Added descriptions for tools

[smff]

User description

Added descriptions for tools

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PR Type

Documentation

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Description

• Converted tools list from bullets to structured table format

• Added comprehensive descriptions for all 68 tools and libraries

• Improved readability and searchability of tool information

• Enhanced documentation value for prompt engineering resources

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Diagram Walkthrough

flowchart LR
  A["Bullet List Format"] --> B["Table Format"]
  B --> C["Tool Names + Descriptions"]
  C --> D["Enhanced Documentation"]

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File Walkthrough

	Relevant files
Documentation	tools.en.mdx Convert tools list to descriptive table format                      pages/tools.en.mdx Converted bullet list to markdown table with two columns Added detailed descriptions for all 68 tools and libraries Maintained alphabetical ordering and all original links Enhanced documentation structure and readability +66/-64

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Name	Status	Preview	Comments	Updated (UTC)
prompt-engineering-guide	✅ Ready (Inspect)	Visit Preview	💬 Add feedback	Aug 3, 2025 9:16am

[qodo-merge-pro]

PR Reviewer Guide 🔍

Here are some key observations to aid the review process:

⏱️ Estimated effort to review: 2 🔵🔵⚪⚪⚪

🧪 No relevant tests

🔒 No security concerns identified

⚡ Recommended focus areas for review Description Accuracy Some tool descriptions may not accurately reflect their current functionality or primary purpose. For example, GPT Index is described as "Original name for LlamaIndex" but still maintains its own identity, and some descriptions might be oversimplified or outdated. | [ActionSchema](https://actionschema.com) | Framework for structured description of AI agent actions | | [Agenta](https://github.com/Agenta-AI/agenta) | Platform for deploying, testing and monitoring LLM applications | | [AI Test Kitchen](https://aitestkitchen.withgoogle.com) | Google's experimental platform for testing AI models | | [AnySolve](https://www.anysolve.ai) | Tool for automated task solving using LLMs | | [AnythingLLM](https://github.com/Mintplex-Labs/anything-llm) | Personalized LLM chatbot with RAG capabilities | | [betterprompt](https://github.com/stjordanis/betterprompt) | Library for prompt optimization and LLM response improvement | | [Chainlit](https://github.com/chainlit/chainlit) | Framework for building chat interfaces for LLM applications | | [ChatGPT Prompt Generator](https://huggingface.co/spaces/merve/ChatGPT-prompt-generator) | Tool for generating ChatGPT prompts | | [ClickPrompt](https://github.com/prompt-engineering/click-prompt) | Visual prompt builder for LLMs | | [DreamStudio](https://beta.dreamstudio.ai) | Official interface for Stable Diffusion image generation | | [Dify](https://dify.ai/) | Platform for deploying and managing LLM applications | | [DUST](https://dust.tt) | Tool for deploying and monitoring LLMs in production | | [Dyno](https://trydyno.com) | Platform for creating and managing AI agents | | [EmergentMind](https://www.emergentmind.com) | Tool for code analysis and generation using LLMs | | [EveryPrompt](https://www.everyprompt.com) | Library for A/B testing prompts | | [FlowGPT](https://flowgpt.com) | Community platform for sharing prompts | | [fastRAG](https://github.com/IntelLabs/fastRAG) | Optimized framework for RAG applications | | [Google AI Studio](https://ai.google.dev/) | Google's tool for working with Gemini and other AI models | | [Guardrails](https://github.com/ShreyaR/guardrails) | Library for validating and controlling LLM outputs | | [Guidance](https://github.com/microsoft/guidance) | Framework for deterministic control of LLM outputs | | [GPT Index](https://github.com/jerryjliu/gpt_index) | Original name for LlamaIndex (data indexing for LLMs) | | [GPTTools](https://gpttools.com/comparisontool) | Set of utilities for working with GPT models | | [hwchase17/adversarial-prompts](https://github.com/hwchase17/adversarial-prompts) | Collection of adversarial prompts for LLM testing | | [Interactive Composition Explorer](https://github.com/oughtinc/ice) | Tool for interactive complex prompt creation | | [Knit](https://promptknit.com) | Platform for creating and managing LLM workflows | | [LangBear](https://langbear.runbear.io) | Simplified interface for LangChain | | [LangChain](https://github.com/hwchase17/langchain) | Framework for building LLM chains with external data | | [LangSmith](https://docs.smith.langchain.com) | Debugging and monitoring tool for LLM applications | | [Lexica](https://lexica.art) | Search engine for Stable Diffusion prompts/images | | [LMFlow](https://github.com/OptimalScale/LMFlow) | Framework