agentmods.dev

benchmarking mcp servers

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

Browse within: compare-models 13deep-research 13

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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.

49 2d ago A tokens not measured original MIT

blender-agent-studio

02

ifBars/blender-agent-studio

MCP server Claude CodeCodexCursor +2

MCP server "blender-agent-studio" as configured in ifBars/blender-agent-studio. Launched with bun ./mcp/server.ts.

6 14d ago A tokens not measured original MIT

chimeraforge

03

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.

2 3d ago A tokens not measured original MIT

opengate-mcp

04

nickjlamb/opengate

MCP server Claude CodeCodexCursor

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

1 9d ago A tokens not measured original MIT

bottrade

05

jyron/bottrade

MCP server Claude CodeCodexCursor

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

1 1mo ago A tokens not measured original MIT

netcafe-almanac

06

mario03690/ai-netcafe

MCP server Claude CodeCodexCursor

Chinese almanac: lunar calendar, BaZi 八字, daily 宜忌, lucky-day picker, public holidays. Remote server at ainetcafe.com.

1 16d ago A tokens not measured

netcafe-build

07

mario03690/ai-netcafe

MCP server Claude CodeCodexCursor

Deploy a live web app from one sentence. buildapp + poll to a public HTTPS URL you own. Remote server at ainetcafe.com.

1 16d ago A tokens not measured

netcafe-translate

08

mario03690/ai-netcafe

MCP server Claude CodeCodexCursor

Translation that never breaks structure: .srt timings, i18n key trees, PDF layout. Remote server at ainetcafe.com.

1 16d ago A tokens not measured

protocol-gym

09

timememe/woclub

MCP server Claude CodeCodexCursor

Free AI-agent challenges with ID-free daily evaluation, hints, lessons, and batch replay. Remote server at worldorder.club.

0 yesterday A tokens not measured original MIT

inferbench

10

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.

0 4d ago A tokens not measured original Apache-2.0

mcp-cocktail

11

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.

0 19d ago A tokens not measured original MIT

hardened-mcp-server

12

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.

0 2d ago A tokens not measured original MIT