# Cco Overhead

> Audit the fixed context overhead every session starts with — system prompt, MCP tools, agents, CLAUDE.md, memory — measured from real transcript usage

- Skill: `egorfedorov/cco-overhead` (Agent Skill)
- Install (CLI): `npx skillmds@latest add egorfedorov/cco-overhead`
- Raw SKILL.md: https://api.skillmd.com/api/skills/egorfedorov/cco-overhead/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- License: MIT
- Author: egorfedorov (https://skillmd.com/u/egorfedorov)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/egorfedorov/cco-overhead

---


# Session Baseline Overhead Audit

Measure how many tokens every session of this project pays BEFORE any work
happens — and where to cut.

Run:

```bash
node ${CLAUDE_PLUGIN_ROOT}/src/overhead.js
```

The report shows:

1. **Baseline** — exact context size at the first assistant response (from the
   session transcript's API usage counts), latest and averaged over recent
   sessions, as a % of the working budget.
2. **Cost per session** — what that baseline costs to write into the prompt
   cache each session.
3. **Itemization** — the locally measurable parts (project + global CLAUDE.md,
   memory index, agent definitions) and the unattributed remainder (system
   prompt, tool schemas, MCP servers).
4. **Recommendations** — what to trim and how (e.g. `/cco-claudemd`, disabling
   unused MCP servers, pruning agent descriptions).

Then run the MCP usage audit — it turns 30 days of tracked tool calls into
per-server verdicts and the EXACT removal command for servers that were never
called:

```bash
node ${CLAUDE_PLUGIN_ROOT}/src/overhead.js mcp
```

Only if the report actually prints `claude mcp remove ...` commands, OFFER to
run them for the user (each removal repays in every future session; `claude mcp
add` restores any time). Only run them after the user agrees.

If a server is listed as `? not observed`, the tracker has no MCP data yet —
that is not a verdict. Never suggest removing those servers, and never
construct a `claude mcp remove` command the report did not print.

Present the output to the user as-is (it is already formatted). If the report
says no transcripts were found, explain that the audit needs at least one
completed exchange in a session for this project.

Key framing for the user: baseline overhead is paid in EVERY session, so a
one-time trim repays itself continuously — it is usually the highest-leverage
optimization available.