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AI tools directory

Self-hosted, web, and app tools mapped to real jobs — plus workflow stacks and a rolling AI headlines feed for the maker bench.

AI topic hub · AI headlines · Maker Prompt Pack · AI Workflow Mastery books

Top AI headlines

Pulled regularly from public feeds (HN, Verge, TechCrunch, HF, labs blogs, and more). We summarize titles — open the source for the full story.

More AI headlines →

I need to… (use-case stacks)

Pick the job; get a preferred stack with primaries, alternatives, and supporting tools.

TOP Video editing & explainers Cut talking-head builds, short demos, and captions without drowning in a Hollywood suite. TOP Coding & firmware Ship Arduino/ESP32/PlatformIO projects faster with AI pair programmers — without trusting blind flashes. TOP Local / offline AI Run models on your own hardware for privacy, labs, and air-gapped benches. TOP Image generation & mockups Concept art, enclosure mockups, and marketing stills — not mechanical drawings. TOP CAD / 3D design assist Parametric drafts and print troubleshooting with LLMs + real slicers. TOP Writing & technical docs Project pages, READMEs, lesson notes, and post-mortems with less blank-page friction. TOP Research & sourcing Survey a topic quickly with citations, then verify the primary sources yourself. TOP Stock & market research (not advice) Charting, fundamentals, and private document QA for research workflows — explicitly not financial advice. TOP Home lab automation Glue sensors, scripts, and LLMs together without sending the whole house to the cloud. TOP Classroom / teaching Safe, structured AI use for labs: lesson notes, rubrics, and local options when policy requires. TOP Personal knowledge & notes Capture lab notes, link ideas, and query your own vault without losing files to a chat silo. TOP Data analysis & BOMs Cost models, experiment tables, and “why is this column weird?” loops with sheets or notebooks. TOP Email & newsletter ops Draft sequences and subject lines; keep list hygiene and compliance in your ESP/MailerLite — not the LLM. TOP Print farm / multi-printer ops Controllers, failure notes, and config discipline when more than one printer is online. TOP Lab notes → blog post Turn messy build notes into a publishable project page without inventing results. TOP SEO content briefs Outline search-intent briefs for pillar pages — then write from real expertise, not pure generation. TOP Social posts & shorts scripts Repurpose a long guide into posts and 30-second scripts without becoming a spam factory. TOP Product photography for shops Clean backgrounds and listing images for prints, kits, and small-batch goods. TOP Hardware log triage Turn serial dumps, dmesg, and PlatformIO errors into ordered debug steps. TOP RAG over internal docs Stand up private Q&A over SOPs, BOMs, and handbooks for a lab or small team. TOP Model evals & bake-offs Compare models on your prompts before locking a stack for the lab. TOP Agentic research assistants Multi-step agents that browse/summarize — useful, but easy to overtrust. TOP Prompt library ops Version house prompts for CAD, firmware, and support so the team does not freestyle every time. JOB Voice, captions & audio Transcripts, captions, and narration for project videos and class materials. JOB Marketing graphics & thumbnails Thumbnails, simple product cards, and social stills when you are not hiring a designer. JOB Code security triage Catch foot-guns before you publish firmware or a small web app. JOB Meeting notes & action items Turn voice dumps and messy notes into action lists for client or club meetings. JOB Translation & localization Draft translations for project docs and handouts; native review still required for anything public-facing. JOB Customer support knowledge base Turn repeated support answers into searchable articles and draft replies — with a human in the loop. JOB Radio / mesh field kits Plan Meshtastic/ham-adjacent field kits and checklists; RF practice stays regulated and physical. JOB Legal-ish document triage (not advice) Private Q&A on contracts or policies you already have — maps the text, does not replace a lawyer. JOB Presentations & workshop slides Structure talks and workshops; keep demos honest and code live when possible. JOB Resume / portfolio for makers Translate project work into resumes and portfolio blurbs without empty buzzwords. JOB Sales outreach (makers & shops) Draft polite outreach for custom prints, repair services, or B2B maker work. JOB Grant & STEM proposal drafts Structure educational/maker grant narratives and budgets — humans still own compliance. JOB Accessibility alt text & captions Draft alt text and captions for project photos and videos — then human-review. JOB Competitive product teardowns Structure teardown notes and feature matrices for boards, printers, and tools. JOB Inventory & spare-parts ops Track filament lots, resistors, and DevKit inventory with sheets + light automation. JOB Open-source maintainer triage Triage issues, draft release notes, and summarize PRs without burning out. JOB Interview prep (technical) Practice systems and embedded interview questions with critique — not memorized lies. JOB Firmware release notes & changelog Turn git logs and issue fixes into human release notes for ESP32/Pi projects.

