io.github.avivkeller/umd-mcp
umd-mcp
Is the io.github.avivkeller/umd-mcp MCP server down? No. It answered initialize and tools/list in the probe of 2026-10-30.
MCP server exposing University of Maryland data
alive probed 2026-11-14 · unchanged since 2026-10-30
100tools
28ktokens in Claude Opus 5.5
13.9 %of Claude's 200k window
11×the median server
3.4 sto initialize
95 msto list tools
- Run it
- npx -y umd-mcp@0.0.1 (stdio, probed in a container with the network off)
- Host
- npmjs.com
- Reports itself as
- umd-mcp 0.1.0
- Capabilities
- tools
- Instructions
- none
- Of a 1M window
- 2.8 % of a 1M context window
- Count
- 28k tokens in Claude Opus 5.5, exact, measured 2026-10-16. With the Claude Code prefix mcp__…__ on each tool name: 29k. The o200k_base estimate is 17k. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/Open-Sourcery-UMD/umd-mcp
- Registry
- active, updated 2026-10-01 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.67×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| testudo_soc_search_courses | 1 559 | 935 | 6 % |
| terplink_search_events | 1 201 | 720 | 4 % |
| calendar_search_events | 1 081 | 648 | 4 % |
| elms_list_announcements | 747 | 448 | 3 % |
| testudo_soc_get_sections | 729 | 437 | 3 % |
Compare this server with others.
More servers
Other registry entries on npmjs.com, the ones next to this name; all of them.
- io.github.avisre/stockportfolio-mcp · needs network
- ghost-qa io.github.avivgerz-hue/ghost-qa · crashed on start
- unslop — 7-Pillar Design Craft Engine io.github.avivgerz-hue/unslop · needs args
- vibe-shield — security scanner for AI-generated code io.github.avivgerz-hue/vibe-shield · alive
- GitPeak io.github.awalhadi/gitpeak · alive
- RepoCanon io.github.awalhadi/repocanon · alive
- PushEngage io.github.awesomemotive/pushengage-mcp · alive
- io.github.awkoy/notion-mcp-server · alive
Servers that mention university or exposing.
- Flowral AI Tools app.flowral.mcp/planner · needs auth
- Admit Coach — College Search & Costs com.admit-coach/university-data · alive
- MIT Research & Science News — buy per-query in-session (mitwatch) com.a2awire/data-mit-research-news-university-science · alive
- Backtest360 com.backtest360/backtest360 · server error
- com.browserssh/browser-ssh · not found
- Nostr Signer com.frontiercrown.signer/nostr-signer · alive
- Project Gumball com.gumballtools/platform · alive
- com.kettlelogic/mcp-kettlelogic · alive
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- This server is in the heaviest 10 % of the registry. Shorter descriptions, fewer optional parameters and fewer tools cut the cost. The command npx mcpcost --url <endpoint> --tools 50 lists every tool with its cost.