Best AI tools for< Troubleshoot Inference >
20 - AI tool Sites

Error Code Analyzer
The website appears to be experiencing a 403 Forbidden error, which means the server is refusing to respond to the request. This could be due to various reasons such as insufficient permissions, server misconfiguration, or a client error. The error message '403 Forbidden' is a standard HTTP status code that indicates the server understood the request but refuses to authorize it. It is important to troubleshoot and resolve the issue to regain access to the website.

403 Forbidden Resolver
The website is currently displaying a '403 Forbidden' error, which means that the server is refusing to respond to the request. This could be due to various reasons such as insufficient permissions, server misconfiguration, or a client error. The 'openresty' message indicates that the server is using the OpenResty web platform. It is important to troubleshoot and resolve the issue to regain access to the website.

Highcountry Toyota Internet Connection Troubleshooter
Highcountrytoyota.stage.autogo.ai is an AI tool designed to provide assistance and support for troubleshooting internet connection issues. The website offers guidance on resolving connection problems, including checking network settings, firewall configurations, and proxy server issues. Users can find step-by-step instructions and tips to troubleshoot and fix connection errors. The platform aims to help users quickly identify and resolve connectivity issues to ensure seamless internet access.

Web Server Error Resolver
The website is currently displaying a '403 Forbidden' error, which indicates that the server is refusing to respond to the request. This error message is typically displayed when the server understands the request made by the client but refuses to fulfill it. The 'openresty' mentioned in the text is likely the web server software being used. It is important to troubleshoot and resolve the 403 Forbidden error to regain access to the website's content.

Arize AI
Arize AI is an AI Observability & LLM Evaluation Platform that helps you monitor, troubleshoot, and evaluate your machine learning models. With Arize, you can catch model issues, troubleshoot root causes, and continuously improve performance. Arize is used by top AI companies to surface, resolve, and improve their models.

Webb.ai
Webb.ai is an AI-powered platform that offers automated troubleshooting for Kubernetes. It is designed to assist users in identifying and resolving issues within their Kubernetes environment efficiently. By leveraging AI technology, Webb.ai provides insights and recommendations to streamline the troubleshooting process, ultimately improving system reliability and performance. The platform is user-friendly and caters to both beginners and experienced users in the field of Kubernetes management.

Mavenoid
Mavenoid is an AI-powered product support tool that offers automated product support services, including product selection advice, troubleshooting solutions, replacement part ordering, and more. The platform is designed to understand complex questions and provide step-by-step instructions to guide users through various product-related processes. Mavenoid is trusted by leading product companies and focuses on resolving customer questions efficiently. The tool optimizes help centers for SEO, offers product insights to increase revenue, and provides support in multiple languages. It is known for reducing incoming inquiries and offering a seamless support experience.

404 Error Notifier
The website displays a 404 error message indicating that the deployment cannot be found. It provides a code (DEPLOYMENT_NOT_FOUND) and an ID (sin1::spxmx-1740329113552-88538b58eccb) for reference. Users are directed to check the documentation for further information and troubleshooting.

404 Page Not Found
The website is a simple and straightforward platform that displays a '404 page not found' error message. It indicates that the requested webpage could not be found on the server. This error message is a standard response code in HTTP indicating that the client was able to communicate with the server, but the server could not find what was requested.

Error 404 Not Found
The website displays a '404: NOT_FOUND' error message indicating that the deployment cannot be found. It provides a code 'DEPLOYMENT_NOT_FOUND' and an ID 'sin1::t6mdp-1736442717535-3a5d4eeaf597'. Users are directed to refer to the documentation for further information and troubleshooting.

404 Error Page
The website page displays a 404 error message indicating that the deployment cannot be found. It provides a code (DEPLOYMENT_NOT_FOUND) and an ID (sin1::4wq5g-1718736845999-777f28b346ca) for reference. Users are advised to consult the documentation for further information and troubleshooting.

404 Error Page
The website displays a '404: NOT_FOUND' error message indicating that the deployment cannot be found. It provides a code (DEPLOYMENT_NOT_FOUND) and an ID (sin1::22md2-1720772812453-4893618e160a) for reference. Users are directed to check the documentation for further information and troubleshooting.

