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  # MCP Clients Dataset
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- This data contains clients logged by the MCP Server at `huggingface.co/mcp`.
 
 
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  ## Dataset Contents
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- The dataset contains unique MCP client configurations with the following fields:
 
 
 
 
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  ### Raw Split (`raw`)
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  - **name**: MCP client name (e.g., "Cursor", "Anthropic/ClaudeAI", "chat-ui-mcp")
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  - **version**: Client version
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  - **capabilities**: Client capabilities (JSON string)
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- - **last_seen**: Most recent timestamp when this client was seen
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  ### Deduplicated Split (`deduplicated`)
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  - **name**: MCP client name (normalized, mcp-remote suffix stripped)
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  - **versions**: All versions seen for this client (comma-separated)
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  - **capabilities**: Client capabilities (JSON string)
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- - **last_seen**: Most recent timestamp when this client was seen
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  ## Notes about the Data
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- - Some Clients only send capabilities that have been configured (for example, `fast-agent` only sends the `roots` capability if they have been configured)
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  - 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.
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- - The data is extracted from the `evalstate/hf-mcp-logs` dataset, filtering for `initialize` method calls and tracking the most recent `last_seen` timestamp for each unique client configuration.
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  - The `deduplicated` split groups clients by (name, capabilities), concatenating all versions together.
 
 
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  ## Usage
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  # MCP Clients Dataset
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+ This data contains MCP Client identity and capability information logged by the MCP Server at `huggingface.co/mcp`.
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+ The data is updated daily (~4AM UTC).
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  ## Dataset Contents
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+ The dataset contains two configurations, `raw` and `deduplicated`.
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+ Raw contains distinct (name,version,capabilities) and a timestamp of the latest that distinct configuration was seen.
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+ Deduplicated removes `mcp-remote` suffixes, and concatenates the version numbers to contain distinct (name,capabilities) and a timestamp. Note that further post-processing may be added to handle specific clients such as `postman`.
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  ### Raw Split (`raw`)
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  - **name**: MCP client name (e.g., "Cursor", "Anthropic/ClaudeAI", "chat-ui-mcp")
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  - **version**: Client version
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  - **capabilities**: Client capabilities (JSON string)
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+ - **last_seen**: Most recent timestamp when this distinct client configuration was seen
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  ### Deduplicated Split (`deduplicated`)
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  - **name**: MCP client name (normalized, mcp-remote suffix stripped)
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  - **versions**: All versions seen for this client (comma-separated)
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  - **capabilities**: Client capabilities (JSON string)
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+ - **last_seen**: Most recent timestamp when this distinct client configuration was seen
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  ## Notes about the Data
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+ - Some Clients only send capabilities that have been configured (for example, `fast-agent` only sends the `roots` capability if roots are configured)
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  - 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.
 
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  - The `deduplicated` split groups clients by (name, capabilities), concatenating all versions together.
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+ - The Protocol Version not currently captured - future datasets may include this
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+
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  ## Usage
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