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context-optimizer

MCP Tool

anshmajumdar121/context-optimizer

Reduce Claude AI token consumption by 5x-27x using prompt-native workflows and structural code manifests

Install

$ npx loaditout add anshmajumdar121/context-optimizer

Platform-specific configuration:

.claude/settings.json
{
  "mcpServers": {
    "context-optimizer": {
      "command": "npx",
      "args": [
        "-y",
        "context-optimizer"
      ]
    }
  }
}

Add the config above to .claude/settings.json under the mcpServers key.

About

๐Ÿง  Context Optimizer for Claude AI

> Reduce token consumption by 5xโ€“27x in Claude Desktop/Web using prompt-native workflows + a lightweight local manifest generator.

[](https://opensource.org/licenses/MIT) [](https://www.python.org/downloads/) [](https://claude.ai) [](CONTRIBUTING.md)

๐ŸŒ [Live Preview](https://anshmajumdar121.github.io/context-optimizer/) โ€” See the interactive documentation

---

โœจ Why This Exists

Claude has a 200K token context window โ€” but burning 20K tokens just to show a directory structure is wasteful. This toolkit teaches Claude to fetch only what it needs, compress what it sees, and reason structurally instead of reading raw files.

No API hacks. No leaked code. No reverse engineering. Just official Claude features (Custom Instructions + Projects + Knowledge) and a lightweight local indexer.

๐Ÿ˜ฑ The Problem

Most AI tools waste tokens by reading your entire project. Context Optimizer uses a structural graph to fetch only what matters.

*Comparison: Without Graph (13,205 tokens) vs With Graph (1,928 tokens)*

---

๐Ÿ“Š Real-World Savings

| Scenario | Before (tokens) | After (tokens) | Reduction | |----------|----------------|----------------|-----------| | Code review (3 files) | ~18,000 | ~1,200 | 15x | | Debug a function | ~8,000 | ~400 | 20x | | Plan a feature (5+ files) | ~35,000 | ~1,800 | 19x | | Full monorepo analysis | ~80,000 | ~3,500 | 22x |

*Measured on Claude 3.5 Sonnet with typical prompts*

---

๐Ÿš€ Quick Start (30 seconds)
# 1. Clone the repo
git clone https://github.com/yourusername/context-optimi

Tags

ai-assistantai-cost-reductionanthropicchatgptclaude-aicode-analysiscontext-windowdeveloper-toolsllm-efficiencymcpmodel-context-protocolopenaiproductivityprompt-engineeringtoken-optimization

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Last updated6 days ago
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Details

Sourcegithub-crawl
Last commit4/7/2026
View on GitHubโ†’

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