MCPMark is a comprehensive, stress-testing MCP benchmark designed to evaluate model and agent capabilities in real-world MCP use.
active 2025-08-13 → 2026-06-12 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 304 days from 2025-08-13 to 2026-06-12. Pushes: 82 total, peak 14 in a day. Pull requests: 71 total, peak 15 in a day. Issues: 18 total, peak 2 in a day. Comments: 18 total, peak 3 in a day. Stars: 185 total, peak 30 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| zjwu0522 | 84 | 29 | 34 | 7 |
| xyliugo | 55 | 26 | 15 | 2 |
| arvinxx | 30 | 13 | 9 | 1 |
| Cierra0506 | 8 | 8 | 0 | 0 |
| Nativeatom | 6 | 2 | 4 | 0 |
| github-actions[bot] | 3 | 0 | 0 | 3 |
| FanqingM | 3 | 2 | 0 | 0 |
| DavidChen-PKU | 3 | 0 | 3 | 0 |
| tonychang04 | 3 | 0 | 2 | 1 |
| LeoDu0314 | 2 | 1 | 0 | 0 |
| Django-Jiang | 2 | 0 | 0 | 0 |
| LLiuZheng | 2 | 0 | 1 | 1 |
| WangCan1178 | 2 | 0 | 0 | 0 |
| mRSun15 | 2 | 0 | 1 | 0 |
| canisminor1990 | 2 | 1 | 1 | 0 |
| hxt725543-creator | 1 | 0 | 0 | 0 |
| LuoPengcheng12138 | 1 | 0 | 1 | 0 |
| yueliu1999 | 1 | 0 | 0 | 0 |
| H-Sompalle | 1 | 0 | 0 | 1 |
| RyanSun04 | 1 | 0 | 0 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue#253hxt725543-creator2026-05-11 06:09Notion setup guide links to expired / 404 Source Hub template
- Issue comment#247nekomeowww2026-02-16 09:03[Request] request access to the database generator
- Issue#245caitianxiao2026-01-21 06:31How does MCPMark handle MCP server version changes (Notion / GitHub MCP)?
- Pull request#243zjwu05222025-12-23 05:14
- Pull request#242zjwu05222025-12-23 05:14
- Pull request#241zjwu05222025-12-22 17:20
- Pull request#241zjwu05222025-12-22 17:18
- Issue comment#239zjwu05222025-12-19 16:42Reproducibility Issues with MCPMark Benchmark
- Issue comment#239H-Sompalle2025-12-19 15:14Reproducibility Issues with MCPMark Benchmark
- Issue comment#219xyliugo2025-12-19 03:46Notion MCP Bug
- Pull request#240mRSun152025-12-18 08:22
- Issue#238mRSun152025-12-15 23:00TimeZone issue for Time Classification
- Issue#235yupeijei19972025-12-12 03:48| All tokens rate limited (attempt 1/3). Sleeping 120 seconds before retrying …
- Issue#234RyanSun042025-12-09 01:14GitHub setup failed for mcpmark-cicd__issue_management_workflow: ERROR: Cannot import template to a public repository.
- Issue#233WangCan11782025-12-08 06:37mcp包的版本是什么
- Issue#233WangCan11782025-12-08 03:18mcp包的版本是什么
- Pull request#230DavidChen-PKU2025-12-03 11:48
- Pull request#228zjwu05222025-12-02 14:44
- Issue comment#224Sukice2025-11-15 05:23Fix the "Object of type AnyUrl is not JSON serializable" error.
- Issue#220novvoo2025-10-30 02:51Testing MCP service provider
- Issue#219Django-Jiang2025-10-29 21:30Notion MCP Bug
- Issue comment#210xyliugo2025-10-29 08:26[Docs] Feedback for `mcp/playwright`
- Issue comment#217arvinxx2025-10-27 04:59Browser Config Issue
- Issue#217Django-Jiang2025-10-27 04:57Browser Config Issue
- Issue#216zhimin-z2025-10-25 20:41Hi, nice leaderboard!
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 185 stars here means stars gained during the window, not the repo's star count.