Codebase Chat
The website codebasechat.com seems to be inaccessible at the moment, displaying an 'Access Denied' message. It appears to be related to a domain sale on GoDaddy. The error message suggests that the user does not have permission to access the page. The reference number provided may be useful for troubleshooting the issue. It seems like the website is encountering a server-side error preventing access to the content.

faye.xyz
faye.xyz is a website that encountered an SSL handshake failed error, specifically error code 525. The issue seems to be related to Cloudflare's inability to establish an SSL connection to the origin server. The website provides troubleshooting information for visitors and owners to address the SSL configuration compatibility issue with Cloudflare. Cloudflare Ray ID and visitor's IP address are displayed for reference.

Parking Reader
The website 'parkingreader.com' appears to be inaccessible, showing an 'Access Denied' message. It seems like the user does not have permission to access the content on the server. The error message references a specific server code. The website may be related to domain parking or domain sales, as it mentions 'forsale' in the URL. The error message indicates that the server is denying access to the requested page. It is unclear why the access is denied, and further investigation or contacting the website owner may be necessary to resolve the issue.

404 Error Page
The website displays a 404 error message indicating that the deployment cannot be found. It provides a code (DEPLOYMENT_NOT_FOUND) and an ID (sin1::hfkql-1741193256810-ca47dff01080). Users are directed to refer to the documentation for further information and troubleshooting.

Internal Server Error
The website encountered an internal server error, resulting in a 500 Internal Server Error message. This error indicates that the server faced an issue preventing it from fulfilling the request. Possible causes include server overload or errors within the application.

Mintlify
The website writer.mintlify.com encountered an SSL handshake failed error with code 525. This error occurred due to Cloudflare being unable to establish an SSL connection to the origin server. The issue may be related to incompatible SSL configurations or no shared cipher suites. Visitors are advised to try again in a few minutes, while website owners can refer to troubleshooting information on Cloudflare's website. The error message includes details such as the Cloudflare Ray ID and the visitor's IP address.

404 Error Notifier
The website displays a 404 error message indicating that the deployment cannot be found. It provides a code 'DEPLOYMENT_NOT_FOUND' and an ID 'sin1::zdhct-1723140771934-b5e5ad909fad'. Users are directed to refer to the documentation for further information and troubleshooting.

404 Error Notifier
The website displays a 404 error message indicating that the deployment cannot be found. Users are directed to refer to the documentation for more information and troubleshooting.
20 - Open Source AI Tools

evaluation-guidebook
The LLM Evaluation guidebook provides comprehensive guidance on evaluating language model performance, including different evaluation methods, designing evaluations, and practical tips. It caters to both beginners and advanced users, offering insights on model inference, tokenization, and troubleshooting. The guide covers automatic benchmarks, human evaluation, LLM-as-a-judge scenarios, troubleshooting practicalities, and general knowledge on LLM basics. It also includes planned articles on automated benchmarks, evaluation importance, task-building considerations, and model comparison challenges. The resource is enriched with recommended links and acknowledgments to contributors and inspirations.

workbench-example-hybrid-rag
This NVIDIA AI Workbench project is designed for developing a Retrieval Augmented Generation application with a customizable Gradio Chat app. It allows users to embed documents into a locally running vector database and run inference locally on a Hugging Face TGI server, in the cloud using NVIDIA inference endpoints, or using microservices via NVIDIA Inference Microservices (NIMs). The project supports various models with different quantization options and provides tutorials for using different inference modes. Users can troubleshoot issues, customize the Gradio app, and access advanced tutorials for specific tasks.

maxtext
MaxText is a high performance, highly scalable, open-source Large Language Model (LLM) written in pure Python/Jax targeting Google Cloud TPUs and GPUs for training and inference. It aims to be a launching off point for ambitious LLM projects in research and production, supporting TPUs and GPUs, models like Llama2, Mistral, and Gemma. MaxText provides specific instructions for getting started, runtime performance results, comparison to alternatives, and features like stack trace collection, ahead of time compilation for TPUs and GPUs, and automatic upload of logs to Vertex Tensorboard.

maxtext
MaxText is a high-performance, highly scalable, open-source LLM written in pure Python/Jax and targeting Google Cloud TPUs and GPUs for training and inference. MaxText achieves high MFUs and scales from single host to very large clusters while staying simple and "optimization-free" thanks to the power of Jax and the XLA compiler. MaxText aims to be a launching off point for ambitious LLM projects both in research and production. We encourage users to start by experimenting with MaxText out of the box and then fork and modify MaxText to meet their needs.