for LLM fine-tuning and deployment | | [LM Studio](https://lmstudio.ai/) | Desktop app for running LLMs locally | | [loom](https://github.com/socketteer/loom) | Tool for recording LLM interactions | | [Metaprompt](https://metaprompt.vercel.app/?task=gpt) | Library for creating and managing meta-prompts | | [ollama](https://github.com/jmorganca/ollama) | Tool for local LLM execution | | [OpenAI Playground](https://beta.openai.com/playground) | Web interface for OpenAI model experimentation | | [OpenICL](https://github.com/Shark-NLP/OpenICL) | Framework for in-context learning with LLMs | | [OpenPrompt](https://github.com/thunlp/OpenPrompt) | Library for prompt templates and management | | [OpenPlayground](https://nat.dev/) | Alternative interface for testing various LLMs | | [OptimusPrompt](https://www.optimusprompt.ai) | Tool for prompt optimization | | [Outlines](https://github.com/normal-computing/outlines) | Library for controlled text generation | | [Playground](https://playgroundai.com) | General term for LLM testing environments | | [Portkey AI](https://portkey.ai/) | Platform for LLM request management and analysis | | [Prodia](https://app.prodia.com/#/) | API for Stable Diffusion image generation | | [Prompt Apps](https://chatgpt-prompt-apps.com/) | Ready-made mini-applications based on prompts | | [PromptAppGPT](https://github.com/mleoking/PromptAppGPT) | Framework for GPT-based applications | | [Prompt Base](https://promptbase.com) | Marketplace for buying/selling prompts | | [PromptBench](https://github.com/microsoft/promptbench) | Library for prompt benchmarking | | [Prompt Engine](https://github.com/microsoft/prompt-engine) | Tool for structured prompt generation | | [prompted.link](https://prompted.link) | Database of prompts for various tasks | | [Prompter](https://prompter.engineer) | Utility for prompt formatting | | [PromptInject](https://github.com/agencyenterprise/PromptInject) | Framework for prompt injection testing | | [Prompts.ai](https://github.com/sevazhidkov/prompts-ai) | Platform for collaborative prompt work | | [Promptmetheus](https://promptmetheus.com) | Tool for prompt effectiveness analysis | | [PromptPerfect](https://promptperfect.jina.ai/) | Service for task-specific prompt optimization | | [Promptly](https://trypromptly.com/) | Library for rapid LLM prototyping | | [PromptSource](https://github.com/bigscience-workshop/promptsource) | Collection of ready-made prompts | | [PromptTools](https://github.com/hegelai/prompttools) | Set of prompt testing and debugging tools | | [Scale SpellBook](https://scale.com/spellbook) | Platform for prompt engineering projects | | [sharegpt](https://sharegpt.com) | Service for sharing ChatGPT conversations | | [SmartGPT](https://getsmartgpt.com) | Tool for improving GPT responses via multi-step reasoning | | [ThoughtSource](https://github.com/OpenBioLink/ThoughtSource) | Library for analyzing LLM reasoning chains | | [Visual Prompt Builder](https://tools.saxifrage.xyz/prompt) | Tool for visual prompt creation (e.g., for image generation) | | [Wordware](https://www.wordware.ai) | Platform for creating and managing LLM workflows | | [YiVal](https://github.com/YiVal/YiVal) | Tool for LLM output validation and evaluation | Link Validation Several links in the original bullet list should be verified to ensure they still work and point to the correct resources, especially for tools that may have changed domains or been discontinued. | [ActionSchema](https://actionschema.com) | Framework for structured description of AI agent actions | | [Agenta](https://github.com/Agenta-AI/agenta) | Platform for deploying, testing and monitoring LLM applications | | [AI Test Kitchen](https://aitestkitchen.withgoogle.com) | Google's experimental platform for testing AI models | | [AnySolve](https://www.anysolve.ai) | Tool for automated task solving using LLMs | | [AnythingLLM](https://github.com/Mintplex-Labs/anything-llm) | Personalized LLM chatbot with RAG capabilities | | [betterprompt](https://github.com/stjordanis/betterprompt) | Library for prompt optimization and LLM response improvement | | [Chainlit](https://github.com/chainlit/chainlit) | Framework for building chat interfaces for LLM applications | | [ChatGPT Prompt Generator](https://huggingface.co/spaces/merve/ChatGPT-prompt-generator) | Tool for generating ChatGPT prompts | | [ClickPrompt](https://github.com/prompt-engineering/click-prompt) | Visual prompt builder for LLMs | | [DreamStudio](https://beta.dreamstudio.ai) | Official interface for Stable Diffusion image generation | | [Dify](https://dify.ai/) | Platform for deploying and managing LLM applications | | [DUST](https://dust.tt) | Tool for deploying and monitoring LLMs in production | | [Dyno](https://trydyno.com) | Platform for creating and managing AI agents | | [EmergentMind](https://www.emergentmind.com) | Tool