🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
Claude Code context cleanup CLI and MCP server
Sipcode sits between you and Claude Code to keep session context lean. It detects drift, skips duplicate file reads, scores how much signal is kept, and shows the savings in your terminal. The repo also includes an MCP server, benchmark corpus, and Claude Code setup files so the same tool can be installed, measured, and reused across projects.

Builders who run Claude Code and want their sessions to stay focused and cheaper.
You can keep Claude Code from rereading the same context and see the savings in a reproducible way.
What it does
Drift detection
Flags when a Claude Code session starts to bloat or drift from your normal pattern.
Re-read deduplication
Detects duplicate file reads and skips waste before it reaches Claude.
Integrity scoring
Reports how much of the original signal was kept after each rewrite or compression step.
Spend and savings reports
Shows daily, monthly, forecast, and per-session token usage from local transcripts.
MCP tools
Provides 15 MCP tools so Claude Desktop can inspect usage, costs, and session health.
Benchmark and audit commands
Includes reproducible benchmark and repo scoring commands such as `sipcode benchmark` and `sipcode score`.
Claude Code install wiring
Adds project rules and hook setup through `sipcode init`, `CLAUDE.md`, and the plugin files.
How to get it
- 1Run
npm i -g sipcode sipcode init
- 2That is it. Your next Claude Code session will use Sipcode automatically. Verify a few…
sipcode drift
- 3Verify it worked
node --version
- 4Run
npm i -g sipcode
- 5If you see permission errors on Mac or Linux, try
sudo npm i -g sipcode
- 6Verify it installed
sipcode --version
README
Sipcode
Keep Claude Code's context clean for sharper answers and lower cost, automatically.
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.
Already installed? Keep it fresh. Sipcode makes zero network calls, so it can't pop an "update available" notice. Build a weekly habit: run
sipcode update(ornpm i -g sipcode@latest) to pull the latest fixes. Full details in Updating Sipcode.
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 1.6.20 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.mdfile 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 impactcan show you before-and-after savings later
You will see a checklist as it runs. Each step shows a checkmark when it completes.
The two questions it asks (and what to pick):
1. Manifest budget. How lean to keep the project summary Sipcode injects.
- tighten (recommended): auto-trims low-signal sections so the summary stays lean, and never blocks you.
- strict: hard-caps the manifest at 2k tokens and refuses if it would go over.
- off: no cap, the manifest can grow to any size.
2. Output compression rules. How terse Claude's replies are in this project.
- default (recommended): diff-style edits, no "here's what I did" preamble.
- strict: telegraphic, clipped replies, for power users who want maximum brevity.
- verbose: extra context and explanation, good while you are still learning the tool.
- skip: don't install reply rules at all.
Not sure? Take the recommended option in each. You can change either choice later: run sipcode rules --mode <default|strict|verbose> for the reply style, or re-run sipcode manifest to regenerate the summary.
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. Since Sipcode can't notify you (zero network calls), a good habit is to run sipcode update about once a week. It's a one-second check, and --run upgrades you on the spot if something's new. Watch or star the repo to catch releases too.
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 |
| Task cost estimation | Predicts what a coding task will cost across Opus, Sonnet, and Haiku before you run it |
| Codebase health score | Rates your repo 0-100 on how easy it is for an AI agent to work in |
| 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 hygiene | Install Session Hygiene: read-once rules + context-pressure hooks |
sipcode rules | Install, switch, or inspect the output-compression rules in CLAUDE.md |
sipcode manifest | Generate or refresh the project manifest |
sipcode drift | Check if the current session is drifting from your norm |
sipcode proxy --stats | See what the proxy caught this session (also --install / --uninstall) |
sipcode benchmark | Run the locked 20-task corpus for a verifiable savings number |
sipcode estimate | Predict what a task will cost across models before you run it |
sipcode today | Today's spend summary vs your 30-day median |
sipcode stats | Cumulative token savings across all sessions |
sipcode forecast | Month-end spend projection from your last 14 days |
sipcode trend | Track one metric over time, to see if it's getting better |
sipcode why | Per-session forensics: where your tokens died |
sipcode impact | A/B compare your spend before vs after Sipcode |
sipcode score | Audit your repo for AI-friendliness (0-100, tiered badge) |
sipcode receipt | Generate a shareable PNG receipt of a session |
Run any of them with --help for full options.
Tip: which sessions do these report on? By default, why, stats, today, forecast, trend, and impact look across all your projects, not just the folder you are standing in. So if you run sipcode why inside project A but project B had the most recent activity, you will see project B. To scope any of them to the project you are currently in, add --here (for example, sipcode why --here or sipcode today --here). Use sipcode why --list to see every session and pick a specific one with --session <id>.
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.
Files in the repo
- .claude-plugin
- .github
- action
- benchmark
- docs
- scripts
- skills
- src
- tests
- .gitignore
- .mcp.json
- .sipcodeignore
- apple-touch-icon.png
- CHANGELOG.md
- CLAUDE.md
- favicon-16.png
- favicon-32.png
- favicon.ico
- LICENSE
- package-lock.json
- package.json
- PRIVACY.md
- README.md
- server.json
- tsconfig.json
- vitest.config.ts
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