# Tools

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Resources for ML / AI or Data engineering or Teachers / Students: 416 items.

> - ML / AI: Model training, evaluation and LLM application development.
> - Data engineering: Data pipelines, warehouse modeling, ETL and data quality.
> - Teachers / Students: Lesson prep, quizzes, grading and course materials; self-study and exam prep.

- [Astronomer Data Agents](https://hebbmind.com/es/plugin/astronomer-agents.md): [Plugin] Astronomer's official data engineering plugin: write Airflow DAGs to best practices, debug pipeline failures, trace data lineage, profile warehouse tables and migrate from Airflow 2 to 3, with a built-in Airflow MCP server and session hooks.
- [phd-skills](https://hebbmind.com/es/plugin/phd-skills.md): [Plugin] Research guardrails for PhD students: reproduce arXiv papers, debug training anomalies with evidence, compare runs at matched epochs, check paper-code consistency, verify BibTeX, find literature gaps and predict reviewer comments. No MCP or extra dependencies; mostly for ML research.
- [Math Modeling Skills](https://hebbmind.com/es/skill/math-modeling-skills.md): [Skill] Two skills for the MCM/ICM and China's CUMCM math modeling contests: solver breaks down problems, picks models from a 95+ scenario decision matrix and gives Python or MATLAB templates; paper coaches abstracts, model validation and formatting from winning papers. Needs Python or MATLAB.
- [FinLab AI](https://hebbmind.com/es/skill/finlab-ai.md): [Skill] Official FinLab quant skill: lets agents use FinLab data (mainly Taiwan stocks, plus US, Japan, Korea and Hong Kong) to write stock-picking strategies, run backtests and analyze factors. Needs a FinLab account (free tier has a daily data cap), Python 3.10+ and uv. Not investment advice.
- [ComfyUI MCP Server](https://hebbmind.com/es/mcp/comfyui-mcp-server.md): [MCP] Lets agents run local ComfyUI workflows to generate images, audio and video, regenerate from earlier results with new parameters, check the queue and switch models. Install and start ComfyUI, then clone this repo and run the server with Python (port 9000 by default).
- [Learn FASTER](https://hebbmind.com/es/cli/learn-faster-kit.md): [CLI] One learn-faster command turns Claude Code into a learning coach: builds a syllabus for your level, schedules spaced review, sets exercises and tracks progress, with an exam-prep mode. Needs uv and Claude Code; Codex: run learn-faster init --agent codex (lighter onboarding).
- [Databricks Agent Skills](https://hebbmind.com/es/skill/databricks-agent-skills.md): [Skill] Official Databricks skills guiding agents to build Lakeflow pipelines and jobs, Apps, Lakebase, Vector Search, Model Serving and AI/BI dashboards on the lakehouse. Needs the Databricks CLI.
- [Databricks Agent Skills](https://hebbmind.com/es/plugin/databricks-agent-skills.md): [Plugin] Official Databricks plugin with skills for the CLI and auth, Genie data queries, Apps, Lakebase, Lakeflow jobs and pipelines, Model Serving and DABs deployment, plus hooks for prompt routing, session context and auth failure hints. Needs a Databricks account.
- [qiaomu-cut](https://hebbmind.com/es/skill/qiaomu-cut-skill.md): [Skill] Describe the video you want and the agent builds a reproducible edit project: footage, storyboard, bilingual subtitles, transitions, intro and outro, rendering and QA. Needs Node.js and ffmpeg; AI voice and assets need ListenHub. Science mode uses the author's voice and outro by default.
- [Socrates Skill](https://hebbmind.com/es/skill/socrates-skill.md): [Skill] Socratic teaching skill: when your message includes Socrates or socratic, the agent reads the code, docs or PDF you provide and guides you to the answer through layered questions instead of giving it away. Good for tutoring and self-study; prompt-only, nothing else needed.
- [apy](https://hebbmind.com/es/cli/apy.md): [CLI] Manage Anki cards from the command line: add notes in bulk from Markdown and list or review cards by query, without Anki running. Needs an existing local Anki database and profile; not an official Anki project.
- [Apache Doris MCP Server](https://hebbmind.com/es/mcp/doris-mcp-server.md): [MCP] Apache Doris's official MCP: gives agents read-only access to explore table metadata, run and explain SQL, diagnose slow queries, and check cluster status, load jobs and data governance info. Needs Python 3.12+ and Doris 2.0 or later.
