Best AI tools for< analyze codebases >
20 - AI tool Sites
/ask Swimm
/ask Swimm is an AI-powered tool that helps developers get answers to complex coding questions instantly. It provides contextual answers tailored to specific queries, analyzes existing codebases for relevant context, and captures and uses developer knowledge to improve its accuracy over time. By leveraging /ask Swimm, developers can save time, reduce interruptions, and improve code quality.
DigestDiff
DigestDiff is an AI-powered tool that helps developers understand and communicate the history of their codebases. It analyzes commit history to generate detailed overviews, summaries, and release notes, providing insights into the evolution of the codebase, the contributions of different authors, and the overall progress of the project. DigestDiff is designed to be private and secure, only accessing commit history and never storing or accessing code.
TolyGPT
TolyGPT is a chatbot powered by ChatGPT that specializes in reading and generating documentation for codebases. It is specifically trained on the Solana validator codebase and utilizes the GPT-3.5 model. Users can ask TolyGPT questions about how the validator works and receive answers. The core of TolyGPT is open source as Autodoc, and users can join the Discord community for more information.
AskTheCode
AskTheCode is a powerful and versatile plugin designed to bridge the gap between ChatGPT and GitHub repositories. It allows developers to seamlessly analyze GitHub repositories and ask questions related to those repositories using ChatGPT. The tool supports universal language, works with both public and private repositories, and provides accurate results based on thoughtful prompts. AskTheCode aims to assist developers in exploring and understanding codebases, projects, and repository structures.
DepsHub
DepsHub is a dependency management tool that uses AI to process changelogs and release notes, analyze your codebase, and automatically update your dependencies, including any breaking changes. It offers features such as noise-free dependency management, cross-repository overview, license compliance, security alerts, and comparison. DepsHub supports a wide range of languages and frameworks, and integrates with popular tools like GitHub, GitLab, Bitbucket, Linear, Jira, and Zapier. By automating dependency updates, DepsHub helps developers save time and focus on writing code that matters.
AI Tech Debt Analysis Tool
This website is an AI tool that helps senior developers analyze AI tech debt. AI tech debt is the technical debt that accumulates when AI systems are developed and deployed. It can be difficult to identify and quantify AI tech debt, but it can have a significant impact on the performance and reliability of AI systems. This tool uses a variety of techniques to analyze AI tech debt, including static analysis, dynamic analysis, and machine learning. It can help senior developers to identify and quantify AI tech debt, and to develop strategies to reduce it.
Metabob
Metabob is an AI-powered code review tool that helps developers detect, explain, and fix coding problems. It utilizes proprietary graph neural networks to detect problems and LLMs to explain and resolve them, combining the best of both worlds. Metabob's AI is trained on millions of bug fixes performed by experienced developers, enabling it to detect complex problems that span across codebases and automatically generate fixes for them. It integrates with popular code hosting platforms such as GitHub, Bitbucket, Gitlab, and VS Code, and supports various programming languages including Python, Javascript, Typescript, Java, C++, and C.
Wasps
Wasps is an AI code review tool that integrates seamlessly into VSCode, providing developers with a fast and efficient way to understand their codebase, detect and fix code issues using AI and Gitsecure. With Wasps, developers can identify and fix buggy & vulnerable code in minutes, receive clear and actionable feedback driven by deep analysis, and get recommendations for potential issues and improvements within their codebase. The tool allows developers to keep coding as usual while Wasps analyzes their code for them, making it easier to maintain code quality and keep bugs out of their code.
Elicit
Elicit is a research tool that uses artificial intelligence to help researchers analyze research papers more efficiently. It can summarize papers, extract data, and synthesize findings, saving researchers time and effort. Elicit is used by over 800,000 researchers worldwide and has been featured in publications such as Nature and Science. It is a powerful tool that can help researchers stay up-to-date on the latest research and make new discoveries.
