benchmark MCP servers

40 tagged benchmark, measured the same way as everything else here.

Browse within: agentic-browser 7browser-automation 7

visibility-index

25

creanlab/ai-visibility-index

MCP server Claude CodeCodexCursor

Measured share of answer for 24 crypto and Web3 brands. An open dataset, not an audit of your site. Remote server at dablock.ai.

not rated 0 16d ago A tokens not measured original MIT

inferbench

26

RudrenduPaul/InferBench

MCP server Claude CodeCodexCursor

Vendor-neutral local-LLM-inference benchmark and hardware-config advisor for omlx and llama.cpp -- measures real tokens/second on your own hardware, live. Runs locally from the inferbench-cli Python package.

not rated 0 6d ago A tokens not measured original Apache-2.0

tokentrust-cli

27

RudrenduPaul/TokenTrust-CLI

MCP server Claude CodeCodexCursor +2

Vendor-neutral CLI and MCP server that verifies the token and cost savings AI-coding-agent context-reduction proxies (rtk, headroom) actually deliver, measured against a real 23-task labeled corpus with a local tokenizer instead of the proxy's own claimed. Runs locally from the tokentrust-cli npm package.

not rated 0 9d ago A tokens not measured original Apache-2.0

snipara

28

Snipara/snipara-examples

MCP server Claude CodeCodexCursor

Hosted MCP for source-backed project context, memory, code impact, and agent workflow continuity. Remote server at api.snipara.com.

not rated 0 1mo ago A tokens not measured original Apache-2.0

perf

29

rog0x/mcp-perf-tools

MCP server Claude CodeCodexCursor

Benchmark, memory, Big O analysis for AI agents. Runs locally from the @rog0x/mcp-perf-tools npm package.

not rated 0 5mo ago A tokens not measured

llmtest-mcp

30

tjacquesson/llmtest-mcp

MCP server Claude CodeCodexCursor

Benchmark AI models on real prompts. Find cheaper, faster alternatives across 340+ models. Runs locally from the llmtest-mcp npm package. Needs 1 environment variable to run.

not rated 0 3mo ago A tokens not measured original MIT

mcp-llm-eval

31

berkayildi/mcp-llm-eval

MCP server Claude CodeCodexCursor

MCP server that packages LLM evaluation gates as reusable CI/CD primitives. Runs locally from the mcp-llm-eval Python package.

not rated 0 4mo ago A tokens not measured original MIT

verigent-mcp-server

32

Verigent-AI/mcp-server

MCP server Claude CodeCodexCursor

MCP server for Verigent — AI agent verification & counterparty due diligence. Check who you're transacting with, carry your own VG credential, flag bad actors. Runs locally from the verigent-mcp-server npm package.

not rated 0 12d ago A tokens not measured original Apache-2.0

mcp-tournament

33

samalbanese/mcp-tournament

MCP server Claude CodeCodexCursor +2

MCP server "mcp-tournament" as configured in samalbanese/mcp-tournament. Runs locally from the mcp-tournament npm package. Needs 1 environment variable to run.

not rated 0 1mo ago A tokens not measured original MIT

fisicai

34

diogodebastos/fisicai

MCP server Claude CodeCodexCursor +2

An open-source agentic harness for high-energy physics: literature, data, statistics, and real reinterpretation of LHC searches. Runs locally from the fisicai Python package.

not rated 0 1mo ago A tokens not measured original Apache-2.0

winagent

35

ZYYDI1959/winagent-lite

MCP server Claude CodeCodexCursor +2

MCP server "winagent" as configured in ZYYDI1959/winagent-lite. Runs locally from the winagent Python package.

not rated 0 7d ago A tokens not measured original MIT