--- license: other license_name: mcp-registry-public-metadata license_link: https://huggingface.co/datasets/CyberMax-tools/toolroll-mcp-registry-snapshot#source-and-licence pretty_name: 'Toolroll: Official MCP Registry Snapshot (every MCP server, weekly)' language: - en tags: - mcp - model-context-protocol - mcp-servers - ai-agents - agent-tools - tool-use - llm-tools - registry - tabular - cybermax size_categories: - 10K ![Toolroll: Every MCP server in one table](https://cybermax-tools-cybermax.static.hf.space/brand/toolroll/banner.png) > **Try the paid tool:** [Capturewren on Apify](https://apify.com/cybermax/website-screenshot): give your agent eyes: screenshot + page text as an MCP tool. First try costs cents; pay only for results. **A snapshot of the official Model Context Protocol (MCP) Registry** (`registry.modelcontextprotocol.io`) as a single Parquet table: **35,403 MCP servers** (35,028 active, 375 deprecated) from 20,000+ publishers, snapshot 2026-09-24 07:03 UTC. One row per server (its latest version) with its description, how you connect to it (remote URL and transport, or npm / PyPI / Docker (OCI) / MCPB / NuGet / Cargo package), whether it needs a secret (API key header or secret env var), repository, website and publish dates. Use it to find MCP tools for an agent, study what gets built, track the ecosystem week by week, or seed a tool-search index. The registry API is paginated and version-heavy (many servers re-publish hundreds of versions); this gives you the current state in one 4 MB file. ![Toolroll: product image 1](https://cybermax-tools-cybermax.static.hf.space/brand/toolroll/image-1-output.png) ![Toolroll: product image 2](https://cybermax-tools-cybermax.static.hf.space/brand/toolroll/image-2-inside.png) ![Toolroll: product image 3](https://cybermax-tools-cybermax.static.hf.space/brand/toolroll/image-3-savings.png) ## What's in this snapshot (active servers) | | Servers | |---|---:| | Active servers | 35,028 | | Reachable as a hosted remote (no install) | 21,428 (streamable-http 20,693, SSE 1,066) | | Installable package | 14,903 (npm 9,624, PyPI 3,870, OCI 954, MCPB 879, NuGet 128, Cargo 57) | | Need a secret (API key header or env var) | 8,436 | | Latest version published in the last 30 days | 13,734 | A handful of namespaces publish thousands of generated servers each, so filter by `namespace` if you want hand-built tools only. ## Load it ```python from datasets import load_dataset ds = load_dataset("CyberMax-tools/toolroll-mcp-registry-snapshot", split="train") remote_no_key = ds.filter(lambda r: r["status"] == "active" and r["has_remote"] and not r["needs_secret"]) ``` ```python import pandas as pd df = pd.read_parquet("https://huggingface.co/datasets/CyberMax-tools/toolroll-mcp-registry-snapshot/resolve/main/data/servers.parquet") df[df.description.str.contains("geocod", case=False)][["name", "description", "remote_urls"]] ``` ## Columns `name` (registry id, reverse-DNS namespace/name), `namespace`, `title`, `description`, `version`, `status` (active/deprecated), `is_latest`, `published_at`, `updated_at` (of this version), `website_url`, `repository_url`, `repository_source`, `package_registries`, `package_identifiers`, `package_transports`, `remote_types`, `remote_urls`, `has_remote`, `has_package`, `env_var_count`, `needs_secret`. ## MCP tools from CyberMax Pay-per-call data tools any MCP client can call through Apify's hosted MCP server (no install; bring an Apify token): - [**Insidewell**](https://apify.com/cybermax/sec-insider-tracker): SEC Form 4 insider trades with cluster-buy flags - [**DomainDNA**](https://apify.com/cybermax/domain-intel): tech stack, email security (SPF/DMARC) and domain age for any domain - [**HireHeat**](https://apify.com/cybermax/hiring-signals): which companies are hiring, for what, by domain - [**Capturewren**](https://apify.com/cybermax/website-screenshot): website screenshots plus page text for AI agents - [**Swellmeter**](https://apify.com/cybermax/google-trends): Google Trends for AI agents Connect: `https://mcp.apify.com/?tools=cybermax/` (e.g. `cybermax/domain-intel`). ## When NOT to use this - You need the tool-level schemas (each server's tool names and input schemas): the registry stores server metadata only; tools are listed by the server itself at runtime. - You need quality or uptime signals: registry presence says nothing about whether a server works. ## Source and licence Collected from the public official MCP Registry API (`GET /v0/servers?version=latest`). Server names, descriptions and links are metadata published by each server's author to a public registry; the compilation is shared here for discovery and research. Each server's own code and content keep their own licences. Entries from the publisher's own namespace are omitted. Not affiliated with or endorsed by the MCP project. Refresh: weekly. Published by **CyberMax**. ## More free from CyberMax - [All free CyberMax demos & datasets](https://huggingface.co/spaces/CyberMax-tools/cybermax) - [Pingroll: MCP Server Uptime (daily handshake probes of every remote server in the official MCP Registry)](https://huggingface.co/datasets/CyberMax-tools/pingroll-mcp-server-uptime) - [Pingroll: MCP Server Uptime Board](https://huggingface.co/spaces/CyberMax-tools/mcp-server-uptime) ## Quickstart notebook Load this dataset with pandas and see real outputs in the [quickstart notebook](https://huggingface.co/datasets/CyberMax-tools/toolroll-mcp-registry-snapshot/blob/main/notebooks/quickstart.ipynb).