# Tools

> Every listed resource, editors’ picks first. The filters below can be combined.

- Search: append `?q=<keywords>` to the URL. Separate several keywords with spaces; all of them must match. Matches name, repository, tags, professions, description and README.
- Filter by type: append `?type=<cli|skill|plugin|mcp>` to the URL.
- Filter by profession: append `?profession=<profession id>` to the URL. Separate several ids with commas; a resource matches when it suits any of them. Ids are listed at https://hebbmind.com/api/v1/professions
- Filter by tag: append `?tag=<tag>` to the URL. Separate several tags with commas; a resource must carry all of them. Tags are listed at https://hebbmind.com/api/v1/tags

Resources for ML / AI or Data engineering or Data analysis or Hardware engineering or Teachers / Students: 521 items.

> - ML / AI: Model training, evaluation and LLM application development.
> - Data engineering: Data pipelines, warehouse modeling, ETL and data quality.
> - Data analysis: Querying, statistical analysis, reporting and visualization.
> - Hardware engineering: Part and assembly modeling, schematics and PCB review, simulation, and BOM and production files.
> - Teachers / Students: Lesson prep, quizzes, grading and course materials; self-study and exam prep.

- [comfy-cli](https://hebbmind.com/de/cli/comfy-cli.md): [CLI] ComfyUI's official CLI: install and launch ComfyUI in one step, manage custom nodes and model downloads, and run image and video workflows, with --json output on every command for agents. Can also submit jobs to paid Comfy Cloud.
- [mcp-google-sheets](https://hebbmind.com/de/mcp/mcp-google-sheets.md): [MCP] Lets agents read and write Google Sheets: list and search spreadsheets, read and batch-update cells, insert rows and columns, create and share sheets and build charts, with the option to enable only some tools to save context. Needs a Google Cloud service account or OAuth credentials.
- [Neo4j Cypher MCP Server](https://hebbmind.com/de/mcp/mcp-neo4j-cypher.md): [MCP] Graph database MCP server from Neo4j Labs: reads the graph schema and runs read and write Cypher queries, with read-only mode, query timeouts and response token limits. Needs a Neo4j instance with the APOC plugin enabled.
- [Manim Slides](https://hebbmind.com/de/cli/manim-slides.md): [CLI] Turns Manim animations into step-through slide decks: mark slide breaks in scene code, render, then present with manim-slides or export to HTML, PDF or PPTX, for math and science classes and talks. Scenes are Python (agents can write them); needs Manim, plus LaTeX for formulas.
- [Education Agent Skills Library](https://hebbmind.com/de/skill/education-agent-skills.md): [Skill] 165 teaching skills grounded in learning-science research, covering course design, lesson planning, assessment, classroom questioning and student self-study coaching, for teachers and instructional designers. Install all at once as a Claude Code or Codex plugin, or copy them one by one.
- [COMSOL MCP Server](https://hebbmind.com/de/mcp/comsol-multiphysics-mcp.md): [MCP] 100+ tools that let agents drive COMSOL Multiphysics: build models, set geometry and physics (heat transfer, fluids, electrostatics, solid mechanics), mesh, solve and export results; the accompanying paper is in Neurocomputing. Needs licensed COMSOL 5.x/6.x, Python and Java; install from the repo.
- [Paper Plot Skills](https://hebbmind.com/de/skill/paper-plot-skills.md): [Skill] Plotting skills for academic papers: bar, line, scatter, radar and other styles distilled from 9 real paper figures. Plot your own data in a chosen style as 300 dpi figures, or reproduce a matplotlib script from a paper screenshot. Needs local Python and matplotlib.
- [Jina AI MCP Server](https://hebbmind.com/de/mcp/jina-ai-mcp.md): [MCP] Jina AI's official remote MCP: converts web pages and PDFs to Markdown, searches the web, arXiv, SSRN and images, and offers screenshots, reranking and semantic dedup. Reading tools work without a key (rate-limited); search and rerank need a Jina API key.
- [ClickHouse MCP Server](https://hebbmind.com/de/mcp/mcp-clickhouse.md): [MCP] Runs SQL queries against ClickHouse and browses databases and table schemas, read-only by default; can also enable embedded chDB to query data directly in files and URLs. Maintained by ClickHouse.
- [ExcelMcp](https://hebbmind.com/de/mcp/mcp-server-excel.md): [MCP] Drives desktop Excel on Windows: refresh Power Query, build pivot tables and charts, evaluate DAX and run VBA while keeping existing formulas and formatting, so finance and admin staff can automate existing reports. Needs Windows, Excel 2016+ and Node.js; no macOS.