Photor AI
Photor AI is a powerful tool for analyzing and selecting your best photos. With over 500,000 photos already analyzed, Photor AI is the smart way to evaluate your photos and take your photography to the next level. Photor AI uses artificial intelligence to analyze your photos and provide you with feedback on their composition, lighting, and overall quality. This feedback can help you to identify areas where you can improve your photography skills and take better photos in the future. In addition to providing feedback, Photor AI can also help you to select your best photos. The app uses a variety of factors to determine which photos are your best, including composition, lighting, and overall quality. This can save you time and effort by helping you to quickly identify your best photos and share them with others.
Plerdy
Plerdy is a comprehensive suite of conversion rate optimization tools that helps businesses track, analyze, and convert their website visitors into buyers. With a range of features including website heatmaps, session replay software, pop-up software, website feedback tools, and more, Plerdy provides businesses with the insights they need to improve their website's usability and conversion rates.
TimeComplexity.ai
TimeComplexity.ai is a tool that helps developers analyze the runtime complexity of their code. It works across languages and without requiring headers, imports, or a main statement - just the code itself. The tool is easy to use. Simply paste your code into the text box and click the "Analyze" button. TimeComplexity.ai will then analyze your code and provide you with a report on its runtime complexity. TimeComplexity.ai is a valuable tool for developers who want to improve the performance of their code. It can help you identify bottlenecks in your code and make changes to improve its efficiency.
RTutor
RTutor is an AI-powered application that allows users to interact with their data using natural language. Users can upload a dataset and ask questions or request analyses in plain English. RTutor will then generate and run R code to answer the question and provide plots and numeric results. RTutor is designed to help people with some R experience to learn R or be more productive. It can be used to quickly speed up the coding process using R and provides a draft code to test and refine. RTutor is not a replacement for statisticians or data scientists, but it can make them more efficient. It is important to be aware that the generated code can be wrong, so it is important to double-check the results and be mindful of this experimental technology.
Valossa AI
**Valossa AI** is a leading provider of artificial intelligence (AI) software that helps businesses understand and manage their video content. The company's products and services include: * **Video AI:** A suite of AI-powered tools for video analysis, including object recognition, facial recognition, and sentiment analysis. * **Video and Image Moderation:** AI-powered tools for detecting and removing inappropriate content from videos and images. * **Make Your Video Intelligent:** AI-powered tools for adding metadata and other intelligence to videos, making them more searchable and discoverable. * **Contextual Advertising:** AI-powered tools for matching video content with relevant ads and brands. * **Real Time Camera Systems:** AI-powered tools for facial analysis and other applications in real-time camera systems. Valossa AI's products and services are used by a variety of businesses, including media companies, broadcasters, retailers, and law enforcement agencies. The company's AI technology helps businesses to improve the quality of their video content, protect their brand, and make more informed decisions.
CLIP Interrogator
CLIP Interrogator is a tool that uses the CLIP (Contrastive Language–Image Pre-training) model to analyze images and generate descriptive text or tags. It effectively bridges the gap between visual content and language by interpreting the contents of images through natural language descriptions. The tool is particularly useful for understanding or replicating the style and content of existing images, as it helps in identifying key elements and suggesting prompts for creating similar imagery.
Census GPT
Census GPT is an AI-powered tool that allows users to access and analyze data from the US Census Bureau. The tool is designed to be easy to use, even for those with no experience with data analysis. With Census GPT, users can quickly and easily get insights into a variety of topics, including demographics, crime, income, education levels, and population. The tool is also constantly being updated with new data, so users can always be sure that they are getting the most up-to-date information.
SomniAI
SomniAI is an AI-powered dream analysis tool that provides personalized interpretations of dreams within seconds. It utilizes advanced AI technology to analyze users' dreams and uncover their hidden meanings. SomniAI is designed to be accessible to everyone, regardless of their psychology experience. The tool is free to use and offers a range of features to enhance the dream analysis experience.
CSV-GPT
CSV-GPT is a tool that allows you to analyze your CSV files instantly with GPT4. You can ask anything from calculating averages to finding correlations. It is a powerful tool that can save you a lot of time and effort.
