npm package discovery and stats viewer.

Discover Tips

  • General search

    [free text search, go nuts!]

  • Package details

    pkg:[package-name]

  • User packages

    @[username]

Sponsor

Optimize Toolset

I’ve always been into building performant and accessible sites, but lately I’ve been taking it extremely seriously. So much so that I’ve been building a tool to help me optimize and monitor the sites that I build to make sure that I’m making an attempt to offer the best experience to those who visit them. If you’re into performant, accessible and SEO friendly sites, you might like it too! You can check it out at Optimize Toolset.

About

Hi, 👋, I’m Ryan Hefner  and I built this site for me, and you! The goal of this site was to provide an easy way for me to check the stats on my npm packages, both for prioritizing issues and updates, and to give me a little kick in the pants to keep up on stuff.

As I was building it, I realized that I was actually using the tool to build the tool, and figured I might as well put this out there and hopefully others will find it to be a fast and useful way to search and browse npm packages as I have.

If you’re interested in other things I’m working on, follow me on Twitter or check out the open source projects I’ve been publishing on GitHub.

I am also working on a Twitter bot for this site to tweet the most popular, newest, random packages from npm. Please follow that account now and it will start sending out packages soon–ish.

Open Software & Tools

This site wouldn’t be possible without the immense generosity and tireless efforts from the people who make contributions to the world and share their work via open source initiatives. Thank you 🙏

© 2026 – Pkg Stats / Ryan Hefner

polyg-mcp

v0.1.1

Published

Multi-Graph Agent Memory via MCP - The memory system that understands causality

Downloads

28

Readme

polyg-mcp

The memory system that understands causality.

Ask "why did auth fail?" and get a traced causal chain — not just similar documents.

npm version License: MIT


Quick Start

1. Start FalkorDB

docker run -p 6379:6379 falkordb/falkordb

2. Run polyg-mcp

npx polyg-mcp

That's it. The MCP server is now running.


Connect to Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "polyg": {
      "command": "npx",
      "args": ["polyg-mcp"],
      "env": {
        "OPENAI_API_KEY": "your-key-here",
        "FALKORDB_HOST": "localhost",
        "FALKORDB_PORT": "6379"
      }
    }
  }
}

What Makes polyg-mcp Different?

Most memory systems return similar documents. polyg-mcp traces causal chains:

"Why did the auth service fail?"

JWT_SECRET removed → deployment missing secret → CrashLoopBackOff → 503s → dashboard down
     ↓ 100%              ↓ 100%                      ↓ 95%           ↓ 90%

Four Graphs Working Together

| Graph | What it answers | |-------|-----------------| | Semantic | "What do we know about X?" | | Entity | "What depends on what?" | | Temporal | "What happened when?" | | Causal | "Why did X happen?" |


Environment Variables

| Variable | Required | Default | Description | |----------|----------|---------|-------------| | OPENAI_API_KEY | Yes | - | For embeddings and LLM calls | | FALKORDB_HOST | No | localhost | FalkorDB host | | FALKORDB_PORT | No | 6379 | FalkorDB port | | EMBEDDING_MODEL | No | text-embedding-3-small | OpenAI embedding model | | LLM_MODEL | No | gpt-4o-mini | OpenAI LLM model |


MCP Tools

Retrieval (6 tools)

semantic_search · entity_lookup · temporal_expand · causal_expand · subgraph_merge · linearize_context

Write (7 tools)

remember · add_entity · add_event · add_fact · add_concept · add_causal_link · link_entities

Admin (2 tools)

get_statistics · clear_graph


Links


License

MIT © Captain-Jay29