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SigMap logo

⚡ SigMap

WITHOUT SIGMAP, YOUR AI IS GUESSING.
It sees 8% of your codebase and invents the rest.

Run one command. Force every answer to come from real code.

SigMap — 6× better answers, 97% fewer tokens, 2× fewer prompts
npx sigmap   # 10 seconds. zero config. your AI never reads the wrong file again.
SigMap demo — reducing 80K tokens to 4K in under 10 seconds
Trust signals

npm version CI Zero deps License: MIT VS Code JetBrains Docs GitHub Stars

Full benchmark breakdown →
Without SigMap With SigMap
Task success 10% 59%
Prompts per task 2.84 1.54
Tokens per session ~80,000 ~2,000
Right file found 13.7% 87.5%
Hallucination risk 92% 0%

Table of contents

What it does Token reduction table, pipeline overview
Quick start Install (binary or npm), generate in 60 seconds
Standalone binaries macOS, Linux, Windows — no Node required
VS Code extension Status bar, stale alerts, commands
JetBrains plugin IntelliJ IDEA, WebStorm, PyCharm support
Languages supported 21 languages
Context strategies full / per-module / hot-cold
MCP server 8 on-demand tools
CLI reference All flags
Configuration Config file + .contextignore
Observability Health score, reports, CI
Programmatic API Use as a Node.js library
Testing Run the test suite
Project structure File-by-file map
Principles Design decisions

📖 New to SigMap? Read the Complete Getting Started Guide — token savings walkthrough, every command, VS Code plugin, and CI setup.


🔍 What it does

SigMap scans your source files and extracts only the function and class signatures — no bodies, no imports, no comments — then writes a compact context file that Copilot, Claude, Cursor, and Windsurf read automatically. Every session starts with full codebase awareness at a fraction of the token cost.

Your codebase
    │
    ▼
sigmap ─────────► extracts signatures from 21 languages
    │
    ▼
.github/copilot-instructions.md   ◄── auto-read by Copilot / Claude / Cursor
    │
    ▼
AI agent session starts with full context

Dogfooding: SigMap runs on itself — 40 JS files, 8,600 lines of code. View the generated context: .github/copilot-instructions.md

Token reduction at every stage

Stage Tokens Reduction
Raw source files ~80,000
Repomix compressed ~8,000 90%
SigMap signatures ~4,000 95%
SigMap + MCP (hot-cold) ~200 99.75%

97% fewer tokens. The same codebase understanding.

Benchmark: real-world repos

Reproduced with node scripts/run-benchmark.mjs on public repos:

Repo Language Raw tokens After SigMap Reduction
express JavaScript 15.5K 201 98.7%
flask Python 84.8K 3.4K 96.0%
gin Go 172.8K 5.7K 96.7%
spring-petclinic Java 77.0K 634 99.2%
rails Ruby 1.5M 7.1K 99.5%
axios TypeScript 31.7K 1.5K 95.2%
rust-analyzer Rust 3.5M 5.9K 99.8%
abseil-cpp C++ 2.3M 6.3K 99.7%
serilog C# 113.7K 5.8K 94.9%
riverpod Dart 682.7K 6.5K 99.0%
okhttp Kotlin 31.3K 1.4K 95.5%
laravel PHP 1.7M 7.2K 99.6%
akka Scala 790.5K 7.1K 99.1%
vapor Swift 171.2K 6.4K 96.3%
vue-core Vue 404.2K 8.8K 97.8%
svelte Svelte 438.2K 8.0K 98.2%

Average: 99.3% reduction across 16 languages. See benchmarks/reports/token-reduction.md or reproduce with node scripts/run-benchmark.mjs.


⚡ Installation

Pick the method that fits your workflow — all produce the same output.

npx — try without installing
npx sigmap

Runs the latest version without any permanent install. Great for a quick try.

npm global — install once, run anywhere
npm install -g sigmap
sigmap

Available from any directory on your machine.