- [Code Walkthrough](https://hebbmind.com/es/skill/code-walkthrough.md): [Skill] Leads a visible, verified code walkthrough in Neovim: confirms real behavior by running code, then authors one immutable Navi tour with short notes the viewer steps through, optionally recorded with OBS. Requires Terminal Control (termctrl), Neovim 0.10+ and navi.nvim.
- [Comfy MCP](https://hebbmind.com/es/mcp/comfy-mcp.md): [MCP] ComfyUI's official MCP: lets agents drive local ComfyUI image and video workflows, list installed nodes, models and templates, submit jobs and fetch results, and start or stop ComfyUI. Needs a machine that can run ComfyUI (usually a GPU) and comfy-cli; partner models consume Comfy credits.
- [IELTS Claude Skills](https://hebbmind.com/es/skill/ielts-claude-skills.md): [Skill] IELTS prep coach with four skills: a level check with practice advice, essay marking and rewrites on the four criteria, reading mistakes and paraphrase breakdowns, and Speaking Part 2 stories with Part 3 prep. Prompt-only, no API key; no saved history, and scores are AI estimates.
- [ImageSorcery MCP](https://hebbmind.com/es/mcp/imagesorcery-mcp.md): [MCP] Local image processing MCP: crop, resize, rotate, add text and watermarks, blur, remove backgrounds, detect objects and extract text with OCR, with no images uploaded anywhere; handy for photos, scans and course visuals. Needs Python 3.10 and pipx; first install downloads detection models.
- [QuantConnect Lean CLI](https://hebbmind.com/es/cli/lean-cli.md): [CLI] QuantConnect's official CLI drives the open-source LEAN engine locally or in the cloud to download data, backtest and optimize quant strategies and deploy them live. Requires a paid-tier QuantConnect organization; strategies in Python or C#; local runs need Docker. Get expert review.
- [Readwise Skills](https://hebbmind.com/es/skill/readwise-skills.md): [Skill] Official Readwise skills: triage your Reader queue, skim feeds, quiz you on what you just read, and draft book reviews and reading recaps from your highlights. Needs a Readwise subscription (30-day free trial) and the Readwise MCP or CLI installed first.
- [Canvas MCP Server](https://hebbmind.com/es/mcp/canvas-mcp.md): [MCP] MCP for the Canvas LMS: teachers can have agents bulk-grade, manage assignments and modules, post announcements and nudge students with missing work; students can check deadlines and grades. Needs a Canvas API token; one-click extension for Claude Desktop, Python 3.11+ elsewhere.
- [Hugging Face MCP Server](https://hebbmind.com/es/mcp/hf-mcp-server.md): [MCP] Hugging Face's official MCP server: lets agents search models, datasets and Spaces on the Hub and call thousands of Gradio AI apps directly. Hosted remotely; sign in with your Hugging Face account or authorize with a token.
- [anki-llm](https://hebbmind.com/es/cli/anki-llm.md): [CLI] Uses LLMs to generate and rewrite Anki cards in bulk and add TTS audio, with a terminal UI to pick cards before import and JSON query commands so agents can read and write decks. Needs Anki Desktop with AnkiConnect and an OpenAI, DeepSeek or other API key, or local Ollama.
- [Wikipedia MCP Server](https://hebbmind.com/es/mcp/wikipedia-mcp.md): [MCP] Lets agents search Wikipedia and read full articles, summaries, specific sections and related articles, useful for lesson prep, homework help and fact-checking. English Wikipedia by default; pass --language to use another edition. No account; needs uv (Python).
- [Alibaba Cloud Skills](https://hebbmind.com/es/skill/alibabacloud-aiops-skills.md): [Skill] Alibaba Cloud's official agent skills: ECS diagnosis and DR, RDS/PolarDB database checks, PAI training and EAS deployment, ACK clusters, RAM permissions, OSS and network troubleshooting, and Model Studio. Needs an AccessKey or aliyun CLI credentials.
- [Markmap MCP Server](https://hebbmind.com/es/mcp/markmap-mcp-server.md): [MCP] Turns Markdown outlines into interactive mind map HTML and can export PNG, JPG or SVG server-side (requires Playwright). Runs fully locally with no third-party API key; good for organizing notes, lesson prep and document structure.
- [MaxMSP-MCP Server](https://hebbmind.com/es/mcp/maxmsp-mcp-server.md): [MCP] Lets agents understand, explain and generate Max/MSP patches: look up official object docs, explain existing patches, and create and connect objects, for sound design and interactive music teaching. Needs Max 9+, Python, uv and npm; install from source and open the companion patch in Max.
