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langroid

langroid/langroid

Harness LLMs with Multi-Agent Programming

GraphCanon updated 1w · GitHub synced 1w

4.1k stars390 forksLast push 3w Python MIT

Decision brief

Langroid specializes in multi-agent systems with large language models, providing a Python framework for function-calling and chat integrations.

Good fit when

  • You need to integrate multiple agents working with large language models.
  • Your project involves complex information retrieval tasks augmented by AI.

Avoid when

  • You require support for a broad range of programming languages beyond Python.
  • The project scope does not include multi-agent interactions or function-calling capabilities.

Observed Jul 12, 2026 · Source: enrich:decision_facts

Verify the decision

Adoption

Package downloads where a registry match exists. GitHub stars (4,090) are secondary evidence.

Docker Hub pulls (30d)
19,819·Docker Hub API·1w

Maintenance and security

Full trust report
Maintenance
Active (8d since push)
As of 1w
Provenance
Not a fork · Organization account
As of 1w
Security (OSV)
2 low (2 low)
As of 1mo

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install langroid
PyPI

How it fits your stack(1)

Typed graph edges - alternatives, integrations, successors, and dependencies. Ranked by relationship type, not raw GitHub stars.

Similar tools

Same-category neighbours not already linked as typed edges.

Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

Langroid is a Python-based framework designed for multi-agent programming and leveraging large language models (LLMs) such as OpenAI's models. It supports various functionalities including function-calling, information retrieval, and chat functionality with databases.

Capability facts

Deploy
Self-host

Source: dockerfile:Dockerfile · Aug 7, 2026

Docker
Dockerfile present

Source: dockerfile:Dockerfile · Aug 7, 2026

Languages
python

Source: github.language+pyproject.toml · Aug 7, 2026

Categories

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Aug 7, 2026)

Langroid requires Python 3.11+. We recommend using a virtual environment.
Source link

Tags

README

Install langroid

Langroid requires Python 3.11+. We recommend using a virtual environment. Use pip to install a bare-bones slim version of langroid (from PyPi) to your virtual environment:

pip install langroid

The core Langroid package lets you use OpenAI Embeddings models via their API. If you instead want to use the sentence-transformers embedding models from HuggingFace, install Langroid like this:

pip install "langroid[hf-embeddings]"

For many practical scenarios, you may need additional optional dependencies:

  • To use various document-parsers, install langroid with the doc-chat extra:
    pip install "langroid[doc-chat]"
    
  • For "chat with databases", use the db extra:
    pip install "langroid[db]"
    
  • You can specify multiple extras by separating them with commas, e.g.:
    pip install "langroid[doc-chat,db]"
    
  • To simply install all optional dependencies, use the all extra (but note that this will result in longer load/startup times and a larger install size):
    pip install "langroid[all]"
    
Optional Installs for using SQL Chat with a PostgreSQL DB

If you are using SQLChatAgent (e.g. the script examples/data-qa/sql-chat/sql_chat.py), with a postgres db, you will need to:

  • Install PostgreSQL dev libraries for your platform, e.g.
    • sudo apt-get install libpq-dev on Ubuntu,
    • brew install postgresql on Mac, etc.
  • Install langroid with the postgres extra, e.g. pip install langroid[postgres] or poetry add "langroid[postgres]" or poetry install -E postgres, (or the corresponding uv versions, e.g. uv add "langroid[postgres]" or uv pip install langroid[postgres]). If this gives you an error, try pip install psycopg2-binary in your virtualenv.

📝 If you get strange errors involving mysqlclient, try doing pip uninstall mysqlclient followed by pip install mysqlclient.


🐳 Docker Instructions

We provide a containerized version of the langroid-examples repository via this Docker Image. All you need to do is set up environment variables in the .env file. Please follow these steps to setup the container:

For agents

This page has a .md twin and JSON over the API.

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