---
configs:
- config_name: deduplicated
  data_files:
  - split: deduplicated
    path: deduplicated/deduplicated-*
- config_name: raw
  data_files:
  - split: raw
    path: raw/raw-*
license: mit
tags:
- code
- agent
size_categories:
- 1K<n<10K
dataset_info:
- config_name: deduplicated
  features:
  - name: name
    dtype: string
  - name: versions
    dtype: string
  - name: capabilities
    dtype: string
  - name: last_seen
    dtype: string
  splits:
  - name: deduplicated
    num_bytes: 49101
    num_examples: 486
  download_size: 21632
  dataset_size: 49101
- config_name: raw
  features:
  - name: name
    dtype: string
  - name: version
    dtype: string
  - name: capabilities
    dtype: string
  - name: last_seen
    dtype: string
  splits:
  - name: raw
    num_bytes: 135102
    num_examples: 1586
  download_size: 40277
  dataset_size: 135102
---

# MCP Clients Dataset

This data contains MCP Client identity and capability information logged by the MCP Server at `huggingface.co/mcp`. 

The data is updated daily (~4AM UTC), and represents the last ~7m sessions. 

## Dataset Contents

The dataset contains two configurations, `raw` and `deduplicated`. 

Raw contains distinct (name,version,capabilities) and a timestamp of the latest that distinct configuration was seen.

Deduplicated removes `mcp-remote` suffixes, groups by distinct (name,capabilities),  concatenates the version numbers found and retains the last_seen timestamp. Note that further post-processing may be added to handle specific clients such as `postman`.

### Raw Split (`raw`)
- **name**: MCP client name (e.g., "Cursor", "Anthropic/ClaudeAI", "chat-ui-mcp")
- **version**: Client version
- **capabilities**: Client capabilities (JSON string)
- **last_seen**: Most recent timestamp when this distinct client configuration was seen

### Deduplicated Split (`deduplicated`)
- **name**: MCP client name (normalized, mcp-remote suffix stripped)
- **versions**: All versions seen for this client (comma-separated)
- **capabilities**: Client capabilities (JSON string)
- **last_seen**: Most recent timestamp when this distinct client configuration was seen

## Notes about the Data

- Some Clients only send capabilities that have been configured (for example, `fast-agent` only sends the `roots` capability if roots are configured)
- There are a number of capabilities out of specification that are helpful to track (e.g. MCP-UI, Skybridge, Apps SDK). We encourage the use of `experimental` to advertise these capabilities for tracking.
- The `deduplicated` split groups clients by (name, capabilities), concatenating all versions together.
- The Protocol Version not currently captured - future datasets may include this


## Usage

```python
from datasets import load_dataset

# Load raw clients
raw_ds = load_dataset('evalstate/mcp-clients', 'raw')
for client in raw_ds['raw']:
    print(f"{client['name']} v{client['version']}")

# Load deduplicated clients
dedup_ds = load_dataset('evalstate/mcp-clients', 'deduplicated')
for client in dedup_ds['deduplicated']:
    print(f"{client['name']}: {client['versions']}")
```

## Updating the Dataset

The dataset is kept up-to-date via Hugging Face Jobs:

1. **Extract step** (`raw` split):
   ```bash
   uv run https://huggingface.co/datasets/evalstate/mcp-clients/resolve/main/extract_mcp_clients.py --push-to-hub --split raw
   ```

2. **Deduplicate step** (`deduplicated` split):
   ```bash
   uv run https://huggingface.co/datasets/evalstate/mcp-clients/resolve/main/deduplicate_clients.py --push-to-hub
   ```

Or run the full pipeline:
   ```bash
   uv run https://huggingface.co/datasets/evalstate/mcp-clients/resolve/main/pipeline.py
   ```

## License

MIT