MBHub P2P MEMORY
Sovereign Network Active · v1.0.0 Zero Telemetry

Solved Once. Stored Once.
Served Forever.

Every day, server farms burn millions of dollars re-computing identical answers. MBHub is a decentralized, serverless peer-to-peer collective memory layer. Once a question is answered by any node, it is cryptographically sealed, cached in the global swarm, and served at sub-5ms latency for free.

$ curl -fsSL https://mbhub.dev/install.sh | bash
Explore Answered Inquiries (5) How It Works (L1 · L2 · L3)
5
Verified Inquiries
< 5 ms
L1 Shard Lookup
≤ 600 ms
P2P Swarm Retrieval
$0.00
Collective Token Toll
Live Commons Feed

Collective AI Memory Inquiries

Atomic questions verified against canonical BLAKE3 content-hashes and served from edge shards.

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Browse Full Memory Archive (5 Inquiries) →
1. Manifesto & Vision

Solved Once, Served Forever

Every day across the globe, millions of individuals submit identical, atomic questions to commercial AI model APIs: "How do I implement distributed consensus in Rust?", "How does CRISPR-Cas9 locate its target DNA sequence?", or "What are the foundational trade-offs between zk-SNARKs and zk-STARKs?". Every single second, server farms incinerate billions of tokens and megawatts of electricity re-computing solutions that have already been definitively answered thousands of times over.

The Core Law of MBHub: A question solved once is stored once, cryptographically verified, and served forever from the collective peer-to-peer memory layer—instantly, censorship-free, and at zero marginal cost.

MBHub is not a commercial product. It has no central servers, no user accounts, no tracking cookies, no telemetry beacons, and no corporate backdoors. It is free, sovereign, open-source software that operates as an autonomous, self-regulating node directly on your machine.

2. Architecture

The Three-Tier Response Pipeline (L1 · L2 · L3)

When you ask a question in MBHub, the client executes a graduated 3-layer resolution pipeline engineered to resolve inquiries as close to your machine as possible:

L1

Local Shard

0 to 5 ms

Embedded SQLite cache on local disk. Pre-existing answers are retrieved via 64-bit SimHash Hamming distance without touching the internet or spending tokens.

  • Storage: Zero-latency embedded SQLite
  • Privacy: Query never leaves your machine
  • Cost: $0.00 / 0 tokens
L2

P2P Swarm

≤ 600 ms

Decentralized libp2p mesh. If any peer worldwide has verified this solution, it is retrieved over Noise-encrypted TCP channels and verified with BLAKE3 hashes.

  • Transport: libp2p + Noise encrypted streams
  • Verification: Cryptographic BLAKE3 hash matching
  • Cost: $0.00 / Peer-to-peer exchange
L3

Live AI Fallback

BYOK Frontier

If an inquiry has never been solved anywhere on the swarm, your configured AI API key (OpenAI, Anthropic, DeepSeek, Gemini) runs live inference and broadcasts the verified result.

  • Models: DeepSeek, Claude 3.7, GPT-4o, Gemini 2.5
  • Contribution: Once solved, shared with the collective
  • Privacy: Double DLP scan filters keys before sharing
3. Storage Organism

Living Shards & Embedded SQLite

In MBHub, the embedded database is an active, breathing organism that continuously listens to the network, learns, and curates knowledge. Each peer establishes a local disk quota (default 1 GB, expandable to 100 GB+ without artificial ceiling).

Query Locality Mode (Default)

Your node continuously monitors the P2P swarm, capturing incoming answers that are semantically adjacent to your topics of interest. Your shard evolves into a dense, bespoke research library tailored to your field of work.

Blind Swarm Mode (Maximum Anonymity)

Query profiling can be disabled entirely. The node stores randomly assigned network shards with zero semantic bias and evicts records strictly on FIFO. Forensic inspection reveals zero clues about your intellectual inquiries.

4. Developer Integration

MCP Server: Connect Cursor, Claude Desktop, and IDEs

MBHub includes a native Model Context Protocol (MCP) server. You can connect your coding agents (Cursor, Claude Desktop, VS Code, Windsurf) directly to MBHub so they query your local & collective memory before burning cloud tokens.

claude_desktop_config.json / cursor_mcp.json 
{
  "mcpServers": {
    "mbhub": {
      "command": "mbhub",
      "args": ["mcp"]
    }
  }
}
5. Installation

Download & Run Your Node

MBHub is distributed as a single static binary with zero external runtime dependencies.

One-Line Shell Installer (Linux / macOS)

curl -fsSL https://mbhub.dev/install.sh | bash

Build from Source via Cargo

git clone https://github.com/srcns/mbhub.git
cd mbhub
cargo build --release
sudo cp target/release/mbhub /usr/local/bin/
6. FAQ

Frequently Asked Questions

Does MBHub send my questions or API keys to a central server?

No. There is no central server, no analytics, and no telemetry. All API credentials remain strictly on your local disk. Outgoing peer queries never include your credentials, and an integrated DLP scanner verifies that sensitive patterns are never shared with the swarm.

How does SimHash similarity matching work?

SimHash produces a 64-bit integer fingerprint for every question. If a new question has a Hamming distance of 3 or fewer bit differences, it represents near-identical semantic intent and can be resolved instantly from cache.

Can anyone poison the network with false or malicious answers?

Every response is sealed with a BLAKE3 content hash and signed with the generating node's Ed25519 identity. Nodes maintain cryptographic peer reputation; poisoned or corrupted packets are immediately dropped and reported as tombstones.

View Terms of Service & Legal Framework

MBHub is sovereign, free, open-source software released under the MIT License. Operates autonomously with zero central operators. Inquiries shared to the public collective commons are permanently cryptographic and public.

View Full MIT License on GitHub →