- [Firecrawl Plugin for Claude Code](https://hebbmind.com/es/plugin/firecrawl-claude-plugin.md): [Plugin] Firecrawl's official plugin: brings the Firecrawl CLI in as skills so Claude Code can search the web, scrape pages to Markdown, map site links or crawl whole sites. Install firecrawl-cli and set an API key first; self-hosting supported.
- [Anki MCP Server (nailuoGG)](https://hebbmind.com/es/mcp/nailuogg-anki-mcp-server.md): [MCP] Lets agents manage Anki through AnkiConnect: create decks, make Q&A and cloze cards in bulk, search and edit notes and manage tags, for teachers and students studying vocabulary or exams. Needs Anki Desktop, the AnkiConnect add-on and Node.js; the repo also ships a Claude Code skill.
- [live-coding-music-mcp](https://hebbmind.com/es/mcp/live-coding-music-mcp.md): [MCP] Lets Claude drive Strudel.cc for live-coded music: generate and play drums, bass and melodies, with music theory helpers, audio analysis and MIDI import/export. Needs Node.js 22 and Playwright browsers; optional AI accompaniment needs a Gemini key or a signed-in Claude/Codex CLI. Unofficial.
- [Unsplash MCP Server](https://hebbmind.com/es/mcp/unsplash-mcp-server.md): [MCP] Searches Unsplash's free high-res photos by keyword, color and orientation to find images for posters, articles, slides and designs. Needs a free Access Key from the Unsplash developer portal; clone the repo and run the Python server with uv.
- [MinerU Open MCP](https://hebbmind.com/es/mcp/opendatalab-mcp.md): [MCP] MinerU's official MCP: parses PDF, Word, PowerPoint and images into Markdown via the mineru.net cloud API, keeping tables and formulas. The keyless Flash mode works out of the box; add a token for higher quotas and more formats.
- [Opik MCP Server](https://hebbmind.com/es/mcp/opik-mcp.md): [MCP] Comet's official Opik MCP: query traces and spans of LLM apps in chat, log scores and comments, and manage datasets, experiments and prompt versions. Works with Opik Cloud (API key or browser sign-in) and self-hosted open-source Opik.
- [mcptools](https://hebbmind.com/es/mcp/mcptools.md): [MCP] Posit's official R package connecting R to Claude Code and other agents: register your own R functions as tools and run them in your open R session, using its data. Out of the box it only switches sessions; add the btw package for docs lookup and data inspection tools. Requires R.
- [MongoDB](https://hebbmind.com/es/plugin/mongodb.md): [Plugin] MongoDB's official plugin: runs the MongoDB MCP locally via npx and adds skills for query generation, index tuning, schema design, and full-text and vector search. Connects to self-hosted or Atlas databases with a connection string.
- [MongoDB Agent Skills](https://hebbmind.com/es/skill/mongodb-agent-skills.md): [Skill] MongoDB's official skill library covering document model design, driver connection setup, query optimization, natural-language query generation, Atlas full-text and vector search, and stream processing. Works alongside the MongoDB MCP Server.
- [HeyGen CLI](https://hebbmind.com/es/cli/heygen-cli.md): [CLI] HeyGen's official CLI, built for agents like Claude Code and Codex: generate avatar presenter videos from a prompt or template, translate and dub videos, and synthesize speech, with JSON output. Good for batch training and product videos. Needs a HeyGen API key (usage-billed) or a Pro/Max plan.
- [Learning Commons Knowledge Graph](https://hebbmind.com/es/mcp/knowledge-graph.md): [MCP] Learning Commons' official remote MCP for its K-12 education knowledge graph: look up US state standards by code, break them into teachable skills, and trace math learning progressions to align lessons and quizzes. Needs a Learning Commons API key; mostly US standards, early access.
- [GEMBA](https://hebbmind.com/es/cli/gemba.md): [CLI] Microsoft Translator's translation quality tool: GPT scores each sentence using MQM error categories or a direct score; --list_mqm_errors shows error types and severity. Needs line-aligned source and target files, Python and an OpenAI or Azure OpenAI key (paid); a translator should still review.
