benchmarking MCP servers

20 tagged benchmarking, measured the same way as everything else here.

Browse within: LLM 14compare-models 13deep-research 13

flameox

01

morluto/flameox

MCP server Claude CodeCodexCursor +2

Runtime evidence that helps agents trace, profile, and burn down hotspots in application and native code, GPU kernels, and inference stacks. Runs locally from the flameox Python package.

not rated 205 +86 5d ago A tokens not measured original MIT

chimeraforge

02

Sahil170595/Chimeraforge

MCP server Claude CodeCodexCursor +2

LLM deployment optimizer (performance, cost, and safety) — backed by 204,000 real measurements on consumer GPUs. Runs locally from the chimeraforge Python package.

not rated 2 5d ago A tokens not measured original MIT

bottrade

03

jyron/bottrade

MCP server Claude CodeCodexCursor +2

Typed Python SDK and agent integrations for BotTrade historical-market benchmarks. Runs locally from the bottrade Python package.

not rated 2 2mo ago A tokens not measured original MIT

opengate-mcp

04

nickjlamb/opengate

MCP server Claude CodeCodexCursor +2

Check whether an AI answer is grounded in its context — deterministic, no LLM judge. Runs locally from the @pharmatools/opengate-mcp npm package.

not rated 1 +1 18d ago A tokens not measured original MIT

netcafe-almanac

05

mario03690/ai-netcafe

MCP server Claude CodeCodexCursor +2

One of 12 in

A remote Chinese almanac service covering lunar-calendar dates, BaZi, daily 宜忌 recommendations, lucky-day selection, and public holidays. BaZi is a traditional Chinese system based on a person's birth date and time.

not rated 1 2mo ago A tokens not measured

inferbench

06

RudrenduPaul/InferBench

MCP server Claude CodeCodexCursor +2

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 yesterday A tokens not measured original Apache-2.0

mcp-cocktail

07

asavs/mcp-cocktail

MCP server Claude CodeCodexCursor +2

MCP server "mcp-cocktail" as configured in asavs/mcp-cocktail. Runs locally from the mcp-cocktail Python package.

not rated 0 2mo ago A tokens not measured original MIT

hardened-mcp-server

08

jkelly-dev1/hardened-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "hardened-mcp-server" as configured in jkelly-dev1/hardened-mcp-server. Runs locally from the hardened-mcp-server Python package.

not rated 0 19d ago A tokens not measured original MIT

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: