coach.marian/eng-leadership-toolkit
eng-leadership-toolkit
coach.marian/eng-leadership-toolkit costs 3 290 tokens of context per session. It has 11 tool definitions. That is 1.6 % of a 200k window. Measured 2026-10-03.
Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,400+ sessions.
alive probed 2026-10-03 · HTTP 200
11tools
3.3ktokens for the tool definitions
1.6 %of a 200k context window
2.2 sto initialize
144 msto list tools
- Endpoint
- https://www.marian.coach/mcp (streamable-http)
- Host
- www.marian.coach
- Protocol
- 2025-11-25
- Reports itself as
- eng-leadership-toolkit 1.7.0
- Capabilities
- tools
- Instructions
- none
- Repository
- https://github.com/marian-kamenistak/ai-engineering-leader-toolkit
- Website
- https://www.marian.coach/mcp
- Registry
- active, updated 2026-08-09 · registry entry
- Reachable
- 2 of the last 2 probes
Most expensive tools
| Tool | Tokens | Share of this server |
|---|---|---|
| build_mentoring_business_case | 852 | 26 % |
| calculate_engineering_manager_value | 411 | 12 % |
| estimate_coaching_cost | 394 | 12 % |
| calculate_developer_value | 311 | 9 % |
| assess_team_lead_readiness | 281 | 9 % |
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Tokens |
|---|---|---|---|---|
| 2026-10-03 20:28 | alive | 2.2 s | 11 | 3.3k |
| 2026-10-03 17:46 | alive | 1.4 s | 11 | 3.3k |
Badge
[](https://mcp-pulse.ulehla.dev/s/coach.marian/eng-leadership-toolkit)