- [LaTeX Document Skill](https://hebbmind.com/de/skill/latex-document-skill.md): [Skill] Describe what you need and get a typeset PDF: turn handwritten notes or scanned textbooks into LaTeX handouts and cheat sheets, make exams with answer keys, write papers, theses, posters, resumes and letters. 27 templates plus chart and mail-merge scripts. Needs TeX Live (install script included).
- [yahoo-finance2](https://hebbmind.com/de/cli/yahoo-finance2.md): [CLI] Unofficial Yahoo Finance data tool with a yahoo-finance CLI, an MCP server and an agent skill: stock quotes, price history, financials, option chains and analyst ratings. Needs Node.js 22+, no API key. The API is unofficial and may change; for research only.
- [Docling MCP](https://hebbmind.com/de/mcp/docling-mcp.md): [MCP] The Docling project's official MCP: converts PDF, Word, PowerPoint and more into structured documents with layout and table detection and OCR for scans, and lets agents build new documents paragraph by paragraph and export Markdown. Local mode needs Python and uv, or use your own Docling Serve.
- [COMET](https://hebbmind.com/de/cli/comet.md): [CLI] Unbabel's machine-translation quality metric: comet-score rates translations per sentence and overall, XCOMET marks error spans and severity, and CometKiwi works without a reference. Good for spot-checking MT. Needs Python 3.8+; models download from Hugging Face, some need a license; GPU helps.
- [dbt Agent Skills](https://hebbmind.com/de/plugin/dbt-agent-skills.md): [Plugin] dbt Labs' official plugin marketplace with dbt and dbt-migration plugins: write models and unit tests, build semantic-layer metrics, govern with dbt Mesh, debug failed jobs, and handle version upgrades and cross-platform migrations. Most skills need an existing dbt project.
- [dbt Agent Skills](https://hebbmind.com/de/skill/dbt-agent-skills.md): [Skill] dbt Labs' official skills: write and edit dbt models, add unit tests and docs, set up the MetricFlow semantic layer, debug failed jobs, and handle dbt version upgrades and cross-platform migrations. Most skills need dbt installed and an existing project.
- [Oh My Paper](https://hebbmind.com/de/plugin/oh-my-paper.md): [Plugin] A research plugin for Claude Code: commands like /omp:survey, /omp:experiment and /omp:write chain literature review, topic selection, experiments, writing and self-review, with 5 specialized agents and 34 research skills that remember project progress across sessions. Experiments lean toward ML.
- [MaverickMCP](https://hebbmind.com/de/mcp/maverick-mcp.md): [MCP] Stock analysis MCP for individual investors: quotes via yfinance, technical indicators such as RSI and MACD, screening strategies, a portfolio tracker and a trade journal. Core tools need no API key; backtesting and deep-research extensions are optional.
- [PaperOrchestra](https://hebbmind.com/de/skill/paperorchestra.md): [Skill] The five-agent PaperOrchestra pipeline (outline, figures, literature review, section writing, polishing) as skills: turns research ideas, experiment logs and a conference template into a LaTeX paper and checks citations via Semantic Scholar. Needs Python; verify the draft yourself.
- [WPS Skills](https://hebbmind.com/de/mcp/wps-skills.md): [MCP] Lets agents operate WPS Office Writer, Spreadsheets and Presentation on your computer through 200+ MCP tools covering formulas, pivot tables, charts, comments, slide styling and animation. Requires WPS; clone, build from source and install the WPS add-in. Runs on macOS, Windows and Linux.
- [WPS Skills](https://hebbmind.com/de/plugin/wps-skills.md): [Plugin] Controls local WPS Writer, Spreadsheets and Presentation via MCP with 200+ tools (formulas, pivot tables, layout, slide polishing) plus companion skills. The plugin installs only the skills; build the MCP server and WPS add-in per the README. Needs WPS Office and Node.js 18+.
- [GeoSQL](https://hebbmind.com/de/skill/geosql.md): [Skill] Helps agents write geospatial SQL for PostGIS, DuckDB, BigQuery and Snowflake: inspect schemas and keep query costs in check, then render results as interactive maps to review and correct. Needs Python and your own database or warehouse; maps use Dekart, which can run locally in Docker.
- [Google Docs, Sheets, Drive, Gmail & Calendar MCP Server](https://hebbmind.com/de/mcp/google-docs-mcp.md): [MCP] One server for Google Docs, Sheets, Drive, Gmail and Calendar: draft and format documents, handle comments, organize sheets and charts, triage email and schedule events. Create an OAuth client in Google Cloud and run the auth command once; needs Node.js.
