kco-roi
Calculate monthly token savings and ROI from using the context optimizer
Skill by egorfedorov
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/egorfedorov-kco-roi
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/kco-roi
What's inside
- Skill name
kco-roi- Description
- Calculate monthly token savings and ROI from using the context optimizer
- License
- MIT
- Instructions
- 20 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# ROI Calculator
Calculate and display the return on investment from using Kimi Context Optimizer.
Parse $ARGUMENTS for sessions per day (default: 5).
Run:
```bash
node ${KIMI_SKILL_DIR}/../../src/roi.js $ARGUMENTS
```
Present the ROI report to the user. Highlight:
1. Monthly and yearly **token** savings — KCO is subscription-honest: tokens and % of window are the primary metric
2. Dollar savings — shown only when the user has configured `pricePerMillionInput`/`pricePerMillionOutput` in `~/.kimi-context-optimizer/config.json`
3. Team-level savings if they work in a team
4. If data comes from real sessions, note how many sessions were analyzed
If the user has no session data yet, explain that the estimate uses industry averages (35% waste) and will become more accurate as they use KCO.From egorfedorov/kimi-context-optimizer, MIT.
More from egorfedorov/kimi-context-optimizer
- 0.529score
kco
egorfedorov
Context Control Center — one screen for budget, tokens saved, waste, last prompt grade, the active task, and ready-to-run optimization actions
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-budget
egorfedorov
Configure token budget limits, auto-compact settings, optional token pricing, and view current budget status (window-aware — reads the active model's context…
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-coach
egorfedorov
Analyze the user's last prompt for clarity, scope and specificity — give a quality score and concrete suggestions to make the next prompt produce better…
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-doctor
egorfedorov
Health check for the kimi-context-optimizer plugin install — verifies versions, hooks, data dir, config, and reports any issues
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-pack
egorfedorov
Build an optimal context pack for the user's task — ranked file list with offset/limit suggestions, based on git state, mentioned paths, and historical patterns
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-task
egorfedorov
Organize work by task and track tokens/cost per task — start a task, list tasks, or mark the active one done.
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-overhead
egorfedorov
Audit the fixed context overhead every session starts with — system prompt, plugins, skills, AGENTS.md — measured from the real wire transcript
SkillCFreshness: C★ 6Claude Code +9 - 0.526score
kco-smart-loader
egorfedorov
Automatically suggests optimal files to preload based on the user's task description and historical context patterns
SkillCFreshness: C★ 6Claude Code +9 - 0.526score
kco-agentsmd
egorfedorov
Analyze AGENTS.md files for token bloat and suggest optimizations
SkillCFreshness: C★ 6Claude Code +9 - 0.526score
kco-shield
egorfedorov
Show ContextShield status and waste protection stats; suggest or apply .contextignore rules from historical waste
SkillCFreshness: C★ 6Claude Code +9 - 0.523score
kco-report
egorfedorov
Show detailed token ROI report across all tracked sessions
SkillCFreshness: C★ 6Claude Code +9 - 0.523score
kco-digest
egorfedorov
Show weekly/daily efficiency digest with score and trends
SkillCFreshness: C★ 6Claude Code +9
Signals
- Stars
- 6
- Forks
- 1
- Open issues
- 0
- Last commit (this folder)
- Jul 18, 2026 (3 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from egorfedorov
- 0.529score
kco-doctor
egorfedorov
Health check for the kimi-context-optimizer plugin install — verifies versions, hooks, data dir, config, and reports any issues
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-pack
egorfedorov
Build an optimal context pack for the user's task — ranked file list with offset/limit suggestions, based on git state, mentioned paths, and historical patterns
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-budget
egorfedorov
Configure token budget limits, auto-compact settings, optional token pricing, and view current budget status (window-aware — reads the active model's context…
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco
egorfedorov
Context Control Center — one screen for budget, tokens saved, waste, last prompt grade, the active task, and ready-to-run optimization actions
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-coach
egorfedorov
Analyze the user's last prompt for clarity, scope and specificity — give a quality score and concrete suggestions to make the next prompt produce better…
SkillCFreshness: C★ 6Claude Code +9 - 0.529score
kco-task
egorfedorov
Organize work by task and track tokens/cost per task — start a task, list tasks, or mark the active one done.
SkillCFreshness: C★ 6Claude Code +9
Cite this page
kco-roi skill. Agent Mart. https://agentmart.dev/skills/egorfedorov-kco-roi (last updated 2026-10-24)