ShipItAndPray/mcp-compress
FreeNot checkedData compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependen
About
Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependencies.
README
The first MCP server for data compression. Gives any AI agent the ability to compress, decompress, analyze, and store data.
10,000+ MCP servers exist. Zero for compression. This is the first.
Zero dependencies. Pure Node.js. Lossless round-trip. Auto-picks the best algorithm.
Benchmarks
Real results on real data types:
| Data Type | Original | Compressed | Ratio | Saved |
|---|---|---|---|---|
| Markdown docs (15KB) | 31.2 KB | 0.5 KB | 60.7x | 98.4% |
| Repeated config (2KB) | 5.4 KB | 0.1 KB | 51.9x | 98.1% |
| SQL query results (8KB) | 18.9 KB | 0.6 KB | 30.4x | 96.7% |
| Log files (20KB) | 33.3 KB | 1.7 KB | 19.9x | 95.0% |
| JSON API response (10KB) | 26.7 KB | 2.6 KB | 10.2x | 90.2% |
| Time-series prices (4KB) | 20.5 KB | 3.0 KB | 6.9x | 85.5% |
| CSV data (5KB) | 8.1 KB | 2.4 KB | 3.4x | 70.5% |
Every compression is lossless — decompress returns the exact original, byte-for-byte.
Install
Claude Code
Add to ~/.claude/settings.json:
{
"mcpServers": {
"compress": {
"command": "npx",
"args": ["-y", "mcp-compress"]
}
}
}
OpenClaw / Any MCP Client
npx mcp-compress
Speaks MCP protocol over stdio. Works with any MCP-compatible AI agent.
From Source
git clone https://github.com/ShipItAndPray/mcp-compress.git
cd mcp-compress
node index.js
Tools
7 tools available to any connected agent:
| Tool | What it does |
|---|---|
compress |
Compress text/JSON/CSV. Auto-picks best algorithm (gzip, brotli, deflate). Returns base64 + ratio. |
decompress |
Decompress back to original. Lossless round-trip verified. |
analyze |
Shannon entropy, compressibility rating, all algorithms compared, recommendation. |
store |
Compress and persist to disk with a key. Compressed key-value store for agents. |
retrieve |
Decompress and return stored data by key. |
list |
List all stored items with sizes and compression ratios. |
stats |
Total items stored, bytes saved, overall compression ratio. |
Usage Examples
Compress a large API response:
compress(data: "<10KB JSON>", algorithm: "auto")
→ { ratio: "10.2x", saved_percent: "90.2%", algorithm: "brotli" }
Analyze before compressing:
analyze(data: "<your data>")
→ { compressibility: "HIGH", best_ratio: "30.4x", recommendation: "compress everything" }
Store data for later retrieval:
store(data: "<research notes>", name: "market-analysis")
→ { key: "market-analysis", ratio: "8.3x", saved: "12,450 bytes" }
retrieve(key: "market-analysis")
→ { data: "<original research notes>" }
Check what you've stored:
stats()
→ { stored_items: 14, total_saved_bytes: 284102, overall_ratio: "11.2x" }
Why This Exists
- AI agents generate and consume massive amounts of text — API responses, code, docs, data
- Context windows are expensive. Compressed storage = more data in less space = lower cost.
- MCP is the standard protocol for AI agent tools. 10,000+ servers, none for compression.
- Auto-algorithm selection means the agent doesn't need to know anything about compression — it just works.
How It Works
- Auto-algorithm selection — tests gzip, brotli, and deflate on your data, picks the smallest result
- Brotli wins 90% of the time — purpose-built for text, consistently 20-40% smaller than gzip
- Compressed key-value store —
store/retrievegives agents persistent compressed storage at~/.mcp-compress/ - Shannon entropy analysis —
analyzetells you if compression is even worth it before you do it
Test Results
10/10 evals passing:
✓ Initialize returns protocol version
✓ Lists all 7 tools
✓ Compress returns valid base64 and ratio > 1x
✓ Round-trip is lossless
✓ Analyze returns compressibility recommendation
✓ Store and retrieve preserves data
✓ Stats returns valid counts
✓ List shows stored items
✓ Auto picks smallest algorithm
✓ Handles 100KB+ data
License
MIT
Installing ShipItAndPray/mcp-compress
This server has no published package — it is built from source. Open the repository and follow its README.
▸ github.com/ShipItAndPray/mcp-compressFAQ
Is ShipItAndPray/mcp-compress MCP free?
Yes, ShipItAndPray/mcp-compress MCP is free — one-click install via Unyly at no cost.
Does ShipItAndPray/mcp-compress need an API key?
No, ShipItAndPray/mcp-compress runs without API keys or environment variables.
Is ShipItAndPray/mcp-compress hosted or self-hosted?
Self-hosted: the server runs locally on your machine via the install command above.
How do I install ShipItAndPray/mcp-compress in Claude Desktop, Claude Code or Cursor?
Open ShipItAndPray/mcp-compress 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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