Standalone binaries — no Node.js, no npm

Download from the latest release:

Available assets:

  • sigmap-darwin-arm64 (macOS Apple Silicon)
  • sigmap-linux-x64 (Linux x64)
  • sigmap-win32-x64.exe (Windows x64)
  • sigmap-checksums.txt (SHA-256 checksums)
macOS / Linux

Run directly:

chmod +x ./sigmap-darwin-arm64   # or ./sigmap-linux-x64
./sigmap-darwin-arm64 --help
./sigmap-darwin-arm64

Make it globally available in Bash/Zsh (no ./ needed):

# 1) Pick a user bin dir and move/rename the binary
mkdir -p "$HOME/.local/bin"
mv ./sigmap-darwin-arm64 "$HOME/.local/bin/sigmap"   # or sigmap-linux-x64
chmod +x "$HOME/.local/bin/sigmap"

# 2) Add to PATH in your shell profile
echo 'export PATH="$HOME/.local/bin:$PATH"' >> "$HOME/.zshrc"    # zsh
# echo 'export PATH="$HOME/.local/bin:$PATH"' >> "$HOME/.bashrc"  # bash

# 3) Reload shell and verify
source "$HOME/.zshrc"   # or: source "$HOME/.bashrc"
sigmap --version
Windows (PowerShell)

Run directly:

.\sigmap-win32-x64.exe --help
.\sigmap-win32-x64.exe

Make it globally available:

# 1) Create a user bin directory and rename the binary
New-Item -ItemType Directory -Force "$HOME\bin" | Out-Null
Move-Item .\sigmap-win32-x64.exe "$HOME\bin\sigmap.exe"

# 2) Add user bin to PATH (current user)
[Environment]::SetEnvironmentVariable(
  "Path",
  $env:Path + ";$HOME\bin",
  "User"
)

# 3) Restart PowerShell and verify
sigmap --version

Optional checksum verification:

shasum -a 256 sigmap-darwin-arm64
# Compare with sigmap-checksums.txt

Full guide: docs/readmes/binaries.md

npm local — per-project, version-pinned
npm install --save-dev sigmap

Add to package.json scripts for team consistency:

{
  "scripts": {
    "context": "sigmap",
    "context:watch": "sigmap --watch"
  }
}

Run with npm run context. Version is pinned per project.

Volta — team-friendly, auto-pinned version
volta install sigmap
sigmap

Volta pins the exact version in package.json — every team member runs the same version automatically without configuration.

Single-file download — no npm, any machine
curl -O https://raw.githubusercontent.com/manojmallick/sigmap/main/gen-context.js
node gen-context.js

No npm, no node_modules. Drop gen-context.js into any project and run it directly. Requires only Node.js 18+. Ideal for CI, locked-down environments, or one-off use.


🚀 Features

Multi-adapter output

Generate context for any AI assistant from a single run:

sigmap --adapter copilot    # → .github/copilot-instructions.md
sigmap --adapter claude     # → CLAUDE.md (appended below marker)
sigmap --adapter cursor     # → .cursorrules
sigmap --adapter windsurf   # → .windsurfrules
sigmap --adapter openai     # → .github/openai-context.md
sigmap --adapter gemini     # → .github/gemini-context.md (appended below marker)
sigmap --adapter codex      # → AGENTS.md (appended below marker)
Adapter Output file AI assistant
copilot .github/copilot-instructions.md (append) GitHub Copilot
claude CLAUDE.md (append) Claude / Claude Code
cursor .cursorrules Cursor
windsurf .windsurfrules Windsurf
openai .github/openai-context.md Any OpenAI model
gemini .github/gemini-context.md (append) Google Gemini
codex AGENTS.md (append) OpenAI Codex

Configure multiple adapters at once in gen-context.config.json:

{ "outputs": ["copilot", "claude", "cursor"] }

Programmatic API

Use SigMap as a Node.js library without spawning a subprocess. See the full API reference below.

Query-aware retrieval

Find the most relevant files for any task without reading the whole codebase:

sigmap --query "authentication middleware"   # ranked file list
sigmap --query "auth" --json                 # machine-readable output
sigmap --query "auth" --top 5               # top 5 results only

Diagnostic and evaluation tools

sigmap --analyze                  # per-file: sigs, tokens, extractor, coverage
sigmap --analyze --slow           # include extraction timing
sigmap --diagnose-extractors      # self-test all 21 extractors against fixtures
sigmap --benchmark                # hit@5 and MRR retrieval quality
sigmap --benchmark --json         # machine-readable benchmark results

⚡ Quick start

Install

Standalone binary — no Node.js or npm required:

