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Token Saver

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Automatically reduces token usage in Claude Code sessions using algorithmic optimizations like code compression, smart file reading, output summarization, and p

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About

Automatically reduces token usage in Claude Code sessions using algorithmic optimizations like code compression, smart file reading, output summarization, and prompt rewriting, with no extra API calls or cost.

README

An MCP server plugin for Claude Code that automatically reduces token usage across your sessions. All optimizations are purely algorithmic — no extra API calls, no added cost.

Tools

Tool What it does
compress_text Strips comments (//, /* */, #, <!-- -->), blank lines & whitespace from code/prose. String-aware: never corrupts URLs, #hashtag/#fff hex colors, or markers inside string literals; comments inside template-literal ${} expressions are stripped
smart_read_file Reads only relevant sections of a file. Structure-aware across JS/TS, Python, Go, Rust, Java & C#: returns the complete enclosing function/class/interface around keyword matches, with a configurable fallback window. Rejects binary files
summarize_output Truncates long command output / logs to a token budget. Preserves error/failure lines anywhere in the output, keeps head + tail, collapses duplicate lines
summarize_diff Compacts a unified git diff: keeps file headers, hunk headers & changed lines; strips context lines and index/mode noise. Renames and binary files are annotated
count_tokens Counts token usage for any text (cl100k_base encoding)
generate_claudeignore Generates a .claudeignore covering Node, Python, Rust, Go, Java, Ruby, PHP & Terraform artifacts plus modern tooling caches (Turbo, Vercel, Nuxt, SvelteKit, Storybook), seeded from your existing .gitignore
optimize_prompt Rewrites verbose prompts to be concise (~40 filler-phrase rules). Fenced code blocks and inline code are passed through untouched

All tools return plain text with a compact stats footer — results are deliberately not JSON-wrapped, since JSON escaping of newlines and quotes would inflate the very token count this server exists to reduce.

Note on token counts: the server uses the cl100k_base encoding (via tiktoken), which is OpenAI's tokenizer. Claude's tokenizer differs, so all counts are approximations — typically within ~10–20% of Claude's actual usage. Relative savings percentages are unaffected.

Benchmark results

Measured against real code fixtures and realistic prompt inputs. See benchmark/BENCHMARK.md for full methodology.

Tool Avg token reduction Best case
compress_text 31% 53% on JS with JSDoc
smart_read_file 44%* 81% extracting one function from a module
summarize_output 76% 84% on long build output
summarize_diff 50% 53% on a multi-file diff with renames
optimize_prompt 28% 52% on heavily padded prompts
count_tokens accuracy tool — no reduction metric
generate_claudeignore structural correctness tool — no reduction metric

* the smart_read_file average includes tiny synthetic fixtures used as multi-language correctness tests; on realistic files it ranges 38–81%.

Run the benchmark yourself:

npm run benchmark

Installation

1. Clone and install

git clone <your-repo-url> token-saver-mcp
cd token-saver-mcp
npm install

2. Add to Claude Code

claude mcp add token-saver -- node /absolute/path/to/token-saver-mcp/src/index.js

Or manually edit ~/.claude.json under mcpServers:

{
  "mcpServers": {
    "token-saver": {
      "command": "node",
      "args": ["/absolute/path/to/token-saver-mcp/src/index.js"]
    }
  }
}

3. Verify

claude mcp list

You should see token-saver listed as connected.


Usage examples

Use smart_read_file on src/api/routes.js, focus on "authentication" and "middleware"
Generate a .claudeignore for my project at /home/user/myapp and write it to disk
Count tokens in this output: [paste output]
Compress this before sending: [paste code]

from github.com/AmalBiju0104/token-saver-mcp

Install Token Saver in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install token-saver-mcp

Installs into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.

First time? Get the CLI: curl -fsSL https://unyly.org/install | sh

Or configure manually

Run in your terminal:

claude mcp add token-saver-mcp -- npx -y token-saver-mcp

FAQ

Is Token Saver MCP free?

Yes, Token Saver MCP is free — one-click install via Unyly at no cost.

Does Token Saver need an API key?

No, Token Saver runs without API keys or environment variables.

Is Token Saver hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Token Saver in Claude Desktop, Claude Code or Cursor?

Open Token Saver on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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