Surveyed.live
Surveyed.live is an AI-powered video survey platform that allows businesses to collect feedback and insights from customers through customizable survey templates. The platform offers features such as video surveys, AI touch response, comprehensible dashboard, Chrome extension, actionable insights, integration, predefined library, appealing survey creation, customer experience statistics, and more. Surveyed.live helps businesses enhance customer satisfaction, improve decision-making, and drive business growth by leveraging AI technology for video reviews and surveys. The platform caters to various industries including hospitality, healthcare, education, customer service, delivery services, and more, providing a versatile solution for optimizing customer relationships and improving overall business performance.
Comment Explorer
Comment Explorer is a free tool that allows you to analyze the comments on your YouTube videos. With Comment Explorer, you can see how your audience is engaging with your content, what their sentiment is, and what topics they're talking about. This information can help you to improve your videos and better connect with your audience.
20 - Open Source AI Tools
geospy
Geospy is a Python tool that utilizes Graylark's AI-powered geolocation service to determine the location where photos were taken. It allows users to analyze images and retrieve information such as country, city, explanation, coordinates, and Google Maps links. The tool provides a seamless way to integrate geolocation services into various projects and applications.
r2ai
r2ai is a tool designed to run a language model locally without internet access. It can be used to entertain users or assist in answering questions related to radare2 or reverse engineering. The tool allows users to prompt the language model, index large codebases, slurp file contents, embed the output of an r2 command, define different system-level assistant roles, set environment variables, and more. It is accessible as an r2lang-python plugin and can be scripted from various languages. Users can use different models, adjust query templates dynamically, load multiple models, and make them communicate with each other.
code2prompt
code2prompt is a command-line tool that converts your codebase into a single LLM prompt with a source tree, prompt templating, and token counting. It automates generating LLM prompts from codebases of any size, customizing prompt generation with Handlebars templates, respecting .gitignore, filtering and excluding files using glob patterns, displaying token count, including Git diff output, copying prompt to clipboard, saving prompt to an output file, excluding files and folders, adding line numbers to source code blocks, and more. It helps streamline the process of creating LLM prompts for code analysis, generation, and other tasks.
hi-ml
The Microsoft Health Intelligence Machine Learning Toolbox is a repository that provides low-level and high-level building blocks for Machine Learning / AI researchers and practitioners. It simplifies and streamlines work on deep learning models for healthcare and life sciences by offering tested components such as data loaders, pre-processing tools, deep learning models, and cloud integration utilities. The repository includes two Python packages, 'hi-ml-azure' for helper functions in AzureML, 'hi-ml' for ML components, and 'hi-ml-cpath' for models and workflows related to histopathology images.
awesome-ai-devtools
Awesome AI-Powered Developer Tools is a curated list of AI-powered developer tools that leverage AI to assist developers in tasks such as code completion, refactoring, debugging, documentation, and more. The repository includes a wide range of tools, from IDEs and Git clients to assistants, agents, app generators, UI generators, snippet generators, documentation tools, code generation tools, agent platforms, OpenAI plugins, search tools, and testing tools. These tools are designed to enhance developer productivity and streamline various development tasks by integrating AI capabilities.
Awesome-Code-LLM
Analyze the following text from a github repository (name and readme text at end) . Then, generate a JSON object with the following keys and provide the corresponding information for each key, in lowercase letters: 'description' (detailed description of the repo, must be less than 400 words,Ensure that no line breaks and quotation marks.),'for_jobs' (List 5 jobs suitable for this tool,in lowercase letters), 'ai_keywords' (keywords of the tool,user may use those keyword to find the tool,in lowercase letters), 'for_tasks' (list of 5 specific tasks user can use this tool to do,in lowercase letters), 'answer' (in english languages)
AIL-framework
AIL framework is a modular framework to analyze potential information leaks from unstructured data sources like pastes from Pastebin or similar services or unstructured data streams. AIL framework is flexible and can be extended to support other functionalities to mine or process sensitive information (e.g. data leak prevention).