Platform Download
macOS Apple Silicon sigmap-darwin-arm64
macOS Intel sigmap-darwin-x64
Linux x64 sigmap-linux-x64
Windows x64 sigmap-win32-x64.exe
# macOS / Linux
chmod +x ./sigmap-darwin-arm64
./sigmap-darwin-arm64

See docs/readmes/binaries.md for Gatekeeper / SmartScreen notes and checksum verification.

npm (requires Node.js 18+):

npx sigmap                  # run once without installing
npm install -g sigmap       # install globally

Generate context

Once installed, run from your project root:

sigmap                         # generate once and exit
sigmap --watch                 # regenerate on every file save
sigmap --setup                 # generate + install git hook + start watcher
sigmap --diff                  # context for git-changed files only (PR mode)
sigmap --diff --staged         # staged files only (pre-commit check)
sigmap --health                # show context health score (grade A–D)
sigmap --mcp                   # start MCP server on stdio

Companion tool: Repomix

SigMap and Repomix are complementary, not competing:

Tool When to use
SigMap Always-on, git hooks, daily signature index (~4K tokens)
Repomix On-demand deep sessions, full file content, broader language support
sigmap --setup         # always-on context
npx repomix --compress # deep dive sessions

"SigMap for daily always-on context; Repomix for deep one-off sessions — use both."


🧩 VS Code extension

The official SigMap VS Code extension keeps your context fresh without any manual commands. Install it once and it runs silently in the background.

Feature Detail
Status bar item Shows health grade (A/B/C/D) + time since last regen; refreshes every 60 s
Stale notification Warns when copilot-instructions.md is > 24 h old; one-click regeneration
Regenerate command SigMap: Regenerate Context — runs sigmap in the integrated terminal
Open context command SigMap: Open Context File — opens .github/copilot-instructions.md
Script path setting sigmap.scriptPath — override the path to the sigmap binary or gen-context.js
SigMap VS Code extension — status bar, stale notification, regenerate context

Activates on startup (onStartupFinished) — loads within 3 s, never blocks editor startup.

Install: VS Code Marketplace | Open VSX Registry


🔧 JetBrains plugin

The official SigMap JetBrains plugin brings the same features to IntelliJ-based IDEs. Install it from the JetBrains Marketplace and it works identically to the VS Code extension.

Feature Detail
Status bar widget Shows health grade (A-F) + time since last regen; updates every 60 s
Regenerate action Tools → SigMap → Regenerate Context or Ctrl+Alt+G — runs sigmap
Open context action Tools → SigMap → Open Context File — opens .github/copilot-instructions.md
View roadmap action Tools → SigMap → View Roadmap — opens roadmap in browser
One-click regen Click status bar widget to regenerate context instantly

Compatible with IntelliJ IDEA 2024.1+ (Community & Ultimate), WebStorm, PyCharm, GoLand, RubyMine, PhpStorm, and all other IntelliJ-based IDEs.

Install: JetBrains Marketplace | Manual setup guide


🌐 Languages supported

21 languages. All implemented with zero external dependencies — pure regex + Node built-ins.

Show all 21 languages
Language Extensions Extracts
TypeScript .ts .tsx interfaces, classes, functions, types, enums
JavaScript .js .jsx .mjs .cjs classes, functions, exports
Python .py .pyw classes, methods, functions
Java .java classes, interfaces, methods
Kotlin .kt .kts classes, data classes, functions
Go .go structs, interfaces, functions
Rust .rs structs, impls, traits, functions
C# .cs classes, interfaces, methods
C/C++ .cpp .c .h .hpp .cc classes, functions, templates
Ruby .rb .rake classes, modules, methods
PHP .php classes, interfaces, functions
Swift .swift classes, structs, protocols, functions
Dart .dart classes, mixins, functions
Scala .scala .sc objects, classes, traits, functions
Vue .vue <script> functions and components
Svelte .svelte <script> functions and exports
HTML .html .htm custom elements and script functions
CSS/SCSS .css .scss .sass .less custom properties and keyframes
YAML .yml .yaml top-level keys and pipeline jobs
Shell .sh .bash .zsh .fish function declarations
Dockerfile Dockerfile Dockerfile.* stages and key instructions

🗂 Context strategies

Reduce always-injected tokens by 70–90%.

