# Tools

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

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Resources for Full-stack / Indie or QA or ML / AI or Data engineering or Teachers / Students: 895 items.

> - Full-stack / Indie: General software work: coding-agent workflows, code review, debugging and Git collaboration.
> - QA: Functional testing, test automation and quality assurance.
> - 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.

- [Hugging Face MCP Server](https://hebbmind.com/ko/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.
- [Grafana Skills](https://hebbmind.com/ko/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.
- [anki-llm](https://hebbmind.com/ko/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/ko/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/ko/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/ko/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/ko/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/ko/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/ko/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.
- [Create Voice](https://hebbmind.com/ko/skill/create-voice.md): [Skill] Renders a screen reader spec for a component directly in Figma: focus order plus per-state VoiceOver (iOS), TalkBack (Android) and ARIA (Web) property tables and announcements. Part of uSpec; reads the component .md spec from create-component-md and needs a Figma MCP and a configured template key.
- [i18next CLI](https://hebbmind.com/ko/cli/i18next-cli.md): [CLI] i18next's official CLI: finds hard-coded strings in JS/TS code, extracts translation keys, checks which locales are missing entries and syncs locale files; init --yes sets up non-interactively, and a bundled agent skill guides app internationalization. Needs a Node.js project using i18next.
- [live-coding-music-mcp](https://hebbmind.com/ko/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.
- [Backlog MCP Server](https://hebbmind.com/ko/mcp/backlog-mcp-server.md): [MCP] Nulab's official Backlog MCP: lets agents manage Backlog projects, issues and comments, milestones and wikis, and view Git repositories and pull requests. Needs your Backlog space URL and a personal API key, plus Node.js or Docker.
- [Unsplash MCP Server](https://hebbmind.com/ko/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/ko/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/ko/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.
- [Web Perf](https://hebbmind.com/ko/skill/web-perf.md): [Skill] Diagnoses page-load and interaction performance from Chrome DevTools traces, network evidence and source code, covering Core Web Vitals, LCP and layout shifts. Separates measured values from estimates and hypotheses, and re-measures fixes under equivalent conditions.
- [CodeRabbit](https://hebbmind.com/ko/plugin/coderabbitai-skills.md): [Plugin] Lets agents run the CodeRabbit CLI to review local changes, listing bugs and security issues by severity, and fix unresolved CodeRabbit comments on a PR after you confirm each one. Maintained by CodeRabbit; needs the CLI installed and signed in. Free tier available.
- [mcptools](https://hebbmind.com/ko/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/ko/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/ko/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/ko/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/ko/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.
- [Miro](https://hebbmind.com/ko/plugin/miro.md): [Plugin] Miro's official plugin with the Miro remote MCP and three skills: draw codebase explanations on a board, run visual code reviews on the board, and turn board docs, diagrams and prototypes into development specs. Needs OAuth with a Miro account.
- [Alpaca Skills](https://hebbmind.com/ko/skill/alpaca-skills.md): [Skill] Official skills from US broker Alpaca: teach agents to backtest, place and check paper trades, plus developer guides for Broker API account opening, funding and reconciliation. Needs an Alpaca API key (paper trading uses no real money) and the Alpaca CLI; results need professional review.
- [Slack MCP and Skills Plugin](https://hebbmind.com/ko/plugin/slack-skills-plugin.md): [Plugin] Slack's official plugin: connects the Slack-hosted MCP to search messages and files, send or schedule messages, and read and write canvases. Includes commands for channel summaries and standup reports, plus skills for building Slack apps. Requires workspace admin approval.
- [GEMBA](https://hebbmind.com/ko/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.
- [ChatPPT MCP](https://hebbmind.com/ko/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.