ail-framework
AIL framework is a modular framework to analyze potential information leaks from unstructured data sources like pastes from Pastebin or similar services or unstructured data streams. AIL framework is flexible and can be extended to support other functionalities to mine or process sensitive information (e.g. data leak prevention).
bumpgen
bumpgen is a tool designed to automatically upgrade TypeScript / TSX dependencies and make necessary code changes to handle any breaking issues that may arise. It uses an abstract syntax tree to analyze code relationships, type definitions for external methods, and a plan graph DAG to execute changes in the correct order. The tool is currently limited to TypeScript and TSX but plans to support other strongly typed languages in the future. It aims to simplify the process of upgrading dependencies and handling code changes caused by updates.
llmperf
LLMPerf is a tool designed for evaluating the performance of Language Model APIs. It provides functionalities for conducting load tests to measure inter-token latency and generation throughput, as well as correctness tests to verify the responses. The tool supports various LLM APIs including OpenAI, Anthropic, TogetherAI, Hugging Face, LiteLLM, Vertex AI, and SageMaker. Users can set different parameters for the tests and analyze the results to assess the performance of the LLM APIs. LLMPerf aims to standardize prompts across different APIs and provide consistent evaluation metrics for comparison.
baml
BAML is a config file format for declaring LLM functions that you can then use in TypeScript or Python. With BAML you can Classify or Extract any structured data using Anthropic, OpenAI or local models (using Ollama) ## Resources ![](https://img.shields.io/discord/1119368998161752075.svg?logo=discord&label=Discord%20Community) [Discord Community](https://discord.gg/boundaryml) ![](https://img.shields.io/twitter/follow/boundaryml?style=social) [Follow us on Twitter](https://twitter.com/boundaryml) * Discord Office Hours - Come ask us anything! We hold office hours most days (9am - 12pm PST). * Documentation - Learn BAML * Documentation - BAML Syntax Reference * Documentation - Prompt engineering tips * Boundary Studio - Observability and more #### Starter projects * BAML + NextJS 14 * BAML + FastAPI + Streaming ## Motivation Calling LLMs in your code is frustrating: * your code uses types everywhere: classes, enums, and arrays * but LLMs speak English, not types BAML makes calling LLMs easy by taking a type-first approach that lives fully in your codebase: 1. Define what your LLM output type is in a .baml file, with rich syntax to describe any field (even enum values) 2. Declare your prompt in the .baml config using those types 3. Add additional LLM config like retries or redundancy 4. Transpile the .baml files to a callable Python or TS function with a type-safe interface. (VSCode extension does this for you automatically). We were inspired by similar patterns for type safety: protobuf and OpenAPI for RPCs, Prisma and SQLAlchemy for databases. BAML guarantees type safety for LLMs and comes with tools to give you a great developer experience: ![](docs/images/v3/prompt_view.gif) Jump to BAML code or how Flexible Parsing works without additional LLM calls. | BAML Tooling | Capabilities | | ----------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | BAML Compiler install | Transpiles BAML code to a native Python / Typescript library (you only need it for development, never for releases) Works on Mac, Windows, Linux ![](https://img.shields.io/badge/Python-3.8+-default?logo=python)![](https://img.shields.io/badge/Typescript-Node_18+-default?logo=typescript) | | VSCode Extension install | Syntax highlighting for BAML files Real-time prompt preview Testing UI | | Boundary Studio open (not open source) | Type-safe observability Labeling |
awesome-ai-tools
Awesome AI Tools is a curated list of popular tools and resources for artificial intelligence enthusiasts. It includes a wide range of tools such as machine learning libraries, deep learning frameworks, data visualization tools, and natural language processing resources. Whether you are a beginner or an experienced AI practitioner, this repository aims to provide you with a comprehensive collection of tools to enhance your AI projects and research. Explore the list to discover new tools, stay updated with the latest advancements in AI technology, and find the right resources to support your AI endeavors.
