sipcode

Sipcode

Keep Claude Code's context clean for sharper answers and lower cost, automatically.

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Install in 30 seconds

npm i -g sipcode
sipcode init

That is it. Your next Claude Code session will use Sipcode automatically. Verify a few minutes later:

sipcode drift

If the output reads no drift, context health stable, Sipcode is doing its job.

What is Sipcode?

Sipcode is a free command-line tool that sits between you and Claude Code. It does three things:

• It watches Claude Code's context window and warns you when it starts to bloat (we call this "context rot")
• It catches duplicate file reads and other waste before they reach Claude, so you pay less for the same answers
• It gives you receipts. Every saving is measurable in your terminal.

It is open source under the MIT license. It makes zero network calls during normal use. Your data never leaves your laptop.

How Sipcode compares

	Sipcode	Tool A	Tool B	Tool C
Approach	Live PreToolUse hook	Cross-session memory store	Static methodology	RAG retrieval server
Caps verbose tool output	✓	✗	docs only	✗
Dedups same-session re-reads	✓	✗	docs only	✗
Mid-session install support	✓ Verified Warm-Fill	n/a	n/a	n/a
Zero false-dedup by construction	✓	n/a	n/a	n/a
Reproducible benchmark on locked corpus	✓ 62.6% median (20 tasks)	✗	✗	✗
Self-introspection MCP tools	✓ 15 tools	✗	✗	partial
Zero network calls in normal use	✓	✓	n/a	✗
MIT licensed	✓	✓	✓	✓

Sipcode is complementary to memory tools that persist context across sessions (Tool A in the table). Sipcode keeps each individual session clean. They solve different problems. Run both for maximum effect.

Full feature-by-feature comparison with tool names revealed: anuj7411.github.io/sipcode/compare

Why you probably want it

If you use Claude Code for real work, you have already felt this:

• Long sessions get expensive fast. A two-hour session on Claude Max can burn through your daily plan
• Quality drops as the context window fills. Claude starts re-reading files, repeating itself, losing the thread of what you asked
• You cannot tell what is bloat and what is signal

Sipcode measures the bloat, then removes the parts Claude does not need. The savings are not theoretical. Run sipcode benchmark on any machine and you will see the same 62.6% median reduction on the locked 20-task corpus.

The two-minute tour

After installing, here are the five commands that show you what Sipcode is doing.

1. sipcode drift

Tells you if your current Claude Code session is drifting from your normal usage pattern. Bloated context, repeated reads, stale signals are all flagged here.

✓ Sipcode drift: no drift, context health stable vs your recent baseline.

2. sipcode proxy --stats

Shows what Sipcode caught in the current session, broken down by rewriter.

Sipcode proxy, rewrite stats
  total rewrites:    144
  est. tokens saved: ~288,685 (heuristic)
  signal kept:       67% (med), weighted across all rewrites

3. sipcode benchmark

Runs the locked 20-task corpus and produces a verifiable savings number. Anyone, anywhere can run this and get 62.6%.

62.6%  median savings on a locked 20-task corpus
       range 37.4% to 80.6%   3,567,170 tokens   $67.43

4. sipcode today

Daily spend summary. Tokens used, sessions, output ratio, comparison to your 30-day median.

spend so far    $1.20    across 4 sessions
tokens so far   943.8K   output ratio 3.7%

5. sipcode forecast

Month-end projection based on your last 14 days.

projected month-end   $17,674   (range $14,139 to $21,208)

How to install (more detail)

Sipcode works on Mac, Linux, and Windows. You need Node.js 18 or newer.

Step 1. Install Node.js

Skip this step if you already have Node.js. Otherwise:

• Mac: brew install node
• Linux (Ubuntu / Debian): sudo apt install nodejs npm
• Windows: Download from nodejs.org

Verify it worked:

node --version

You should see v18.0.0 or higher.

Step 2. Install Sipcode globally

npm i -g sipcode

This downloads Sipcode from npm and makes the sipcode command available everywhere.

If you see permission errors on Mac or Linux, try:

sudo npm i -g sipcode

Verify it installed:

sipcode --version

You should see 1.6.15 or higher.

