. List tools, call them with structured inputs, watch the raw JSON-RPC fly. OAuth flows, bearer tokens, custom headers – all handled in-browser. Share the debug session as a URL.
A study of 10,831 MCP servers found that LLMs select tools with well-written descriptions 260% more often. Read the research →
The most-used MCP servers across the Glama registry.
A comprehensive Model Context Protocol server providing access to over 110 million chemical compounds with extensive molecular properties, bioassay data, and chemical informatics tools from the PubChem database.
MapRag is a discovery + routing layer for retrieval. It indexes RAG-capable MCP servers, enriches them with structured metadata, and helps agents (and humans) quickly find the right retrieval server for a task under constraints like citations, freshness, privacy, domain, and latency. MapRag does not do RAG itself. It helps you choose the best RAG tool/server to do the retrieval.
A comprehensive Model Context Protocol server that enables advanced PubMed literature search, citation formatting, and research analysis through natural language interactions.
An MCP server that enhances sequential thinking with meta-cognitive capabilities including confidence tracking, hypothesis testing, and organized memory storage through graph-based libraries and structured JSON documents.
This server enables LLMs to retrieve and process content from web pages, converting HTML to markdown for easier consumption.
Provides access to download files from Envato Elements platform by URL through the Envato Downloader API.
Official Google Analytics MCP Server
Persistent memory for AI agents with sectioned entries (project/user/context/etc), semantic search, CLI, and per-project scope. Local JSON, zero config, no server required.
Hosted connectors ready to plug into any MCP-compatible client – proxied through the Glama Gateway.
MCP server for Linear project management and issue tracking
MCP Server for Bitrise, enabling app management, build operations, artifact management, and more.
AI-to-AI petrol station. 56 pay-per-call endpoints covering market signals, crypto/DeFi, geopolitics, earnings, insider trades, SEC filings, sanctions screening, ArXiv research, whale tracking, and more. Micropayments in USDC on Base Mainnet via x402 protocol.
Freelance business manager — clients, proposals, invoices, time tracking, scope, and follow-ups.
Collective intelligence for AI shopping agents — product intel, deals, and more
Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.
Roboflow computer vision for AI agents: datasets, annotation, versioning, workflows, inference.
Intelligence layer for discovering and orchestrating Japanese SaaS MCP tools with AEO ratings.
86 curated categories spanning databases, developer tools, agents, and more.
One reverse proxy in front of every MCP server and connector your agents use – hosted, remote, or your own – with full logging, per-tool access control, managed OAuth credentials, and usage analytics.
See how the Gateway works →Reach thousands of AI developers, let them try your server without installing anything, and – if you want – skip the infrastructure entirely.
Submit a GitHub repo and Glama indexes every tool, schema, and annotation. Your server shows up in search, categories, and recommendations – no paywall, no gatekeeping.
Every listed server gets an in-browser inspector session. Visitors exercise your tools with real JSON-RPC calls – no clone, no build, no local environment required.
Skip the Docker, TLS, and OAuth plumbing. Glama runs your server on dedicated infrastructure and fronts it with the Gateway – managed credentials, call logs, and analytics included.
Tools, clients, and playgrounds – everything you need to work with MCP in one place.
Search every tool exposed by every server in the registry. Find the exact capability you need – like "query Postgres" or "send email" – instead of picking a server first.
Compare every MCP-compatible client – Claude, ChatGPT, Cursor, VS Code, Zed, and more – feature by feature.
Paste an MCP server URL and debug it from your browser. Ephemeral sandbox, shareable URL state, no install.
Chat with an AI that can use any MCP server you own. Routed through the Glama Gateway – every tool call is visible and controllable.
The protocol, the ecosystem, and how Glama fits into it.
An MCP server is a small program that exposes tools, resources, and prompts to an AI client over the Model Context Protocol. It speaks JSON-RPC 2.0 over stdio, Server-Sent Events, or Streamable HTTP – and once connected, the AI can call any tool the server defines.
MCP-compatible clients include Claude Desktop, Claude Code, ChatGPT, Cursor, Windsurf, VS Code, Zed, and JetBrains IDEs. One MCP server works across all of them – you install it once, every client can use it.
Glama indexes every MCP server in the ecosystem – browse by category, search across every tool they expose, or deploy a hosted connector in one click.
An MCP connector is a pre-configured MCP server you can plug into an AI client in one step. In Claude, ChatGPT, and other clients, any remote MCP server a user has added to their account shows up as a "connector".
A Glama connector goes further. It adds hosting, managed credentials, and per-tool access control on top of the underlying server – so you don't have to run the server, store the tokens, or touch any config. Paste the Glama URL into Claude, ChatGPT, or Cursor, and the Glama Gateway does the rest.
Open Cursor Settings → Features → MCP → + Add New MCP Server, or edit ~/.cursor/mcp.json directly. Each server takes a command, an args array, and an optional env map – for example, command: "npx" with args: ["-y", "@example/mcp-server"].
Pick any server from the Glama registry – each server page shows the exact JSON block to paste, pre-filled for Cursor, Claude Desktop, Claude Code, and VS Code. To test a remote server before adding it, use the Glama MCP Inspector – no install required.
In Claude Desktop, open Settings → Developer → Edit Config – that opens claude_desktop_config.json. Add your server under the mcpServers key using the same command/args/env structure Cursor uses, then quit and relaunch Claude Desktop.
In Claude Code, run claude mcp add <name> <command> from your terminal – it writes the entry to your project's MCP config directly.
Every server on the Glama registry ships with a pre-filled config block for both clients – copy it, paste it, done. To test a server remotely before wiring it up, open the Glama MCP Inspector and point it at the server URL.
Yes. When you know what capability you need but don't know which server provides it, tool-level search gets you there in one query.
Glama indexes every tool exposed by every server in its registry – names, descriptions, input schemas, and the MCP annotation hints (readOnlyHint, destructiveHint, idempotentHint) that tell you whether a tool is safe to run in automated agent loops. You can search for capabilities like:
query Postgres – find every database-query toolsend email – find every email-sending toolgenerate Figma component – find every Figma-integration toolOnce you've found a matching tool, you can either install the underlying server yourself or plug in the Glama-hosted connector for that server in one click. Few other MCP directories index at the tool level.
The official MCP Registry is a vendor-neutral index of MCP server metadata maintained by the MCP steering group – the canonical source of truth for publicly published servers.
Glama builds on top of it with much deeper per-connector data and a full control plane:
Use the official registry for vendor-neutral metadata. Use Glama when you need depth, observability, and control over production MCP traffic. See our indexing methodology for the full technical description of how every server in the Glama registry is built, introspected, audited, and scored.