phoenix
Phoenix is a tool that provides MLOps and LLMOps insights at lightning speed with zero-config observability. It offers a notebook-first experience for monitoring models and LLM Applications by providing LLM Traces, LLM Evals, Embedding Analysis, RAG Analysis, and Structured Data Analysis. Users can trace through the execution of LLM Applications, evaluate generative models, explore embedding point-clouds, visualize generative application's search and retrieval process, and statistically analyze structured data. Phoenix is designed to help users troubleshoot problems related to retrieval, tool execution, relevance, toxicity, drift, and performance degradation.

awesome-llms-fine-tuning
This repository is a curated collection of resources for fine-tuning Large Language Models (LLMs) like GPT, BERT, RoBERTa, and their variants. It includes tutorials, papers, tools, frameworks, and best practices to aid researchers, data scientists, and machine learning practitioners in adapting pre-trained models to specific tasks and domains. The resources cover a wide range of topics related to fine-tuning LLMs, providing valuable insights and guidelines to streamline the process and enhance model performance.

letta
Letta is an open source framework for building stateful LLM applications. It allows users to build stateful agents with advanced reasoning capabilities and transparent long-term memory. The framework is white box and model-agnostic, enabling users to connect to various LLM API backends. Letta provides a graphical interface, the Letta ADE, for creating, deploying, interacting, and observing with agents. Users can access Letta via REST API, Python, Typescript SDKs, and the ADE. Letta supports persistence by storing agent data in a database, with PostgreSQL recommended for data migrations. Users can install Letta using Docker or pip, with Docker defaulting to PostgreSQL and pip defaulting to SQLite. Letta also offers a CLI tool for interacting with agents. The project is open source and welcomes contributions from the community.

DB-GPT
DB-GPT is a personal database administrator that can solve database problems by reading documents, using various tools, and writing analysis reports. It is currently undergoing an upgrade. **Features:** * **Online Demo:** * Import documents into the knowledge base * Utilize the knowledge base for well-founded Q&A and diagnosis analysis of abnormal alarms * Send feedbacks to refine the intermediate diagnosis results * Edit the diagnosis result * Browse all historical diagnosis results, used metrics, and detailed diagnosis processes * **Language Support:** * English (default) * Chinese (add "language: zh" in config.yaml) * **New Frontend:** * Knowledgebase + Chat Q&A + Diagnosis + Report Replay * **Extreme Speed Version for localized llms:** * 4-bit quantized LLM (reducing inference time by 1/3) * vllm for fast inference (qwen) * Tiny LLM * **Multi-path extraction of document knowledge:** * Vector database (ChromaDB) * RESTful Search Engine (Elasticsearch) * **Expert prompt generation using document knowledge** * **Upgrade the LLM-based diagnosis mechanism:** * Task Dispatching -> Concurrent Diagnosis -> Cross Review -> Report Generation * Synchronous Concurrency Mechanism during LLM inference * **Support monitoring and optimization tools in multiple levels:** * Monitoring metrics (Prometheus) * Flame graph in code level * Diagnosis knowledge retrieval (dbmind) * Logical query transformations (Calcite) * Index optimization algorithms (for PostgreSQL) * Physical operator hints (for PostgreSQL) * Backup and Point-in-time Recovery (Pigsty) * **Continuously updated papers and experimental reports** This project is constantly evolving with new features. Don't forget to star ⭐ and watch 👀 to stay up to date.

AI-Horde
The AI Horde is an enterprise-level ML-Ops crowdsourced distributed inference cluster for AI Models. This middleware can support both Image and Text generation. It is infinitely scalable and supports seamless drop-in/drop-out of compute resources. The Public version allows people without a powerful GPU to use Stable Diffusion or Large Language Models like Pygmalion/Llama by relying on spare/idle resources provided by the community and also allows non-python clients, such as games and apps, to use AI-provided generations.

miner-release
Heurist Miner is a tool that allows users to contribute their GPU for AI inference tasks on the Heurist network. It supports dual mining capabilities for image generation models and Large Language Models, offers flexible setup on Windows or Linux with multiple GPUs, ensures secure rewards through a dual-wallet system, and is fully open source. Users can earn rewards by hosting AI models and supporting applications in the Heurist ecosystem.

llm_qlora
LLM_QLoRA is a repository for fine-tuning Large Language Models (LLMs) using QLoRA methodology. It provides scripts for training LLMs on custom datasets, pushing models to HuggingFace Hub, and performing inference. Additionally, it includes models trained on HuggingFace Hub, a blog post detailing the QLoRA fine-tuning process, and instructions for converting and quantizing models. The repository also addresses troubleshooting issues related to Python versions and dependencies.

