PROBLEM CLUE · CAPABILITY UPGRADES
Inconsistent results with no clear way to improve them
Model quality is rarely the whole story. Prompts, context, source quality, model choice, and task decomposition all influence the outcome.
CHECKLIST
Get these facts straight first.
- Whether the current product is being used correctly
- Which layer a prompt, skill, model, or plugin improves
- Whether the task, inputs, versions, and outputs are reproducible
SOFTWARE MATCHES
GITHUB TREASURES
ChatGPT 中文调教指南Learn from practical Chinese prompt examples and turn vague requests into clear, usable instructions.Open WebUIGive local models and multiple APIs one self-hosted workspace for chat, knowledge, memory, and tools.agency-agentsBring ready-made product, design, engineering, marketing, and operations specialists into an agent team.Agent-ReachGive a command-line agent practical access to the web, YouTube, X, Reddit, GitHub, Bilibili, and Xiaohongshu.Cherry StudioBring cloud models, Ollama, assistants, documents, and MCP tools into one desktop client.MinerUConvert complex PDFs, Office files, and scans into clean Markdown or JSON for reliable AI use.FirecrawlSearch and crawl websites into clean Markdown, structured JSON, or screenshots ready for AI workflows.MarkItDownConvert Word, PowerPoint, Excel, PDF, images, audio, and web pages into consistent Markdown.RAGFlowCombine document parsing, retrieval, citations, and agents in one production-oriented knowledge platform.InvokeAICombine generation, inpainting, a creative canvas, asset management, and node workflows locally.ComfyUIBuild generation workflows like blocks, save them once, and reuse them for images, video, audio, and 3D.Krita AI DiffusionGenerate, inpaint, upscale, and use references without leaving Krita's real editing workflow.