llama-github
Llama-github is a powerful tool that helps retrieve relevant code snippets, issues, and repository information from GitHub based on queries. It empowers AI agents and developers to solve coding tasks efficiently. With features like intelligent GitHub retrieval, repository pool caching, LLM-powered question analysis, and comprehensive context generation, llama-github excels at providing valuable knowledge context for development needs. It supports asynchronous processing, flexible LLM integration, robust authentication options, and logging/error handling for smooth operations and troubleshooting. The vision is to seamlessly integrate with GitHub for AI-driven development solutions, while the roadmap focuses on empowering LLMs to automatically resolve complex coding tasks.
AiTreasureBox
AiTreasureBox is a versatile AI tool that provides a collection of pre-trained models and algorithms for various machine learning tasks. It simplifies the process of implementing AI solutions by offering ready-to-use components that can be easily integrated into projects. With AiTreasureBox, users can quickly prototype and deploy AI applications without the need for extensive knowledge in machine learning or deep learning. The tool covers a wide range of tasks such as image classification, text generation, sentiment analysis, object detection, and more. It is designed to be user-friendly and accessible to both beginners and experienced developers, making AI development more efficient and accessible to a wider audience.
beehave
Beehave is a powerful addon for Godot Engine that enables users to create robust AI systems using behavior trees. It simplifies the design of complex NPC behaviors, challenging boss battles, and other advanced setups. Beehave allows for the creation of highly adaptive AI that responds to changes in the game world and overcomes unexpected obstacles, catering to both beginners and experienced developers. The tool is currently in development for version 3.0.
AIlice
AIlice is a fully autonomous, general-purpose AI agent that aims to create a standalone artificial intelligence assistant, similar to JARVIS, based on the open-source LLM. AIlice achieves this goal by building a "text computer" that uses a Large Language Model (LLM) as its core processor. Currently, AIlice demonstrates proficiency in a range of tasks, including thematic research, coding, system management, literature reviews, and complex hybrid tasks that go beyond these basic capabilities. AIlice has reached near-perfect performance in everyday tasks using GPT-4 and is making strides towards practical application with the latest open-source models. We will ultimately achieve self-evolution of AI agents. That is, AI agents will autonomously build their own feature expansions and new types of agents, unleashing LLM's knowledge and reasoning capabilities into the real world seamlessly.
20 - OpenAI Gpts
Wowza Bias Detective
I analyze cognitive biases in scenarios and thoughts, providing neutral, educational insights.
Art Engineer
Analyze and reverse engineer images. Receive style descriptions and image re-creation prompts.
Stock Market Analyst
I read and analyze annual reports of companies. Just upload the annual report PDF and start asking me questions!
Good Design Advisor
As a Good Design Advisor, I provide consultation and advice on design topics and analyze designs that are provided through documents or links. I can also generate visual representations myself to illustrate design concepts.
History Perspectives
I analyze historical events, offering insights from multiple perspectives.
Automated Knowledge Distillation
For strategic knowledge distillation, upload the document you need to analyze and use !start. ENSURE the uploaded file shows DOCUMENT and NOT PDF. This workflow requires leveraging RAG to operate. Only a small amount of PDFs are supported, convert to txt or doc. For timeout, refresh & !continue
Art Enthusiast
Analyze any uploaded art piece, providing thoughtful insight on the history of the piece and its maker. Replicate art pieces in new styles generated by the user. Be an overall expert in art and help users navigate the art scene. Inform them of different types of art
Historical Image Analyzer
A tool for historians to analyze and catalog historical images and documents.
Phish or No Phish Trainer
Hone your phishing detection skills! Analyze emails, texts, and calls to spot deception. Become a security pro!
Actor Audition Coach
I analyze audition sides to help actors prepare for in-person and self-taped auditions for TV and Film
Next.js Helper
A Next.js expert ready to analyze code, answer questions, and offer learning plans.
ChainBot
The assistant launched by ChainBot.io can help you analyze EVM transactions, providing blockchain and crypto info.