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mcp-compress

First MCP server for data compression. 60x compression on docs, 30x on SQL, 20x on logs. Zero dependencies. Lossless. Auto-picks best algorithm. 7 tools for any AI agent.

Install / Use

claude mcp add ShipItAndPray -- npx -y github:ShipItAndPray/mcp-compress

If the server publishes to npm under a different name, use that package instead — check the repo README.

About this skill
🔌

MCP Server

Model Context Protocol server

Quality Score

74/100

Supported Platforms

Claude Code
Claude Desktop

Tags

Our assessment of mcp-compress

mcp-compress scores 74/100 on our quality scale, 544th of 600 Data & Analytics skills we index.

Its MCP Server is 4.0 KB long, well organised into 12 sections with 8 code examples: a solid amount of guidance for an agent.

It has 3 GitHub stars, so there is little community track record yet; judge it on its content.

Substance
26/30
Structure
20/20
Description
15/15
Adoption
3/20
Freshness
11/15

Maintenance, license and trust

  • The repository was last updated about 7 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.
  • It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 86/100, with 2 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands.

Automated pattern scan on 2026-10-29. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

mcp-compress compared with similar skills

All 4 of these similar skills score higher than mcp-compress; compare them before choosing.

SkillScoreStarsUpdatedFormat
mcp-compress (this skill)by ShipItAndPray7437mo agoMCP Server
Agent-Reachby Panniantong100105.7k4d agoCLAUDE.md
claude-memby thedotmack100104.1ktodayCLAUDE.md
headroomby headroomlabs-ai10078.2ktodayCLAUDE.md
CowAgentby zhayujie10047.7ktodayCLAUDE.md

Frequently asked questions

How do I install mcp-compress?
Run claude mcp add ShipItAndPray -- npx -y github:ShipItAndPray/mcp-compress. The install tabs above show the steps for each supported agent.
Which AI agents does mcp-compress work with?
It is written for Claude Code and Claude Desktop, as a MCP Server file. Other agents that read the same format can often use it too.
Is mcp-compress safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. It is MIT-licensed and scores 86/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is mcp-compress still maintained?
The repository was last updated about 7 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.

mcp-compress

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

  1. Auto-algorithm selection — tests gzip, brotli, and deflate on your data, picks the smallest result
  2. Brotli wins 90% of the time — purpose-built for text, consistently 20-40% smaller than gzip
  3. Compressed key-value store — store/retrieve gives agents persistent compressed storage at ~/.mcp-compress/
  4. Shannon entropy analysis — analyze tells 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

Related Skills

View on GitHub
GitHub Stars3
CategoryData
Updated7mo ago
Forks1

Languages

JavaScript

Trust signals

86/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

2 low