README.md

---
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<n<100K
configs:
- config_name: servers
  default: true
  data_files:
  - split: train
    path: data/servers.parquet
task_categories:
- text-classification
- text-retrieval
---

# Toolroll: every server in the official MCP Registry, as one clean table

<!-- cm:banner -->
![Toolroll: Every MCP server in one table](https://cybermax-tools-cybermax.static.hf.space/brand/toolroll/banner.png)
<!-- /cm:banner -->

<!-- cybermax-more:start -->
> **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.
<!-- cybermax-more:end -->

**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.

<!-- cm:gallery -->
![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)
<!-- /cm:gallery -->

## 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/<tool>` (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**.

<!-- cybermax-xlinks:start -->
## 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)
<!-- cybermax-xlinks:end -->

<!-- cybermax-notebook:start -->
## 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).
<!-- cybermax-notebook:end -->