- [Firecrawl](https://hebbmind.com/de/skill/firecrawl.md): [Skill] Official Firecrawl skill: drives the Firecrawl CLI to search, scrape, map site URLs, batch-crawl, interact with pages and monitor changes, returning LLM-ready Markdown. Search and scrape have a rate-limited free tier; crawling and monitoring need an account or self-hosted instance.
- [Firecrawl CLI](https://hebbmind.com/de/cli/firecrawl-cli.md): [CLI] Firecrawl's official CLI: scrape, search, map and crawl sites and interact with pages in a browser from the terminal, with Markdown output; can also install companion skills for coding agents. Needs a Firecrawl account or API key, or point it at a self-hosted instance.
- [latexdiff](https://hebbmind.com/de/cli/latexdiff.md): [CLI] Compares two versions of a LaTeX manuscript and produces a .tex that marks additions and deletions in color and strikethrough; compile it for a tracked-changes PDF to show reviewers, or diff versions from Git history. Ships with TeX Live and MiKTeX; needs Perl.
- [BioMCP](https://hebbmind.com/de/mcp/biomcp.md): [MCP] Searches about 30 biomedical sources, including PubMed, ClinicalTrials.gov, ClinVar and OncoKB, with one command syntax, covering literature, clinical trials, genetic variants, drugs and pathways. Ships as both a CLI and an MCP server.
- [Co-op Translator](https://hebbmind.com/de/cli/co-op-translator.md): [CLI] Microsoft Azure's official tool for translating Markdown, Jupyter notebooks and image text into 50+ languages; re-translates only changed parts and keeps links and formatting. Needs Python 3.11+ and an Azure OpenAI, OpenAI or Anthropic key; images need Azure AI Vision.
- [Moodle-DL](https://hebbmind.com/de/cli/moodle-dl.md): [CLI] Bulk-downloads your Moodle course content: files, assignments and submissions, forum posts and quizzes. Re-runs fetch only what is new, so agents can help build study notes or archive courses. Your Moodle must allow mobile app access; sign in with your own account.
- [Knowledge Absorber](https://hebbmind.com/de/skill/studyanalysis-skills.md): [Skill] Turns web pages, long PDFs, Word files, images or code into tutor-style study notes: Markdown notes plus searchable HTML knowledge cards with concept breakdowns and mind maps. Needs Python 3.8+, plus Chrome for some sites; the optional tutor chat needs an OpenAI-compatible API key.
- [AutoCAD MCP Server](https://hebbmind.com/de/mcp/autocad-mcp.md): [MCP] Lets AI draw lines, create layers, insert blocks, add dimensions and export DXF or PDF in AutoCAD LT, for batch edits. Needs AutoCAD LT 2024+ on Windows, Python and uv; after cloning, load the bundled LISP script with APPLOAD. Can also generate DXF headlessly without AutoCAD.
- [Life Sciences](https://hebbmind.com/de/plugin/life-sciences.md): [Plugin] Anthropic's official life sciences plugin marketplace: install MCP plugins such as PubMed, BioRender, Synapse, ChEMBL and 10x Genomics, plus research skills for single-cell RNA QC, Nextflow pipelines and scvi-tools. Some data sources need an account or subscription.
- [BioRender](https://hebbmind.com/de/plugin/biorender.md): [Plugin] Official BioRender plugin in Anthropic's life sciences marketplace: connects Claude Code to BioRender's scientific icons, templates and figures to find assets and make paper figures, lecture slides and talk graphics. Needs a free BioRender account; authorize it in /plugin after installing.
- [Wiley Scholar Gateway](https://hebbmind.com/de/plugin/wiley-scholar-gateway.md): [Plugin] Plugin from Wiley in Anthropic's life sciences marketplace: connects the Scholar Gateway remote MCP for semantic search across Wiley's peer-reviewed journals, with answers carrying checkable citations and DOI links. Good for literature reviews. Needs a free Scholar Gateway account.
- [Redis MCP Server](https://hebbmind.com/de/mcp/mcp-redis.md): [MCP] Redis's official MCP server: read and write strings, hashes, lists, streams, JSON and other data structures in natural language, with vector indexing and search and pub/sub. Bring your own Redis instance; runs via uvx.
- [K-12 Lesson Plan Creation](https://hebbmind.com/de/skill/k12-lesson-plan-creation.md): [Skill] Creates K-12 lesson plans from scratch aligned to US state standards, with student materials and a classroom observation template as editable Word documents, for math, English language arts, science and social studies. From Anthropic and Learning Commons.
