# 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 DevOps / SRE or ML / AI or Data engineering or Teachers / Students: 599 items.

> - DevOps / SRE: Deployment, monitoring, cloud resources and reliability.
> - 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.

- [Tavily Agent Skills](https://hebbmind.com/ja/skill/tavily-ai-skills.md): [Skill] Official Tavily skills: let agents search the web, extract page content, discover site URLs, crawl in bulk and run cited deep research through the Tavily CLI (tvly). Install the CLI first; search and extract have a limited no-login tier, other features need sign-in or an API key.
- [Instructional Agents](https://hebbmind.com/ja/cli/instructional-agents.md): [CLI] AI agents collaborate via the ADDIE instructional design model: enter a course name to get a syllabus, LaTeX slides, lecture scripts and assessments, convertible to editable PPTX. Open-source code for an EACL 2026 paper; needs an OpenAI API key, LaTeX for PDFs and Node.js for PPTX.
- [Salesforce DX MCP Server](https://hebbmind.com/ja/mcp/salesforcecli-mcp.md): [MCP] Lets agents work with Salesforce orgs authorized on your machine: SOQL queries, metadata deploy and retrieve, Apex test runs and permission set assignment, plus toolsets for LWC development. Maintained by Salesforce; authorize your org with the Salesforce CLI first.
- [Lean 4 Skills](https://hebbmind.com/ja/plugin/lean4-skills.md): [Plugin] Lean 4 theorem-proving plugin with workflows to draft, formalize, prove, disprove, review and golf proofs, plus mathlib search, axiom checks and safety guardrails, helping mathematicians and teachers produce machine-checked proofs. Needs Lean 4 and mathlib; pairs well with lean-lsp-mcp.
- [MulmoCast CLI](https://hebbmind.com/ja/cli/mulmocast-cli.md): [CLI] Write a script, speakers and visuals in MulmoScript (JSON or YAML) and the mulmo command generates narration and images and assembles a video, podcast, slide deck or PDF, for explainer videos. Needs Node.js, FFmpeg and an OpenAI API key; other providers optional.
- [Astronomer Data Agents](https://hebbmind.com/ja/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/ja/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/ja/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/ja/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/ja/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/ja/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).
- [Nextcloud MCP Server](https://hebbmind.com/ja/mcp/nextcloud-mcp-server.md): [MCP] Connects to self-hosted or managed Nextcloud so agents can manage files, calendars, contacts, notes, Deck boards and mail, and read PDF and Word content (OCR for scans is opt-in); suits teams that value data ownership. Needs a Nextcloud account with an app password, and uv.
- [Databricks Agent Skills](https://hebbmind.com/ja/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/ja/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/ja/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.
- [apy](https://hebbmind.com/ja/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.
- [Code Walkthrough](https://hebbmind.com/ja/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.
- [Apache Doris MCP Server](https://hebbmind.com/ja/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.
- [Socrates Skill](https://hebbmind.com/ja/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.
- [Railway](https://hebbmind.com/ja/plugin/railway.md): [Plugin] Railway's official plugin, bundling the use-railway skill and hosted Railway MCP so agents can create projects, deploy services, set environment variables and databases, and check logs and metrics to debug deployments. Needs a Railway account.
- [ImageSorcery MCP](https://hebbmind.com/ja/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.
- [IELTS Claude Skills](https://hebbmind.com/ja/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.
- [QuantConnect Lean CLI](https://hebbmind.com/ja/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/ja/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.
- [Vercel Plugin](https://hebbmind.com/ja/plugin/vercel-plugin.md): [Plugin] Vercel's official plugin: a knowledge graph of the Vercel ecosystem, dozens of skills, expert subagents for deployment and performance, and commands for deploys, env vars and project status, covering Next.js, the AI SDK, storage and CI/CD. Needs Node.js 18+ and Bun; telemetry is opt-out.
- [Comfy MCP](https://hebbmind.com/ja/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.
- [Hugging Face MCP Server](https://hebbmind.com/ja/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.
- [Canvas MCP Server](https://hebbmind.com/ja/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.
- [Lokka](https://hebbmind.com/ja/mcp/lokka.md): [MCP] Query and manage Microsoft 365 and Azure tenants in natural language via Microsoft Graph: create users and security groups, check devices and Conditional Access policies and view cloud costs. Needs a work account with the right permissions; changes apply immediately.
- [anki-llm](https://hebbmind.com/ja/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/ja/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).
- [ServiceNow MCP Server](https://hebbmind.com/ja/mcp/servicenow-mcp.md): [MCP] Lets agents create, update and resolve incidents in ServiceNow, manage the service catalog, change requests and knowledge articles, and load only the tools each role needs. Needs a ServiceNow account and Python 3.11+ (from source); community-maintained, last updated Oct 2025.
- [Grafana Skills](https://hebbmind.com/ja/skill/grafana-skills.md): [Skill] Grafana Labs' official skills: dashboards and alerting, PromQL, Loki, Tempo, Mimir and Pyroscope queries, Prometheus cardinality troubleshooting, Grafana Cloud management and cost optimization, k6 load testing and plugin development. Some skills need Grafana Cloud.
- [Markmap MCP Server](https://hebbmind.com/ja/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/ja/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.
- [Alibaba Cloud Skills](https://hebbmind.com/ja/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.
- [On-Call Kit](https://hebbmind.com/ja/skill/anthropics-skills.md): [Skill] Puts Claude in your incident channel: builds triage runbooks from past incidents, investigates alerts read-only and gives an evidence-backed first diagnosis while humans decide fixes, plus handoffs and status reports. Anthropic reference code, no longer maintained; needs Claude Team or Enterprise.
- [Anki MCP Server (nailuoGG)](https://hebbmind.com/ja/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.
- [Firecrawl Plugin for Claude Code](https://hebbmind.com/ja/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.
- [live-coding-music-mcp](https://hebbmind.com/ja/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/ja/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/ja/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/ja/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/ja/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/ja/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/ja/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.
- [Alibaba Cloud Observability MCP Server](https://hebbmind.com/ja/mcp/alibabacloud-observability-mcp-server.md): [MCP] Official Alibaba Cloud MCP: query logs, metrics and traces from SLS, CloudMonitor and ARMS, with time-series comparison and natural-language-to-SQL. Needs an AccessKey; some AI tools are billed per call. The install uses the Python version (main branch is now a Go binary).
- [HeyGen CLI](https://hebbmind.com/ja/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/ja/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/ja/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.

Next page: https://hebbmind.com/ja/tools.md?page=12&profession=devops%2Calgorithm%2Cdata-engineering%2Ceducation
