MCP In Practice: 2,888 AI Tool Servers Published After November 2023

2,888 repositories of Model Context Protocol (MCP) servers published after November 2023, classified by a defined rubric. The dataset excludes server descriptions but provides links to the PulseMCP platform for further details. It was created by author 'sruly' and last updated on September 28, 2025.

Use Cases

• Analyzing the distribution of MCP servers across different application categories like creativity and recreation.
• Tracking the growth and adoption of MCP servers over time based on their publication date.
• Identifying popular domains for MCP server development based on the provided classification rubric.

Strengths

• Contains 2,888 distinct MCP server entries.
• Provides a defined classification rubric for categorizing servers.
• Includes a specific temporal cutoff for entries published after November 2023.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count is unknown, which may limit suitability assessment.
• Descriptions of individual servers are intentionally excluded from the dataset.

Provenance

Source

huggingface

Collection Method

Likely scraped or aggregated from the PulseMCP platform.

Time Range

Entries published after November 2023.

Freshness

Last updated 2025-09-28 21:00:56; freshness should be verified.