{"repo":"Percolation-Labs/percolate","free":true,"listed":false,"github":"https://github.com/Percolation-Labs/percolate","clone":"git clone https://github.com/Percolation-Labs/percolate.git","description":"An agentic orchestrator *inside* a relational-vector-graph/key-value database!","language":"Python","stars":61,"topics":["ai","graph","llm","postgresql","python3","vector-database"],"license":"MIT","category":"databases-storage","readme_excerpt":"Percolate - Build your AI directly in multi-modal Postgres --- Keep in touch - Substack - Medium - Bluesky - Docs - Youtube - Percolation Labs --- Percolate is a relational-vector-graph/key-value database for building agentic systems. It provides a foundation for you to manage tools, models and agents in one place and build applications that scale in complexity. Percolate pushes agentic workflows into the data tier, leading to a simpler application tier. - Get set up in a few minutes by launching the Percolate instance on docker. - Use the cli from source to initialize data within your local instance (see notes below). - Use Percolate with your preferred Postgres client, without any other programming language. When you interact with language models in Percolate, conversations are logged in your instance for audit, analysis and optimization. We create new Session records with user questions and track each AIResponse , which may include tool calls and evaluations. One of the ways Percolate is useful is for resuming and replaying sessions or getting a better understanding of the payloads that are sent to LLM Apis. Outside the database, use your preferred language Percolate focuses on building agents from the data tier. But you can use Python too. To create a Python agent (and also register it in the database) follow the example below. Below you will see an example of adding an agent that uses the get pet findByStatus function - (we show how to register functions and apis below) ","default_branch":null,"files":null,"tree":[],"storefront":"/r/Percolation-Labs","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Percolation-Labs/percolate/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}