ml-engineering
This repository provides a comprehensive collection of methodologies, tools, and step-by-step instructions for successful training of large language models (LLMs) and multi-modal models. It is a technical resource suitable for LLM/VLM training engineers and operators, containing numerous scripts and copy-n-paste commands to facilitate quick problem-solving. The repository is an ongoing compilation of the author's experiences training BLOOM-176B and IDEFICS-80B models, and currently focuses on the development and training of Retrieval Augmented Generation (RAG) models at Contextual.AI. The content is organized into six parts: Insights, Hardware, Orchestration, Training, Development, and Miscellaneous. It includes key comparison tables for high-end accelerators and networks, as well as shortcuts to frequently needed tools and guides. The repository is open to contributions and discussions, and is licensed under Attribution-ShareAlike 4.0 International.

AI-Gateway
The AI-Gateway repository explores the AI Gateway pattern through a series of experimental labs, focusing on Azure API Management for handling AI services APIs. The labs provide step-by-step instructions using Jupyter notebooks with Python scripts, Bicep files, and APIM policies. The goal is to accelerate experimentation of advanced use cases and pave the way for further innovation in the rapidly evolving field of AI. The repository also includes a Mock Server to mimic the behavior of the OpenAI API for testing and development purposes.

llmops-promptflow-template
LLMOps with Prompt flow is a template and guidance for building LLM-infused apps using Prompt flow. It provides centralized code hosting, lifecycle management, variant and hyperparameter experimentation, A/B deployment, many-to-many dataset/flow relationships, multiple deployment targets, comprehensive reporting, BYOF capabilities, configuration-based development, local prompt experimentation and evaluation, endpoint testing, and optional Human-in-loop validation. The tool is customizable to suit various application needs.

ReEdgeGPT
ReEdgeGPT is a tool designed for reverse engineering the chat feature of the new version of Bing. It provides documentation and guidance on how to collect and use cookies to access the chat feature. The tool allows users to create a chatbot using the collected cookies and interact with the Bing GPT chatbot. It also offers support for different modes like Copilot and Bing, along with plugins for various tasks. The tool covers historical information about Rome, the Lazio region, and provides troubleshooting tips for common issues encountered while using the tool.

chatlas
Chatlas is a Python tool that provides a simple and unified interface across various large language model providers. It helps users prototype faster by abstracting complexity from tasks like streaming chat interfaces, tool calling, and structured output. Users can easily switch providers by changing one line of code and access provider-specific features when needed. Chatlas focuses on developer experience with typing support, rich console output, and extension points.

pezzo
Pezzo is a fully cloud-native and open-source LLMOps platform that allows users to observe and monitor AI operations, troubleshoot issues, save costs and latency, collaborate, manage prompts, and deliver AI changes instantly. It supports various clients for prompt management, observability, and caching. Users can run the full Pezzo stack locally using Docker Compose, with prerequisites including Node.js 18+, Docker, and a GraphQL Language Feature Support VSCode Extension. Contributions are welcome, and the source code is available under the Apache 2.0 License.
20 - OpenAI Gpts

CDR
Explore call detail records (CDR) for a variety of PBX platforms including Avaya, Mitel, NEC, and others with this UC trained GPT. Use specific commands to help you expertly navigate and troubleshoot CDR from diverse UC environments.

Logic Pro - Talk to the Manual
I'm Logic Pro X's manual. Let me answer your questions, troubleshoot whatever issue you're having and get you back into the groove!

Pi Pico + Micropython Assistant
An advanced virtual assistant specializing in RaspBerry Pi Pico's and Micropython. Designed to offer expert advice, troubleshoot code, and provide detailed guidance.

3D Print Diagnostics Expert
Expert in 3D printing diagnostics and problem resolution, mindful of confidentiality and careful with brand usage.

MacExpert
An assistant replying to any question related to the Mac platform: macOS, computers and apps. Visit macexpert.io for human assistance.

Aws Guru
Your friendly coworker in AWS troubleshooting, offering precise, bullet-point advice. Leave feedback: https://dlmdby03vet.typeform.com/to/VqWNt8Dh

Tech Senior Helper
Warm tech support for seniors, with calming strategies, patient and helpful.

GC Method Developer
Provides concise GC troubleshooting and method development advice that is easy to implement.