- [OpenZIM MCP Server](https://hebbmind.com/es/mcp/openzim-mcp.md): [MCP] Searches ZIM-format knowledge bases such as Wikipedia, Wiktionary and Stack Exchange offline: full-text search, read articles by section and follow links, even with no internet. Download .zim files from Kiwix first (hundreds of MB to tens of GB) into ~/zim-files, and install uv.
- [ChatPPT MCP](https://hebbmind.com/es/mcp/chatppt-mcp.md): [MCP] Official ChatPPT MCP from YOO-AI: generates slide decks from a topic, text or document, lets you change templates, colors, fonts and animations, writes speaker notes and downloads pptx. Closed-source cloud service; needs a yoo-ai.com API key; personal tokens are test-only with limited calls.
- [BibiGPT Skill](https://hebbmind.com/es/skill/bibigpt-skill.md): [Skill] Official BibiGPT skill: hand agents YouTube, Bilibili, podcast or local audio and video to get summaries, timestamped transcripts, chapter notes and mind maps. Needs a BibiGPT account (free tier has daily limits) plus its desktop app (with the bibi CLI) or an API key.
- [FHIR MCP Server](https://hebbmind.com/es/mcp/fhir-mcp-server.md): [MCP] Connects any FHIR-compliant EHR server (e.g. the Epic sandbox or HAPI) to agents to search, read, create and update patient clinical data in plain language, with SMART on FHIR auth. By WSO2. Needs a FHIR server URL, access token and uv; clinicians must review results.
- [FRED MCP Server](https://hebbmind.com/es/mcp/fred-mcp-server.md): [MCP] Connects to the St. Louis Fed's FRED database: search and pull 800,000+ macroeconomic time series (GDP, unemployment, inflation, interest rates) with built-in year-over-year and period-over-period changes. For macro research, investing and teaching. Needs a free FRED API key and Node.js.
- [Canvas MCP Server](https://hebbmind.com/es/mcp/mcp-canvas-lms.md): [MCP] Third-party MCP for Canvas LMS (not by Instructure): teachers can review courses and assignments, grade, comment, and create quizzes and discussions; students can check due dates and grades; admins can create courses and export reports. Needs a Canvas API token, your school domain and Node.js.
- [Wolfram AgentTools](https://hebbmind.com/es/mcp/agenttools.md): [MCP] Wolfram's official agent tools: use the Wolfram Language and Wolfram|Alpha for symbolic and numeric math and scientific and statistical data, for teaching and research. The command runs the official Docker image with a free developer license; Wolfram 15+ users can install it in the app.
- [Term Radar](https://hebbmind.com/es/skill/term-radar.md): [Skill] When the user describes a concept in their own words that matches an established term of art, the agent appends that single term after its answer, linked to a Google Images search, so the user learns the proper name and can see examples.
- [Chalk Logic](https://hebbmind.com/es/skill/chalk-logic.md): [Skill] Turns one idea into a sparse, wordless white-chalk illustration on an even green board. Picks one of six composition families, generates an image, checks it against a gated QA list and repairs it up to twice. Needs image generation and inspection; otherwise returns the prompt and recipe.
- [MLflow Skills](https://hebbmind.com/es/plugin/mlflow-skills.md): [Plugin] MLflow's official skills plugin: lets coding agents add MLflow Tracing to LLM apps, analyze failed traces, build evaluation datasets and scorers, and query token and latency metrics, closing the instrument, evaluate, iterate loop. Needs MLflow 3.8+.
- [MarsWave Skills (ListenHub)](https://hebbmind.com/es/skill/marswaveai-skills.md): [Skill] Official ListenHub skills: agents turn a topic, article or link into podcasts, explainer videos and slides, and can also do voiceovers, voice cloning, background music and image generation. Needs a ListenHub account (free credits included) and the listenhub CLI.
- [Readwise CLI](https://hebbmind.com/es/cli/readwise-cli.md): [CLI] Readwise's official CLI: lets agents search articles and highlights saved in Readwise and Reader, save web pages, tag items and organize reading lists, with a read-only mode to prevent accidental changes. Needs Node.js; Readwise is a paid subscription with a 30-day free trial.
- [Trello MCP Server](https://hebbmind.com/es/mcp/trello-mcp-server.md): [MCP] Trello's official hosted MCP, maintained by Atlassian: after OAuth authorization of one workspace, agents can search boards, create and move cards, maintain checklists and tidy the inbox, without permanently deleting data. Works on any Trello plan.

Next page: https://hebbmind.com/es/tools.md?page=9&profession=algorithm%2Cdata-engineering%2Ceducation