mcp-server
test-mcp-logs(Put queries first as heuristics don't detect when there are no logs)
mcp-servers-tool-catalog
MCP Servers Tool Catalog
Machine-introspected catalog of public Model Context Protocol (MCP) servers and the tools each one exposes. Each tool row contains the exact name, description, and JSON Schema input_schema captured by running the server and calling its tools/list JSON-RPC endpoint -- not metadata scraping.
Last extracted: 2026-09-01
Servers attempted: 922
Servers successfully introspected: 359
Tools captured: 9922
Why this dataset exists
The MCP ecosystem… See the full description on the dataset page: https://huggingface.co/datasets/automatelab/mcp-servers-tool-catalog.mcp-server-catalogue
PolicyLayer MCP Server Catalogue
A risk-classified catalogue of every Model Context Protocol (MCP) server reachable through the public registries. Each tool exposed by each server is classified into one of six risk categories using a verb-based classifier with input-schema heuristics.
2,031 servers · 31,000 tools · classified June 2026 · refreshed monthly.
The catalogue is the underlying dataset for PolicyLayer's research report,
The State of MCP Security — June 2026.… See the full description on the dataset page: https://huggingface.co/datasets/PolicyLayer/mcp-server-catalogue.mcp-server-bench
🔬 Gradio vs FastMCP Benchmark Report
Generated: 2026-02-28T05:20:52.935313
Total scenarios: 360
Executive Summary
echo: Fastmcp wins (48.2 vs 192.8 RPS, 4.0x difference)
Gradio best config: concurrency_limit=10.0
fibonacci: Fastmcp wins (36.2 vs 58.3 RPS, 1.61x difference)
Gradio best config: concurrency_limit=5.0
json_transform: Fastmcp wins (50.8 vs 174.8 RPS, 3.44x difference)
Gradio best config: concurrency_limit=nan
async_sleep: Fastmcp wins (59.6 vs 99.2 RPS… See the full description on the dataset page: https://huggingface.co/datasets/kshitijthakkar/mcp-server-bench.mcp-servers
MCP SERVER Agent Meta and Traffic Dataset in AI Agent Marketplace | AI Agent Directory | AI Agent Index from DeepNLP
This dataset is collected from AI Agent Marketplace Index and Directory at MCP Servers Directory, which contains AI Agents's meta information such as agent's name, website, description, as well as the monthly updated Web performance metrics, including Google,Bing average search ranking positions, Github Stars, Arxiv References, etc.
The dataset is helpful for AI… See the full description on the dataset page: https://huggingface.co/datasets/DeepNLP/mcp-servers.mcp-server-bench-gradio-optimized
🔬 Gradio vs FastMCP Benchmark Report
Generated: 2026-03-02T13:04:10.857215
Total scenarios: 48
Executive Summary
echo: Fastmcp wins (96.6 vs 176.5 RPS, 1.83x difference)
Gradio best config: concurrency_limit=nan
fibonacci: Fastmcp wins (43.5 vs 57.1 RPS, 1.31x difference)
Gradio best config: concurrency_limit=nan
async_sleep: Gradio wins (93.1 vs 80.2 RPS, 1.16x difference)
Gradio best config: concurrency_limit=nan
payload_echo: Fastmcp wins (82.5 vs 164.8 RPS… See the full description on the dataset page: https://huggingface.co/datasets/kshitijthakkar/mcp-server-bench-gradio-optimized.