Browse tools

Web LLM / chat

ChatGPT

OpenAI’s mainstream chat + tools product for writing, code, and analysis.

Best for: General writing, code, brainstorming

Web LLM / chat

Claude

Anthropic models strong at long-context writing, code review, and careful analysis.

Best for: Long briefs, code review, technical writing

Web LLM / chat

Grok

xAI chat models with real-time X flavor and strong technical/coding use.

Best for: Technical Q&A, coding, current topics

Self-hosted LLM / chat

Ollama

Simplest path to run open models locally (CLI + local API).

Best for: Local/offline LLMs on your hardware

App / desktop LLM / chat

LM Studio

Desktop app to download and run local GGUF models with a chat UI.

Best for: Local chat without CLI friction

Self-hosted LLM / chat

Open WebUI

Self-hosted ChatGPT-like UI over Ollama / OpenAI-compatible backends.

Best for: Private multi-user local chat portal

App / desktop Coding

Cursor

AI-first code editor (VS Code lineage) for multi-file refactors and agents.

Best for: Application & firmware refactors

Hybrid Coding

Aider

CLI pair-programmer that commits git diffs with LLMs.

Best for: Repo edits from the terminal

Self-hosted Image

ComfyUI

Node-based local image/video workflows — maximum control for power users.

Best for: Advanced local image pipelines

Web Video

Descript

Edit video/podcasts by editing text transcripts; strong for talking-head workflows.

Best for: Talking-head & podcast video

Web Markets

TradingView

Charting platform with scripts, screeners, and AI-assisted features depending on plan.

Best for: Charting & technical research

Self-hosted Automation

n8n

Self-hostable workflow automation; can call LLMs as steps.

Best for: Automations with optional LLM steps

Web Research

NotebookLM

Google’s source-grounded notebook for multi-doc Q&A and study guides.

Best for: Multi-document research notebooks

Web LLM / chat

Mistral Le Chat

European-rooted models with strong coding/multilingual chat and a clean web product.

Best for: General chat & coding with EU-friendly brand

Web LLM / chat

DeepSeek

Strong cost/performance chat and coding models popular for technical work.

Best for: Budget-friendly technical chat & code

Web LLM / chat

OpenRouter

One API key to many model providers — useful for comparing models without N dashboards.

Best for: Multi-model experiments & failover

Self-hosted LLM / chat

vLLM

High-throughput open-source LLM serving engine for your own GPUs.

Best for: Self-hosted multi-user model serving

Self-hosted LLM / chat

llama.cpp

Run GGUF models efficiently on CPU/GPU — foundation under many local tools.

Best for: Efficient local inference core

Self-hosted LLM / chat

LocalAI

Drop-in OpenAI-compatible gateway for local models (LLM, audio, image backends).

Best for: OpenAI-compatible local API gateway

Hybrid Research

AnythingLLM

Desktop/self-host RAG chat over your documents with multiple model backends.

Best for: Private doc Q&A for labs & small teams

App / desktop Coding

Windsurf

AI-native IDE/agent workflow competitor in the Cursor-class space.

Best for: Agentic app coding

App / desktop Image

Photoroom

Product photo background removal and studio-like shots for shops.

Best for: Product photos for side hustles

Self-hosted Image

Upscayl

Local open-source image upscaling — privacy-friendly enhancement.

Best for: Local upscaling of photos/diagrams

Self-hosted Audio

Piper TTS

Fast local neural TTS — great for offline spoken notes and accessibility.

