Files
our-claude-skills/custom-skills/00-our-settings-audit/desktop/references/mcp-token-estimates.md
Andrew Yim b6a478e1df feat: Add installation tool, Claude.ai export, and skill standardization (#1)
## Summary

- Add portable installation tool (`install.sh`) for cross-machine setup
- Add Claude.ai export files with proper YAML frontmatter
- Add multi-agent-guide v2.0 with consolidated framework template
- Rename `00-claude-code-setting` → `00-our-settings-audit` (avoid reserved word)
- Add YAML frontmatter to 25+ SKILL.md files for Claude Desktop compatibility

## Commits Included

- `93f604a` feat: Add portable installation tool for cross-machine setup
- `9b84104` feat: Add Claude.ai export for portable skill installation
- `f7ab973` fix: Add YAML frontmatter to Claude.ai export files
- `3fed49a` feat(multi-agent-guide): Add v2.0 with consolidated framework
- `3be26ef` refactor: Rename settings-audit skill and add YAML frontmatter

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-02-03 16:48:06 +07:00

2.3 KiB
Raw Blame History

MCP Server Token Estimates

Approximate token usage for common MCP servers when loaded.

Official Anthropic Servers

Server Tools Tokens (est.) Recommendation
Playwright 20+ 13,500 Keep if testing
Filesystem 8 4,000 Essential
Memory 5 3,000 Optional
Brave Search 2 1,500 Alternative to web
Fetch 2 1,200 Keep for web access

Third-Party Servers

Server Tools Tokens (est.) Recommendation
Notion 10 5,000 Keep if using Notion
GitHub 25+ 18,000 Lazy load only
PostgreSQL 15 8,000 Lazy load only
Slack 12 6,000 Lazy load only
Figma 15 10,000 Lazy load only
Zapier 50+ 25,000+ Avoid
Firecrawl 5 3,500 Useful for SEO
Perplexity 2 1,500 Alternative to web

Token Budget Guidelines

Conservative Setup (High Available Context)

2-3 essential MCP servers
Total: ~10,000-15,000 tokens
Available: 185,000+ tokens (92%+)

Standard Setup

4-5 MCP servers
Total: ~20,000-30,000 tokens
Available: 170,000+ tokens (85%+)

Heavy Setup (Risk Zone)

6+ MCP servers
Total: 40,000+ tokens
Available: <160,000 tokens (<80%)
⚠️ Higher chance of "Exceed response limit"

Reduction Strategies

If using GitHub MCP heavily:

  • Start conversation specifically for GitHub work
  • Don't load other heavy servers simultaneously

If using multiple API servers:

  • Choose ONE per category:
    • Web search: Brave OR Perplexity (not both)
    • Automation: Zapier OR n8n (not both)
    • Database: PostgreSQL OR MySQL (not both)

If testing/development:

  • Playwright OR Puppeteer (not both)
  • Load only when actively testing

Impact of serverInstructions

Without serverInstructions:

  • Full tool schemas loaded (~500 tokens per tool)
  • Discovery overhead on each interaction

With serverInstructions:

  • Reduced discovery queries
  • More efficient tool selection
  • Saves ~30-50% on tool-related tokens

Quick Reference

Token estimation formula:

Server tokens ≈ (number of tools × 400) + 500 base

Example:

  • 10 tools = (10 × 400) + 500 = 4,500 tokens
  • 25 tools = (25 × 400) + 500 = 10,500 tokens