- [K-12 Check for Understanding](https://hebbmind.com/de/skill/k12-check-for-understanding.md): [Skill] Generates 1-3 in-class check-for-understanding questions for a math concept or standard, with distractors drawn from common student misconceptions and a teacher guide on what to teach next for each answer. Official Anthropic skill; math only for now.
- [K-12 Education](https://hebbmind.com/de/plugin/anthropics-plugin.md): [Plugin] Anthropic's official K-12 teacher plugin, partly built with Learning Commons: US standards-aligned lesson plans, differentiated lessons, class prep and quick math checks. Skills assume the Learning Commons Knowledge Graph connector; adapt them if you don't have it.
- [K-12 Lesson Differentiation](https://hebbmind.com/de/skill/k12-lesson-differentiation.md): [Skill] Adapts an existing K-12 lesson into below, at and above grade-level versions, producing a teacher differentiation plan and three student handouts as Word documents; can use the Learning Commons Knowledge Graph. Official Anthropic skill.
- [K-12 Lesson Prep](https://hebbmind.com/de/skill/k12-lesson-prep.md): [Skill] Helps teachers prepare to teach an existing K-12 lesson: walk through the key student tasks together and leave a short teacher prep note. Works for math, English language arts, science and social studies. Official Anthropic skill.
- [dbt MCP Server](https://hebbmind.com/de/mcp/dbt-mcp.md): [MCP] Lets agents read dbt project models, lineage and Semantic Layer metrics, run build, run and test commands, and call the dbt platform Discovery and Admin APIs. Maintained by dbt Labs; Semantic Layer and platform tools need a dbt platform account.
- [Learn](https://hebbmind.com/de/plugin/learn.md): [Plugin] DAIR.AI Academy tutoring plugin: explains a topic step by step at the learner's level, sets practice and recall questions, explains why answers are right or wrong, and drafts study plans. Good for self-learners and for teachers designing tutoring. No external services needed.
- [Lesson Generator](https://hebbmind.com/de/plugin/lesson-generator.md): [Plugin] DAIR.AI Academy lesson-planning plugin: from a topic or source material, builds an interactive mini-course of 6-8 lessons, each with goals, flashcards and a quiz, plus a final review, citing sources when you supply material. Output is local HTML; no server or account needed.
- [YouTube Notetaker](https://hebbmind.com/de/plugin/youtube-notetaker.md): [Plugin] DAIR.AI learning plugin that turns YouTube lectures and talks into local study material: extracts slide frames, builds timestamped transcripts, and lets you take notes and review in a bundled web viewer. Needs Python, yt-dlp and ffmpeg.
- [DuckDB Skills](https://hebbmind.com/de/skill/duckdb-skills.md): [Skill] Official DuckDB skills: query local or S3 CSV, Parquet, Excel and JSON files with SQL or plain language, attach databases, convert formats, analyze spatial data and look up documentation. Needs the DuckDB CLI; tested only on macOS and Linux.
- [Elastic Agent Skills](https://hebbmind.com/de/skill/elastic-agent-skills.md): [Skill] Elastic's official skills teaching agents to use Elasticsearch and Kibana correctly: index design, ES|QL queries, search relevance tuning, dashboards, observability troubleshooting and security alert triage. Currently a technical preview.
- [Chroma MCP Server](https://hebbmind.com/de/mcp/chroma-mcp.md): [MCP] Chroma's official MCP: lets agents create and manage collections, add documents, and retrieve them with vector search, full-text search and metadata filters. Connects to in-memory or local persistent stores, self-hosted instances or Chroma Cloud.
- [YouTube Transcript Server](https://hebbmind.com/de/mcp/mcp-server-youtube-transcript.md): [MCP] Fetches captions and transcripts for YouTube videos and Shorts, with language selection and fallback, optional timestamps and sponsor segments filtered by default. No API key for transcripts; the optional visual analysis tool needs a TwelveLabs API key and a direct video URL.
- [Human Skill Tree](https://hebbmind.com/de/skill/human-skill-tree.md): [Skill] 33 cognitive-science-based tutoring skills for K-12 math and science, exam prep, university subjects, academic writing and job interviews, using Socratic questions and spaced review rather than giving answers. In Chinese and English; copy the skills folder into your agent manually.
- [ScholarAIO](https://hebbmind.com/de/cli/scholaraio.md): [CLI] Research workbench that turns paper PDFs into a searchable library so Claude Code or Codex can find and close-read papers, draft reviews and manuscripts, answer reviewer comments and check citations. Imports from Zotero and EndNote. Needs Python 3.10+; an LLM API key is optional.

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