Set "strategy" in gen-context.config.json:

Strategy Always-injected Context lost? Needs MCP? Best for
full ~4,000 tokens No No Starting out, cross-module work
per-module ~100–300 tokens No No Large codebases, module-focused sessions
hot-cold ~200–800 tokens Cold files only Yes Claude Code / Cursor with MCP enabled

full — default, works everywhere

{ "strategy": "full" }

One file, all signatures, always injected on every question.

per-module — 70% fewer injected tokens, zero context loss

{ "strategy": "per-module" }

One .github/context-<module>.md per top-level source directory, plus a tiny overview table. Load the relevant module file for focused sessions. No MCP required.

.github/copilot-instructions.md   ← overview table, ~117 tokens (always-on)
.github/context-server.md         ← server/ signatures, ~2,140 tokens
.github/context-web.md            ← web/ signatures,    ~335 tokens
.github/context-desktop.md        ← desktop/ signatures, ~1,583 tokens

hot-cold — 90% fewer injected tokens, requires MCP

{ "strategy": "hot-cold", "hotCommits": 10 }

Recently committed files are hot (auto-injected). Everything else is cold (on-demand via MCP). Best reduction available — ~200 tokens always-on.

📖 Full guide: docs/readmes/CONTEXT_STRATEGIES.md — decision tree, scenario comparisons, migration steps.


🔌 MCP server

Start the MCP server on stdio:

sigmap --mcp

Available tools

Tool Input Output
read_context { module?: string } Signatures for one module or entire codebase
search_signatures { query: string } Matching signatures with file paths
get_map { type: "imports"|"classes"|"routes" } Structural section from PROJECT_MAP.md
explain_file { path: string } Signatures + imports + reverse callers for one file
list_modules Token-count table of all top-level module directories
create_checkpoint { summary: string } Write a session checkpoint to .context/
get_routing Full model routing table
query_context { query: string, topK?: number } Files ranked by relevance to the query

Reads files on every call — no stale state, no restart needed.

📖 Setup guide: docs/readmes/MCP_SETUP.md


⚙️ CLI reference

See CHANGELOG.md for the full history.

All flags are the same regardless of how you invoke SigMap — swap the prefix to match your install:

sigmap · npx sigmap · gen-context · node gen-context.js

All flags
sigmap                                        Generate once and exit
sigmap --watch                                Generate and watch for file changes
sigmap --setup                                Generate + install git hook + start watcher
sigmap --diff                                 Generate context for git-changed files only
sigmap --diff --staged                        Staged files only (pre-commit check)
sigmap --mcp                                  Start MCP server on stdio

sigmap --query "<text>"                       Rank files by relevance to a query
sigmap --query "<text>" --json                Ranked results as JSON
sigmap --query "<text>" --top <n>             Limit results to top N files (default 10)

sigmap --analyze                              Per-file breakdown (sigs / tokens / extractor / coverage)
sigmap --analyze --json                       Analysis as JSON
sigmap --analyze --slow                       Include extraction timing per file
sigmap --diagnose-extractors                  Self-test all 21 extractors against fixtures

sigmap --benchmark                            Run retrieval quality benchmark (hit@5 / MRR)
sigmap --benchmark --json                     Benchmark results as JSON
sigmap --eval                                 Alias for --benchmark

sigmap --report                               Token reduction stats
sigmap --report --json                        Structured JSON report (exits 1 if over budget)
sigmap --report --history                     Usage log summary
sigmap --report --history --json              Usage history as JSON

sigmap --health                               Composite health score (0–100, grade A–D)
sigmap --health --json                        Machine-readable health JSON

sigmap --suggest-tool "<task>"                Recommend model tier for a task
sigmap --suggest-tool "<task>" --json         Machine-readable tier recommendation

sigmap --monorepo                             Per-package context for monorepos (packages/, apps/, services/)
sigmap --each                                 Process each sub-repo under a parent directory
sigmap --routing                              Include model routing hints in output
sigmap --format cache                         Write Anthropic prompt-cache JSON
sigmap --track                                Append run metrics to .context/usage.ndjson

sigmap --init                                 Write config + .contextignore scaffold
sigmap --version                              Version string
sigmap --help                                 Usage information

Task classification — --suggest-tool

sigmap --suggest-tool "security audit of the auth module"
# tier   : powerful
# models : claude-opus-4-6, gpt-5-4, gemini-2-5-pro

sigmap --suggest-tool "fix a typo in the yaml config" --json
# {"tier":"fast","label":"Fast (low-cost)","models":"claude-haiku-4-5, ...","costHint":"~$0.0008 / 1K tokens"}