- [OpenZIM MCP Server](https://hebbmind.com/ko/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.
- [BibiGPT Skill](https://hebbmind.com/ko/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/ko/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/ko/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.
- [Accessibility Diff](https://hebbmind.com/ko/skill/accessibility-diff.md): [Skill] Diffs a live page's accessibility violations against a baseline, stashing uncommitted changes by default or comparing with a branch, and reports new, fixed and pre-existing WCAG issues with selectors and fixes. Locates only, no edits. Runs AccessLint's Chrome and CLI tools via npx.
- [Accessibility Scan](https://hebbmind.com/ko/skill/accessibility-scan.md): [Skill] Runs the AccessLint rule engine against a live page and returns a worklist of WCAG 2.2 violations, each with its DOM selector, source file and line when mapped, evidence and a suggested fix. Locates without editing; sets up a debuggable Chrome and runs the CLI via npx.
- [MCP Server Plugin for Jenkins](https://hebbmind.com/ko/mcp/mcp-server-plugin.md): [MCP] Jenkins plugin that turns Jenkins itself into an MCP server: agents can list jobs, trigger and rerun builds, page through and search build logs, and view test results and SCM info. Hosted in the official jenkinsci organization; authenticates with a Jenkins API token over Basic auth.
- [SonarQube](https://hebbmind.com/ko/plugin/sonarqube-agent-plugins.md): [Plugin] Sonar's official plugin bringing SonarQube checks into the agent coding loop: secrets-scanning hook, issue fixing, quality gates, coverage and dependency risk; with Vortex analysis on, every edit is checked. Needs SonarQube (free Community Build works), the sonar CLI and Docker.
- [Twilio MCP](https://hebbmind.com/ko/mcp/twilio-labs-mcp.md): [MCP] From Twilio Labs: exposes Twilio's public APIs (SMS, voice, phone numbers, Serverless and more) as MCP tools generated from its OpenAPI specs, with filtering by service or tag. Needs a Twilio API key; marked as a proof of concept.
- [Slopgent](https://hebbmind.com/ko/skill/slopgent.md): [Skill] Shapes the agent's own replies rather than your documents: separates what changed from what was verified, cuts invented confidence, leads with the action and keeps load-bearing caveats. Manually invoked and stays on until you say stop; a script can enable it in CLAUDE.md or AGENTS.md.
- [Neon Postgres](https://hebbmind.com/ko/plugin/neon-postgres.md): [Plugin] Neon's official plugin combining the Neon MCP and skills to manage serverless Postgres: projects and branches, object storage, Functions and the AI Gateway. Signs in to Neon via OAuth the first time you use the MCP.
- [Canvas MCP Server](https://hebbmind.com/ko/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.
- [render-deploy](https://hebbmind.com/ko/skill/render-deploy.md): [Skill] Analyzes your codebase and generates a render.yaml Blueprint, or creates services directly through the Render MCP, to deploy apps to Render. Maintained by Render and included in OpenAI's curated skills. Needs a Render account and code pushed to GitHub, GitLab or Bitbucket.
- [Wolfram AgentTools](https://hebbmind.com/ko/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/ko/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.
- [PostHog](https://hebbmind.com/ko/plugin/ai-plugin.md): [Plugin] PostHog's official plugin with a built-in MCP and 30+ skills: query product analytics, feature flags, A/B experiments, dashboards and error tracking from chat, and optionally send Claude Code sessions to LLM Analytics. Needs OAuth sign-in with a PostHog account.
- [Chalk Logic](https://hebbmind.com/ko/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/ko/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+.
- [Accessible Animation](https://hebbmind.com/ko/skill/accessible-animation.md): [Skill] Applies tiered prefers-reduced-motion handling instead of disabling everything: removes vestibular triggers like parallax and scroll hijacking, softens large movement into short fades, and keeps essential motion. Covers CSS and JS gating for GSAP, Framer Motion and Lenis, per WCAG 2.3.3.
- [MarsWave Skills (ListenHub)](https://hebbmind.com/ko/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.
- [Prisma Skills](https://hebbmind.com/ko/skill/prisma-skills.md): [Skill] Prisma's official skills: the Prisma ORM CLI, Client query API, connection setup for various databases, a v6 to v7 upgrade guide, and deployment workflows for Prisma Postgres and Compute.
- [Readwise CLI](https://hebbmind.com/ko/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.

Next page: https://hebbmind.com/ko/tools.md?page=18&profession=fullstack%2Cqa%2Calgorithm%2Cdata-engineering%2Ceducation