Step 3. Run sipcode init to wire it into Claude Code

sipcode init

This command does four things:

• Creates a small .sipcode/manifest.md file in your current project so Claude knows what your project is about
• Adds a small block to your CLAUDE.md (or creates one) with rules that keep Claude's replies terse
• Installs the Sipcode hook into Claude Code, which is the thing that actually saves tokens
• Marks the date so sipcode impact can show you before-and-after savings later

You will see a checklist as it runs. Each step shows a checkmark when it completes.

Step 4. Open a new Claude Code session

Sipcode picks up automatically on the next tool call Claude makes. No restart needed in most cases. To be safe, you can close any existing Claude Code window and open a fresh one.

Now Claude Code will be using Sipcode in the background.

Step 5. After about an hour of work, check it

sipcode drift
sipcode proxy --stats

If drift says "no drift" and proxy --stats shows a few dozen rewrites with savings, everything is working.

Updating Sipcode

Sipcode never checks for updates on its own. That would require a network call, and zero network calls in normal use is a guaranteed property of the codebase (a test fails the build otherwise). Updating is always a manual, explicit step.

To update to the latest version:

npm i -g sipcode@latest

Or use the built-in helper:

sipcode update          # prints your current version + the update command
sipcode update --run    # runs the update in place for you

After updating, confirm with sipcode --version and see what changed in the CHANGELOG. The MCP config never needs re-pasting; Claude asks the server for its tools on every reconnect, so new tools appear automatically.

Release cadence: patch releases ship whenever a fix or improvement is ready, often within a day or two of a reported issue. Watch or star the repo to be notified of new releases.

What you get

Feature	What it does for you
Context-rot detection	Warns when your Claude Code session is starting to behave worse than your norm
Re-read deduplication	Catches duplicate file reads and skips them, saving tokens and time
Compression-integrity scoring	For every saving, tells you what percentage of the original signal was kept
Spend telemetry	Daily, monthly, projected. All from your own transcripts, no cloud upload
MCP server	15 tools registered for Claude Desktop, so you can ask Claude itself about your usage
Reproducible benchmark	A locked 20-task corpus that anyone can run and verify

Frequently asked questions

Is it really free?

Yes. MIT license. No tracking. No telemetry sent to us. No paid tier. You can read every line of source code on GitHub.

Does it send my code anywhere?

No. Sipcode makes zero network calls during normal use. Everything runs locally on your machine. We have a privacy test that fails if any network code is imported into the source.

How is it different from other context tools?

See the comparison page. The short version: Sipcode is the only one with a published reproducible benchmark, zero false-dedup by architecture, and mid-session install support.

What is "context rot"?

When Claude's context window fills up with stale, repeated, or off-topic information, the quality of its answers drops. Sipcode measures this with sipcode drift and removes most of the waste with the proxy hook.

Does it work with Cursor or other AI tools?

Today, only with Claude Code (since Claude Code is the only tool that exposes the hooks Sipcode needs). Support for other CLIs is something we are exploring.

How do I update?

npm i -g sipcode@latest

Or run sipcode update to see your version and the command, or sipcode update --run to update in place. Sipcode never auto-checks for updates (zero network calls), so updating is always explicit. See the CHANGELOG for what changed.

How do I uninstall?

sipcode proxy --uninstall
npm uninstall -g sipcode

Commands

Command	What it does
sipcode init	Set up Sipcode in a project (manifest + CLAUDE.md + proxy hook)
sipcode update	Show how to update to the latest version (or --run to update now)
sipcode drift	Check if the current session is drifting from your norm
sipcode proxy --stats	See what the proxy caught this session
sipcode benchmark	Run the locked 20-task corpus
sipcode today	Today's spend summary
sipcode forecast	Month-end spend projection
sipcode impact	Before vs after Sipcode comparison
sipcode why	Per-session forensics
sipcode score	Audit your repo for AI-friendliness
sipcode receipt	Generate a shareable PDF receipt of a session

Run any of them with --help for full options.

Requirements

• Node.js 18 or newer
• Claude Code installed (for the proxy hook). Sipcode also works as standalone CLI tools (benchmark, score, etc.) without Claude Code installed.

License

MIT. See LICENSE.

Acknowledgments

Built with care for the indie developers who burn through their Claude Max plan in two hours. The 62.6% benchmark methodology is documented in benchmark/METHODOLOGY.md. Anthropic's published research on context-window quality informs the integrity-scoring approach.