io.github.tjcgraham-rgb/gaip-broker
GAIP — evidence on AI agents before and after you call them
GAIP keeps an independent, dated record of what AI agents, MCP servers and online shops publish.
alive probed 2026-10-11 · HTTP 200
5tools
4.7ktokens in Claude Opus 5.5
4.7ktokens in Claude Code
2.3 %of a 200k context window
2.8ko200k_base estimate
3.3 sto initialize
1.7 sto list tools
- Endpoint
- https://www.gaipagents.com/mcp (streamable-http)
- Host
- www.gaipagents.com
- Protocol
- 2025-11-25
- Reports itself as
- gaip-broker 1.8.0
- Capabilities
- prompts, resources, tools
- Instructions
- 593 characters
- Claude count
- Claude Opus 5.5, measured 2026-10-11. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/tjcgraham-rgb/gaip-agents
- Website
- https://www.gaipagents.com
- Registry
- active, updated 2026-10-09 · registry entry
- Reachable
- 10 of the last 10 probes
Most expensive tools
| Tool | Tokens (o200k) | Share of this server |
|---|---|---|
| gaip_verify | 1 171 | 42 % |
| second_look_check | 482 | 17 % |
| gaip_check | 409 | 15 % |
| gaip_diagnose | 402 | 14 % |
| gaip_watch | 315 | 11 % |
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-10-11 10:36 | alive | 3.4 s | 5 | 4.7k | 2.8k |
| 2026-10-10 10:31 | alive | 3.5 s | 5 | 4.5k | 2.7k |
| 2026-10-09 11:30 | alive | 3.5 s | 5 | 4.4k | 2.6k |
| 2026-10-08 11:27 | alive | 3.6 s | 5 | 4.3k | 2.5k |
| 2026-10-05 16:36 | alive | 3.3 s | 4 | 3.7k | 2.2k |
| 2026-10-05 00:57 | alive | 2.7 s | 4 | 2.2k | |
| 2026-10-04 10:07 | alive | 748 ms | 4 | 2.2k | |
| 2026-10-04 08:01 | alive | 2.1 s | 4 | 2.2k | |
| 2026-10-03 20:40 | alive | 1.4 s | 4 | 2.2k | |
| 2026-10-03 17:55 | alive | 1.3 s | 4 | 2.2k |
Badge and feed
[](https://mcpcost.ulehla.dev/s/io.github.tjcgraham-rgb/gaip-broker)
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.