Tiers: fast (config/markup/typos) · balanced (features/tests/debug) · powerful (architecture/security/multi-file)


🔒 Security scanning

SigMap automatically redacts secrets from all extracted signatures. Ten patterns are checked on every file:

Pattern Example match
AWS Access Key AKIA...
AWS Secret Key 40-char base64
GCP API Key AIza...
GitHub Token ghp_... gho_...
JWT eyJ...
DB Connection String postgres://user:pass@...
SSH Private Key -----BEGIN ... PRIVATE KEY-----
Stripe Key sk_live_... sk_test_...
Twilio Key SK[32 hex chars]
Generic secret password = "...", api_key: "..."

If a match is found, the signature is replaced with [REDACTED — {pattern} detected in {file}]. The run continues — no silent failures.


⚙️ Configuration

Copy gen-context.config.json.example to gen-context.config.json:

{
  "output": ".github/copilot-instructions.md",
  "srcDirs": ["src", "app", "lib"],
  "maxTokens": 6000,
  "outputs": ["copilot"],
  "secretScan": true,
  "strategy": "full",
  "watchDebounce": 300,
  "tracking": false
}

Key fields:

  • output — custom path for the primary markdown output file (used by copilot adapter). Default: .github/copilot-instructions.md
  • outputs — which adapters to write to: copilot | claude | cursor | windsurf
  • srcDirs — directories to scan (relative to project root)
  • maxTokens — max tokens in final output before budget enforcement
  • secretScan — redact secrets (AWS keys, tokens, etc.) from output
  • strategy — output mode: full (default) | per-module | hot-cold

Exclusions go in .contextignore (gitignore syntax). Also reads .repomixignore if present.

# .contextignore
node_modules/
dist/
build/
*.generated.*
test/fixtures/

Run sigmap --init to scaffold both files in one step.

Output targets

Key Output file Read by
"copilot" .github/copilot-instructions.md (or custom path via output) GitHub Copilot
"claude" CLAUDE.md (appends below marker) Claude Code
"cursor" .cursorrules Cursor
"windsurf" .windsurfrules Windsurf

The output config key sets the primary output file path. It is used by the copilot adapter when enabled. Other adapters always write to their fixed paths.

Example:

{
  "output": ".context/ai-context.md",
  "outputs": ["copilot"]
}

This writes to .context/ai-context.md instead of .github/copilot-instructions.md.

If output is omitted, the default .github/copilot-instructions.md is used.

📊 Observability

# Append run metrics to .context/usage.ndjson
sigmap --track

# Structured JSON report for CI (exits 1 if over budget)
sigmap --report --json
# { "version": "2.0.0", "finalTokens": 3200, "reductionPct": 92.4, "overBudget": false }

# Composite health score
sigmap --health
# score: 95/100 (grade A) | reduction: 91.2% | 1 day since regen | 47 runs

Self-healing CI

Copy examples/self-healing-github-action.yml to .github/workflows/ to auto-regenerate context when:

  • Context file is more than 7 days old (always active)
  • Copilot acceptance rate drops below 30% (requires COPILOT_API_TOKEN — GitHub Enterprise)
- name: SigMap health check
  run: sigmap --health --json
- name: Regenerate context
  run: sigmap

📖 Full guide: docs/readmes/ENTERPRISE_SETUP.md

Prompt caching — 60% API cost reduction

sigmap --format cache
# Writes: .github/copilot-instructions.cache.json
# Format: { type: 'text', text: '...', cache_control: { type: 'ephemeral' } }

📖 Full guide: docs/readmes/REPOMIX_CACHE.md


📦 Programmatic API

Use SigMap as a library — no CLI subprocess needed:

const { extract, rank, buildSigIndex, scan, score } = require('sigmap');

// Extract signatures from source code
const sigs = extract('function hello() {}', 'javascript');

// Build an index and rank files by query
const index = buildSigIndex('/path/to/project');
const results = rank('authentication middleware', index);

// Scan signatures for secrets before storing
const { safe, redacted } = scan(sigs, 'src/config.ts');

// Get a composite health score for a project
const health = score('/path/to/project');