for code analysis and generation using LLMs | | [EveryPrompt](https://www.everyprompt.com) | Library for A/B testing prompts | | [FlowGPT](https://flowgpt.com) | Community platform for sharing prompts | | [fastRAG](https://github.com/IntelLabs/fastRAG) | Optimized framework for RAG applications | | [Google AI Studio](https://ai.google.dev/) | Google's tool for working with Gemini and other AI models | | [Guardrails](https://github.com/ShreyaR/guardrails) | Library for validating and controlling LLM outputs | | [Guidance](https://github.com/microsoft/guidance) | Framework for deterministic control of LLM outputs | | [GPT Index](https://github.com/jerryjliu/gpt_index) | Original name for LlamaIndex (data indexing for LLMs) | | [GPTTools](https://gpttools.com/comparisontool) | Set of utilities for working with GPT models | | [hwchase17/adversarial-prompts](https://github.com/hwchase17/adversarial-prompts) | Collection of adversarial prompts for LLM testing | | [Interactive Composition Explorer](https://github.com/oughtinc/ice) | Tool for interactive complex prompt creation | | [Knit](https://promptknit.com) | Platform for creating and managing LLM workflows | | [LangBear](https://langbear.runbear.io) | Simplified interface for LangChain | | [LangChain](https://github.com/hwchase17/langchain) | Framework for building LLM chains with external data | | [LangSmith](https://docs.smith.langchain.com) | Debugging and monitoring tool for LLM applications | | [Lexica](https://lexica.art) | Search engine for Stable Diffusion prompts/images | | [LMFlow](https://github.com/OptimalScale/LMFlow) | Framework for LLM fine-tuning and deployment | | [LM Studio](https://lmstudio.ai/) | Desktop app for running LLMs locally | | [loom](https://github.com/socketteer/loom) | Tool for recording LLM interactions | | [Metaprompt](https://metaprompt.vercel.app/?task=gpt) | Library for creating and managing meta-prompts | | [ollama](https://github.com/jmorganca/ollama) | Tool for local LLM execution | | [OpenAI Playground](https://beta.openai.com/playground) | Web interface for OpenAI model experimentation | | [OpenICL](https://github.com/Shark-NLP/OpenICL) | Framework for in-context learning with LLMs | | [OpenPrompt](https://github.com/thunlp/OpenPrompt) | Library for prompt templates and management | | [OpenPlayground](https://nat.dev/) | Alternative interface for testing various LLMs | | [OptimusPrompt](https://www.optimusprompt.ai) | Tool for prompt optimization | | [Outlines](https://github.com/normal-computing/outlines) | Library for controlled text generation | | [Playground](https://playgroundai.com) | General term for LLM testing environments | | [Portkey AI](https://portkey.ai/) | Platform for LLM request management and analysis | | [Prodia](https://app.prodia.com/#/) | API for Stable Diffusion image generation | | [Prompt Apps](https://chatgpt-prompt-apps.com/) | Ready-made mini-applications based on prompts | | [PromptAppGPT](https://github.com/mleoking/PromptAppGPT) | Framework for GPT-based applications | | [Prompt Base](https://promptbase.com) | Marketplace for buying/selling prompts | | [PromptBench](https://github.com/microsoft/promptbench) | Library for prompt benchmarking | | [Prompt Engine](https://github.com/microsoft/prompt-engine) | Tool for structured prompt generation | | [prompted.link](https://prompted.link) | Database of prompts for various tasks | | [Prompter](https://prompter.engineer) | Utility for prompt formatting | | [PromptInject](https://github.com/agencyenterprise/PromptInject) | Framework for prompt injection testing | | [Prompts.ai](https://github.com/sevazhidkov/prompts-ai) | Platform for collaborative prompt work | | [Promptmetheus](https://promptmetheus.com) | Tool for prompt effectiveness analysis | | [PromptPerfect](https://promptperfect.jina.ai/) | Service for task-specific prompt optimization | | [Promptly](https://trypromptly.com/) | Library for rapid LLM prototyping | | [PromptSource](https://github.com/bigscience-workshop/promptsource) | Collection of ready-made prompts | | [PromptTools](https://github.com/hegelai/prompttools) | Set of prompt testing and debugging tools | | [Scale SpellBook](https://scale.com/spellbook) | Platform for prompt engineering projects | | [sharegpt](https://sharegpt.com) | Service for sharing ChatGPT conversations | | [SmartGPT](https://getsmartgpt.com) | Tool for improving GPT responses via multi-step reasoning | | [ThoughtSource](https://github.com/OpenBioLink/ThoughtSource) | Library for analyzing LLM reasoning chains | | [Visual Prompt Builder](https://tools.saxifrage.xyz/prompt) | Tool for visual prompt creation (e.g., for image generation) | | [Wordware](https://www.wordware.ai) | Platform for creating and managing LLM workflows | | [YiVal](https://github.com/YiVal/YiVal) | Tool for LLM output validation and evaluation |

