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GitHub Repo Analysis: Generic


OpenGPTs Project Analysis

Overview

OpenGPTs, an active open-source project, aims to replicate OpenAI's GPTs experience. It provides users with control over the Language Model, prompts, and tools. The project is built on JavaScript and licensed under 'Other'. It has a moderate repository activity with 48 forks, 540 watchers, and 540 stars.

Development Status

The project is under active development with the latest push made on November 7, 2023. It has 5 open issues, 6 total commits, and 5 branches. Some features like 'Knowledge Files' and 'Marketplace' are still under development.

Architecture

The project comprises a frontend and a backend. The backend uses OpenAI by default but also offers options for Azure OpenAI and Anthropic. The frontend is started with yarn commands. The project allows customization, enabling users to choose between different LLMs and add custom tools.

Pull Requests

There are several open and closed pull requests. Notable ones include:

Issues

Several issues have been resolved, including:

Conclusion

OpenGPTs is an active project with a focus on improving its infrastructure and adding new features. However, significant changes proposed in PRs #14 and #4 should be closely monitored to avoid potential issues.

Detailed Reports

Report on issues



Issue #6: Error in the backend code The backend code was throwing an error when a custom defined tool had a space in its name. This issue was resolved by adding a validation check for tool names at the start of the program.

Issue #5: Support for local LLMs The project did not initially support local models. This issue was addressed by adding support for local models through llama.cpp.

Issue #4: Inability to use LM Studio The project did not initially support the use of LM Studio instead of the OpenAI API, Claude2, and others. This issue was resolved by adding support for LM Studio.

Issue #3: Search tool not used for further conversations The search tool was initially only used for the first question in a new conversation, but not for any further conversations. This issue was resolved by modifying the conversation flow to continue using the search tool for further conversations.

The common theme among the recently closed issues is the enhancement of the project's functionality by adding support for additional tools and features. These enhancements have made the project more versatile and user-friendly.

Report on pull requests



Analysis

Open Pull Requests

PR #14: Work in progress on ingestion

This PR is a work in progress and has been created recently. It involves significant changes to the upload.py file and adds several test fixture files. The PR is currently being worked on by the user eyurtsev.

PR #4: Split configuration via Docker-compose

This PR proposes a significant change to the project structure by splitting the frontend and backend into separate services using Docker Compose. The user Und3rf10w has made this proposal and has also made changes to the README.md file to reflect these changes. This PR could have a significant impact on the project's deployment and development process.

PR #3: Adding Tavily Search Tool

This PR involves a minor change to the tools.py file by user rotemweiss57. The purpose of the change is to add the Tavily Search Tool to the project.

PR #2: ADDED A MIT LICENSE

This PR by user moxy-bc adds an MIT license to the project. This is a crucial addition to the project as it defines the terms under which the project can be used.

Closed Pull Requests

PR #13: Add workflows for unit-testing backend

This recently merged PR by user eyurtsev adds workflows for unit testing the backend of the project. This is a significant addition to the project as it ensures that any changes made to the backend are tested for functionality before being merged.

PR #6: Empty PR

This PR was created by user eyurtsev to check if the Contributor License Agreement (CLA) bot was working correctly. The PR was not merged and did not contain any changes.

PR #5: Add cla bot configuration

This PR by user eyurtsev adds a configuration for the CLA bot. This is an important addition to the project as it ensures that all contributors have signed the CLA before their changes can be merged.

PR #1: Harrison/port stuff

This PR by user hwchase17 involves significant changes to the project, including the addition of the agent_executor package and changes to the gizmo_agent package. The PR has been merged.

Themes and Commonalities

The recent PRs show a focus on improving the project's infrastructure, including adding unit testing, splitting the project into separate services using Docker Compose, and adding a CLA bot. There are also additions of new features and tools, such as the Tavily Search Tool and the agent_executor package.

Concerns and Anomalies

PR #14 is a work in progress and involves significant changes. It should be closely monitored to ensure that it does not introduce any breaking changes to the project. PR #4 proposes a significant change to the project structure and should be carefully considered before merging.

Report on README and metadata



The OpenGPTs project is an open-source initiative that aims to replicate the experience of OpenAI's GPTs. It is developed by the organization langchain-ai and is built upon LangChain, LangServe, and LangSmith. The software allows users to have more control over the Language Model (LLM) they use, the prompts they use, and the tools they give it. The project is written in JavaScript and is licensed under 'Other'. The project's current status is active, with the latest push made on November 7, 2023.

The repository is moderately active and popular, with a size of 1301kB, 48 forks, 540 watchers, and 540 stars. It has 5 open issues, 6 total commits, and 5 branches. The project's technical architecture includes a frontend and a backend, with the backend using OpenAI by default but also offering options for Azure OpenAI and Anthropic. The frontend is started with yarn commands. The project also allows for customization, enabling users to choose between different LLMs and add custom tools.

The OpenGPTs project stands out for its focus on customization and control, allowing users to choose their LLM and add custom tools. However, the project is still under development, with some features like 'Knowledge Files' and 'Marketplace' listed as 'Coming soon' in the README. The project also warns that using the Python REPL tool, which executes Python code directly in the user's environment, may not be safe. The project's deployment is currently set up for Google Cloud Run.