📖 Full API reference: packages/core/README.md


🧪 Testing

# All 21 language extractors
node test/run.js

# Single language
node test/run.js typescript

# Regenerate expected outputs after extractor changes
node test/run.js --update

# Full integration suite
node test/integration/all.js

Validation gates

# Gate 1 — all tests pass
node test/run.js
# Expected: 21/21 PASS

# Gate 2 — zero external dependencies
grep "require(" gen-context.js | grep -v "^.*//.*require"
# Expected: only fs, path, assert, os, crypto, child_process, readline

# Gate 3 — MCP server responds correctly
echo '{"jsonrpc":"2.0","method":"tools/list","id":1}' | node gen-context.js --mcp
# Expected: valid JSON with 8 tools

# Gate 4 — npm artifact is clean
npm pack --dry-run
# Expected: no test/, docs/, vscode-extension/ in output

📁 Project structure

sigmap/
│
├── gen-context.js               ← PRIMARY ENTRY POINT — single file, zero deps
├── gen-project-map.js           ← import graph, class hierarchy, route table
│
├── packages/
│   ├── core/                    ← programmatic API — require('sigmap') (v2.4)
│   │   └── index.js             ← extract, rank, buildSigIndex, scan, score
│   └── cli/                     ← thin CLI wrapper / v3 compat shim (v2.4)
│
├── src/
│   ├── extractors/              ← 21 language extractors (one file per language)
│   ├── retrieval/               ← query-aware ranker + tokenizer (v2.3)
│   ├── eval/                    ← benchmark runner + scorer (v2.1), analyzer (v2.2)
│   ├── mcp/                     ← MCP stdio server — 8 tools
│   ├── security/                ← secret scanner — 10 patterns
│   ├── routing/                 ← model routing hints
│   ├── tracking/                ← NDJSON usage logger
│   ├── health/                  ← composite health scorer
│   ├── format/                  ← Anthropic prompt-cache formatter
│   └── config/                  ← config loader + defaults
│
├── vscode-extension/            ← VS Code extension (v1.5)
│   ├── package.json             ← manifest — commands, settings, activation
│   └── src/extension.js         ← status bar, stale notification, commands
│
├── test/
│   ├── fixtures/                ← one source file per language
│   ├── expected/                ← expected extractor output
│   ├── run.js                   ← zero-dep test runner
│   └── integration/             ← 20 integration test files (304 tests)
│
├── docs/                        ← documentation site (GitHub Pages)
│   ├── index.html               ← homepage
│   ├── quick-start.html
│   ├── strategies.html
│   ├── languages.html
│   ├── roadmap.html
│   └── repomix.html
│
├── scripts/
│   ├── ci-update.sh             ← CI pipeline helper
│   └── release.sh               ← version bump + npm publish helper
│
├── examples/
│   ├── self-healing-github-action.yml
│   ├── github-action.yml            ← ready-to-use CI workflow
│   └── claude-code-settings.json    ← MCP server config example
│
├── .npmignore                   ← excludes docs/, test/, vscode-extension/ from publish
├── .contextignore.example       ← exclusion template
└── gen-context.config.json.example ← annotated config reference

🏗 Principles

Principle Implementation
Zero npm dependencies npx sigmap on any machine — no install required. Or use the standalone binary for zero Node.js dependency.
Never throw All extractors return [] on any error — the run always completes
Deterministic No AI or LLM involved in extraction — only regex + Node built-ins
Repomix is a companion Use both tools; SigMap never replaces Repomix
No telemetry Never phones home; all state is files in your repo
Local-first No cloud service, no database, no accounts

🤝 Contributing

See CONTRIBUTING.md for how to add a language extractor or new feature.

Every extractor follows the same contract:

module.exports = { extract };
function extract(src) {   // src: string → string[]
  if (!src || typeof src !== 'string') return [];
  // ... regex extraction only — no external dependencies ...
  return sigs.slice(0, 25);  // never more than 25 signatures per file
}

⭐ Support

If SigMap saves you context or API spend, a ⭐ on GitHub helps others find it.


📄 License

MIT © 2026 Manoj Mallick · Made in Amsterdam 🇳🇱


If SigMap saves you time — a ⭐ on GitHub helps others find it.

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97% token reduction for AI coding sessions — zero deps, 21 languages, MCP server

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