io.github.i-ninte/grad-agent
grad-agent
Autonomous MCP agent for grad school applications: prof discovery, cold emails, SOP, tracking.
alive probed 2026-10-15
38tools
5.1ktokens in Claude Opus 5.5
5.5ktokens in Claude Code
2.6 %of a 200k context window
2.7ko200k_base estimate
13.5 sto initialize
652 msto list tools
- Run it
- uvx grad-agent==0.2.9 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- grad-agent 4.1.0
- Capabilities
- logging, prompts, resources, tools
- Instructions
- none
- Claude count
- Claude Opus 5.5, measured 2026-10-15. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/i-ninte/grad-agent
- Registry
- active, updated 2026-09-25 · registry entry
- Reachable
- 1 of the last 1 probe
Most expensive tools
| Tool | Tokens (o200k) | Share of this server |
|---|---|---|
| draft_sop | 235 | 9 % |
| set_letterhead | 205 | 7 % |
| draft_cold_email | 188 | 7 % |
| install_skills | 146 | 5 % |
| add_target | 102 | 4 % |
Badge and feed
[](https://mcpcost.ulehla.dev/s/io.github.i-ninte/grad-agent)
An entry for every probe that changed the result, the tool count or the token cost: Atom feed. Add it to a feed reader or a Slack RSS app to hear when the server stops answering or its tool set grows.