orbmem 1.0.4

OrbMem – A lightweight Cognitive Memory & Vector framework (Memory, Vectors, Graph, Safety).

OCDB — Cognitive Database Framework

OCDB (Orbynt Cognitive Database) is a lightweight, modular framework that combines 🧠 Memory, 🔍 Vector Search, 🕸 Graph Reasoning, and 🛡 Safety Scanning into a single Python package.

Designed for:

• AI agents
• Chatbots
• Automation systems
• Reasoning pipelines
• Personal assistants
• Any system that needs context, memory, search, and safety

This is the local developer version for PyPI. A fully hosted OCDB Cloud Platform will launch separately.

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✨ Features

🧠 1. Memory Engine

Store and retrieve structured memory using a simple API.

from ocdb.core.ocdb import OCDB

ocdb = OCDB()
ocdb.memory_set("name", {"value": "Abhishek"})
print(ocdb.memory_get("name"))

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🔍 2. Vector Search (FAISS local engine)

Semantic search powered by FAISS.

ocdb.vector_engine.add_text("hello world", {"id": "1"})
results = ocdb.vector_search("hello", k=3)

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🕸 3. Graph Engine (NetworkX)

Build reasoning trees or node-based logic.

ocdb.graph_add("root", "Start")
ocdb.graph_add("child", "Next", parent="root")

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🛡 4. Safety Engine

Simple text-safety scanning with MongoDB + time-series tracking.

events = ocdb.safety_scan("This is a sample text")

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📦 Installation

pip install orbmem

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📁 Project Structure

ocdb/
 ├── core/        # Config, auth, high-level OCDB interface
 ├── engines/     # Memory, vector, graph, safety engines
 ├── models/      # Memory & safety models
 ├── utils/       # Helpers, exceptions, logging
 └── db/          # Database connectors (Mongo, Neo4j, Postgres, Redis)

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🚀 Quickstart Example

from ocdb.core.ocdb import OCDB

ocdb = OCDB()

# Memory
ocdb.memory_set("demo", {"text": "Hello OCDB"})
print(ocdb.memory_get("demo"))

# Vector
ocdb.vector_engine.add_text("Abhishek is building OCDB", {"id": "vec1"})
print(ocdb.vector_search("Abhishek"))

# Graph
ocdb.graph_add("n1", "Start")
ocdb.graph_add("n2", "Next", parent="n1")

# Safety
print(ocdb.safety_scan("Harmless text"))

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📝license

This project is released under the MIT License.
See the LICENSE file for full terms.

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👨‍💻 Author

Tetala Lakshmi Abhishek Reddy
Creator of OCDB
📧Email: [e-mail]

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⭐ Support OCDB

f you like this project, please star the repository and share it!
The OCDB Cloud Dashboard + Hosted API is coming soon… 🚀