Reflex-based memory system for AI agents - retrieval through activation, not search
Project description
🐶 PugBrain: Reflex-based Neural Memory
Reflex-based memory system for AI agents — retrieval through activation, not search.
PugBrain is a hybrid neural-vector memory system designed for long-term agent continuity. It combines graph relationships with vector embeddings to simulate "reflexive" recall.
🚀 Quick Start
pip install "pug-brain[server]"
🛠 Features
- Hybrid Retrieval: Neural graph + Vector similarity.
- Built-in Dashboard: Visualize memory clusters and agent habits.
- MCP Support: Ready for Claude Desktop and OpenClaw.
- Pluggable Backends: SQLite (default), Neo4j, FalkorDB, ChromaDB.
🖥 Dashboard
Serve the memory system with a built-in UI:
pugbrain serve --port 18790
Visit: http://localhost:18790/ui
🧠 Core Philosophy
Memory shouldn't be a database query; it should be an activation signal. PugBrain treats entities as neurons that "fire" based on context.
Created by PugBrain Contributors. Woof! 🐶
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file pug_brain-2.27.5.tar.gz.
File metadata
- Download URL: pug_brain-2.27.5.tar.gz
- Upload date:
- Size: 2.0 MB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
5e38daaf8ed12ca976d6d6ca4b1525a1bfb756a305e2d783d11cffb0825d7a18
|
|
| MD5 |
d9686dd994c31d3062a7c0fbf8ce863c
|
|
| BLAKE2b-256 |
a7035f5c0b74634ce50f03c2e124ae9f96e02ecfef06f9698ae6b6cc05a9ee7b
|
Provenance
The following attestation bundles were made for pug_brain-2.27.5.tar.gz:
Publisher:
release.yml on tannht/pug-brain
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pug_brain-2.27.5.tar.gz -
Subject digest:
5e38daaf8ed12ca976d6d6ca4b1525a1bfb756a305e2d783d11cffb0825d7a18 - Sigstore transparency entry: 1059759451
- Sigstore integration time:
-
Permalink:
tannht/pug-brain@dd8118782444353ec8321c3eb47fcaad26982065 -
Branch / Tag:
refs/heads/pug-master - Owner: https://github.com/tannht
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yml@dd8118782444353ec8321c3eb47fcaad26982065 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pug_brain-2.27.5-py3-none-any.whl.
File metadata
- Download URL: pug_brain-2.27.5-py3-none-any.whl
- Upload date:
- Size: 704.9 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
723a9defd11d54e5bbbbdc07ce8ea8dcad18c2738e220b6224e819613fc0502d
|
|
| MD5 |
e89309fc9293b1287697cbf9fe24bd3e
|
|
| BLAKE2b-256 |
d336522a1725f038ef0b4201801ca026c455e9273539293055fa3b8943e75563
|
Provenance
The following attestation bundles were made for pug_brain-2.27.5-py3-none-any.whl:
Publisher:
release.yml on tannht/pug-brain
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pug_brain-2.27.5-py3-none-any.whl -
Subject digest:
723a9defd11d54e5bbbbdc07ce8ea8dcad18c2738e220b6224e819613fc0502d - Sigstore transparency entry: 1059759452
- Sigstore integration time:
-
Permalink:
tannht/pug-brain@dd8118782444353ec8321c3eb47fcaad26982065 -
Branch / Tag:
refs/heads/pug-master - Owner: https://github.com/tannht
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yml@dd8118782444353ec8321c3eb47fcaad26982065 -
Trigger Event:
workflow_dispatch
-
Statement type:
