agents benchmark
MCP-Mark
MCP-Mark evaluates LLMs on their ability to use Model Context Protocol (MCP) tools effectively, testing tool discovery, selection, invocation, and result interpretation across diverse MCP server scenarios.
Updated Aug 11, 2026
Models8
Model coverage8
MetricScore
EvidenceB
MCP-Mark Ranking
Higher score ranks better on this benchmark.
| 1 | MA | 81.1% | 100.0% | 8 | C | |
| 2 | AC | 60.8% | 85.7% | 8 | C | |
| 3 | AC | 58.7% | 71.4% | 8 | C | |
| 4 | MA | 55.9% | 57.1% | 8 | C | |
| 5 | AC | 48.2% | 42.9% | 8 | C | |
| 6 | AC | 46.1% | 28.6% | 8 | C | |
| 7 | DE | 38.0% | 14.3% | 8 | C | |
| 8 | AC | 37.0% | 0.0% | 8 | C |
MCP-Mark Score Distribution
A closer view of the leading scores on this benchmark.
MCP-Mark Highlights
The leading models and scores on this benchmark.
What is MCP-Mark?
What MCP-Mark measures and how its scores work.
MCP-Mark evaluates LLMs on their ability to use Model Context Protocol (MCP) tools effectively, testing tool discovery, selection, invocation, and result interpretation across diverse MCP server scenarios.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- MCP-Mark
- Modality
- text
- Primary category
- agents
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- mcp-mark|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about MCP-Mark.
Which model scores highest on MCP-Mark?
Kimi K2.7 Code is currently ranked first with 81.1%.
What does MCP-Mark measure?
MCP-Mark evaluates LLMs on their ability to use Model Context Protocol (MCP) tools effectively, testing tool discovery, selection, invocation, and result interpretation across diverse MCP server scenarios.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
8 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.