[qodo-merge-pro]

PR Code Suggestions ✨

Explore these optional code suggestions:

Category	Suggestion	Impact
General	Fix inaccurate tool description The description is too vague and doesn't accurately describe what PlaygroundAI actually is. PlaygroundAI is specifically an AI image generation platform, not a general LLM testing environment. pages/tools.en.mdx [47] -| [Playground](https://playgroundai.com) | General term for LLM testing environments | +| [Playground](https://playgroundai.com) | AI image generation platform with various models | Apply / Chat Suggestion importance[1-10]: 7 __ Why: The suggestion corrects a factually inaccurate description for Playground, making the information more precise and useful for readers.	Medium
	Update repository URL The GPT Index repository has been renamed to LlamaIndex and the URL should be updated to reflect the current repository location. The old URL may become outdated or redirect improperly. pages/tools.en.mdx [27] -| [GPT Index](https://github.com/jerryjliu/gpt_index) | Original name for LlamaIndex (data indexing for LLMs) | +| [GPT Index](https://github.com/run-llama/llama_index) | Original name for LlamaIndex (data indexing for LLMs) | Apply / Chat Suggestion importance[1-10]: 6 __ Why: The suggestion correctly updates the outdated URL for GPT Index to its new location, improving link accuracy and long-term maintainability.	Low
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