Best for: Local text-to-speech

Web CAD / 3D

Meshy

Text/image-to-3D mesh generation for concepts — always rework before functional print.

Best for: Concept meshes from text/image

Web Research

Elicit

Research assistant oriented around papers and systematic evidence finding.

Best for: Literature review acceleration

Web Research

SciSpace

PDF/paper co-pilot for reading and explaining technical papers.

Best for: Read and decode papers/PDFs

Self-hosted Automation

Dify

Self-hostable LLM app builder (RAG, agents, workflows) with a polished UI.

Best for: Internal LLM apps & RAG portals

Web Research

Notion AI

Docs/wiki database with built-in AI writing and Q&A over workspace content.

Best for: Team wiki with AI assist

Web LLM / chat

Google Gemini

Google’s multimodal chat with strong Google Workspace / Search integration.

Best for: Research with Google ecosystem

App / desktop Coding

GitHub Copilot

Inline coding assistant inside popular IDEs, tight GitHub integration.

Best for: Day-to-day coding in VS Code / JetBrains

Web Image

Midjourney

High-aesthetic image generation via Discord/web — concept art strength.

Best for: Concept art, mockups, mood boards

App / desktop Video

CapCut

Consumer video editor with aggressive AI templates — fast social cuts.

Best for: Short-form / social edits

Web Markets

Koyfin

Fundamental/market data workstation popular with serious retail/prosumers.

Best for: Fundamental market research

Hybrid LLM / chat

LanguageTool

Grammar/style checking with self-host option — lighter privacy model than many SaaS editors.

Best for: Editing polish without full LLM rewrite

Hybrid Coding

Semgrep

Static analysis for code; pairs well with LLM explanations of findings.

Best for: Code security triage for makers shipping firmware/apps

Web LLM / chat

GroqCloud

Ultra-fast inference API for open models — speed is the product.

Best for: Snappy apps and demos on hosted open models

App / desktop Coding

Zed AI

High-performance editor with collaborative AI features.

Best for: Fast editing with AI assist

Web Coding

Phind

Developer-oriented search/chat for errors, APIs, and how-tos.

Best for: Error/API search for builders

Web Coding

v0 by Vercel

UI generation oriented around modern web components — great for dashboards, not firmware.

Best for: Web UI scaffolding for maker dashboards

Web Image

Krea

Realtime/creative image tools popular for iterative visual design.

Best for: Realtime visual ideation

Web Video

Pika

AI video generation for short creative clips and experiments.

Best for: Short AI video experiments

Web Video

Kling AI

High-profile AI video generator for longer/cinematic experiments.

Best for: Longer AI video experiments

Web Audio

Suno

AI music generation for intros, jingles, and experiments — not technical measurement audio.

Best for: AI music beds & intros

Web CAD / 3D

Sloyd

Parametric-ish 3D generation aimed at game/prop makers with more structure than pure meshing.

Best for: Structured 3D blocking

Web Research

Consensus

Search engine that surfaces scientific consensus-style answers from papers.

Best for: Science Q&A with paper links

Self-hosted Automation

Flowise

Low-code LLM flow builder, often self-hosted for demos and internal tools.

Best for: Visual LLM flow prototypes

Self-hosted Automation

Langflow

Visual framework for building LangChain-style flows; self-host common.

Best for: Teachable visual LLM pipelines

Hybrid Automation

CrewAI

Multi-agent orchestration framework for developers building agent teams.

Best for: Multi-agent developer experiments

Web Research

Mem

AI-first notes that auto-organize — less manual linking than Obsidian.

Best for: Fast AI notes without manual graphing

App / desktop Audio

Fathom

Meeting recorder popular for clean summaries and free tier usefulness.

Best for: Simple AI meeting notes

App / desktop Audio

SuperWhisper

Local-friendly dictation app workflows (mac-centric) for fast capture.

Best for: Fast private-ish dictation

Editorial picks for makers, not paid rankings. Headlines are third-party links; we do not republish full articles. Markets tools are research aids only — not financial advice.