# Tools

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Resources for DevOps / SRE or ML / AI or Data engineering or Design or Research / Academia: 814 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.
> - Design: Interface, interaction, visual and brand design.
> - Research / Academia: Literature search and reviews, experimental data analysis, paper writing and submission.

- [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.
- [MCP Taiwan Legal DB](https://hebbmind.com/ko/mcp/mcp-taiwan-legal-db.md): [MCP] Searches Taiwan's court judgments, national laws database and Constitutional Court interpretations, with full texts, amendment history and citation links. Public government sources only, no account; needs Python and pipx. Unofficial: have a lawyer check results against official texts.
- [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.
- [Neo Industrial Design](https://hebbmind.com/ko/skill/neo-industrial-design.md): [Skill] Designs or restyles web UIs in a neo-industrial, editorial-brutalist style: sets a mode, one dominant gesture, a grid and a single accent color, builds type hierarchy and layout from macro to micro, and reviews the rendered page at desktop and phone widths.
- [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.
- [Firecrawl Workflows](https://hebbmind.com/ko/skill/firecrawl-workflows.md): [Skill] 16 official Firecrawl skills that turn web scraping into deliverables: competitor pricing and feature tracking, market and industry reports, pre-meeting account research, lead lists, SEO audits and literature reviews. Needs a Firecrawl API key plus its CLI or MCP.
- [OpenSCAD MCP Server](https://hebbmind.com/ko/mcp/openscad-mcp-server.md): [MCP] Compiles AI-written OpenSCAD code or dimension parameters into editable SCAD and STL models, renders previews from four angles and can export 3MF. Good for parametric parts and 3D printing. Needs OpenSCAD and Python 3.11+ locally; clone the repo and run with uv. No API key.
- [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.
- [GIS MCP Server](https://hebbmind.com/ko/mcp/gis-mcp.md): [MCP] Wraps Shapely, GeoPandas, PyProj, Rasterio, PySAL and other GIS libraries so agents can run geometry and overlay analysis, reproject coordinates, process rasters (e.g. NDVI), do spatial statistics and make maps, and fetch boundaries, land cover and satellite imagery. Needs Python 3.10+ and uv.
- [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.
- [Alibaba Cloud Observability MCP Server](https://hebbmind.com/ko/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).
- [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.
- [Canva](https://hebbmind.com/ko/plugin/canva.md): [Plugin] Canva's official plugin: through the Canva MCP server, edit designs, revise them from review feedback, generate in bulk from brand templates, resize designs for each social platform, and check consistency against your brand kit. Needs a Canva account; bulk generation needs an Enterprise plan.
- [Swiss Design](https://hebbmind.com/ko/skill/swiss-design.md): [Skill] Applies a Swiss International Style design system with Tailwind CSS: a 12-column grid on an 8px base, IBM Plex Sans with light headings, a stone palette, hierarchy through opacity rather than hue, a single accent color, body text capped at 60ch, mobile-first layouts and dark mode.
- [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.
- [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.
- [Fusion360 MCP Server](https://hebbmind.com/ko/mcp/fusion360-mcp-server.md): [MCP] Connects AI to Autodesk Fusion 360 with 90+ tools for sketches, extrude, revolve and loft, chamfers and shells, booleans, sheet metal and patterns, to automate part modeling. Needs Fusion 360 with the repo's add-in copied into its AddIns folder and started, plus uv. Beta.
- [Octagon MCP Server](https://hebbmind.com/ko/mcp/octagon-mcp-server.md): [MCP] Octagon AI's official research MCP: ask in plain language about SEC filings, earnings calls, financial metrics, stock and crypto prices and news; also prediction-market reports and a deep research agent. Needs a free API key and Node.js. Not investment advice; verify findings.
- [Smooth Shadow Ring](https://hebbmind.com/ko/skill/smooth-shadow-ring.md): [Skill] Styles elevated surfaces such as cards, dialogs, popovers and toasts with smooth-shadow-ring utilities instead of pairing a border or ring with a shadow, avoiding the double-edge look. Covers ring and shadow tinting, dark mode and overrides. Requires the shadow-plugin Tailwind plugin.
- [VideoDB Skills](https://hebbmind.com/ko/skill/video-db-skills.md): [Skill] Official VideoDB skills: agents ingest video from local files, URLs, YouTube or live streams, then transcribe, index, search clips by content, generate subtitles, edit and dub, returning playable links. Needs Python 3.9+ and a VideoDB API key (free credits on sign-up).
- [Webflow MCP Server](https://hebbmind.com/ko/mcp/webflow-mcp-server.md): [MCP] Webflow's official MCP: manage your site's pages, CMS content and blog posts by chat, and with the MCP Bridge App in the Designer, edit page elements and styles directly. Needs a Webflow account and Node.js 22.3+; first connection asks you to authorize sites.
- [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.
- [BFL Skills](https://hebbmind.com/ko/skill/black-forest-labs-skills.md): [Skill] Official Black Forest Labs skills: teach agents to write strong FLUX image prompts (typography, exact color values, multi-reference editing) and call the BFL API to generate images, FLUX 3 short videos with sound, and product ads. Prompting needs no API; generation needs a BFL API key.
- [Alibaba Cloud Ops MCP Server](https://hebbmind.com/ko/mcp/alibaba-cloud-ops.md): [MCP] Alibaba Cloud's official ops MCP: manage ECS, RDS, OSS, VPC and other resources in plain language, view CloudMonitor metrics, and analyze a project and deploy it to ECS. Needs an Alibaba Cloud AccessKey and uv.
- [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.
- [TencentCloud CLI (TCCLI)](https://hebbmind.com/ko/cli/tencentcloud-cli.md): [CLI] Tencent Cloud's official CLI: call any Tencent Cloud API by product and action name to manage resources (e.g. tccli cvm DescribeZones), with multiple profiles, role credentials and JSON or table output for scripting. Needs a SecretId and SecretKey.
- [naming](https://hebbmind.com/ko/skill/naming.md): [Skill] Skill for naming products, brands, companies and open-source projects: writes a naming brief, explores metaphors, generates candidates while filtering out generic AI-style names, scores them on a rubric, then checks domain, social handle and package name availability. Good for early-stage startups.
- [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.
- [Medical MCP Server](https://hebbmind.com/ko/mcp/medical-mcp.md): [MCP] Runs locally with no API key: looks up drug labels and adverse events from FDA, EMA and DailyMed, plus WHO health statistics, PubMed papers, clinical trials and clinical guidelines, with auto-generated evidence-level tags on papers. Needs Node.js. Have a doctor or pharmacist verify results.
- [Alibaba Cloud ACK MCP Server](https://hebbmind.com/ko/mcp/alibabacloud-ack-mcp-server.md): [MCP] Lets agents inspect Alibaba Cloud ACK clusters, run kubectl operations, query Prometheus metrics, control-plane and audit logs, and run resource diagnostics and health checks. Maintained by Alibaba Cloud; needs an AccessKey and cluster RBAC permissions.
- [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.
- [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.
- [DICOM MCP](https://hebbmind.com/ko/mcp/dicom-mcp.md): [MCP] Connects to PACS and other DICOM servers: query images by patient, study and series, read text from PDF reports embedded in DICOM, and forward series to AI nodes such as segmentation. Needs uv and a YAML config. Not for clinical use or real patient data (per the author).
- [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.
- [ClinicalTrials.gov MCP Server](https://hebbmind.com/ko/mcp/clinicaltrialsgov-mcp-server.md): [MCP] Searches 600,000+ studies registered on ClinicalTrials.gov, shows protocols and posted results (efficacy, adverse events), and matches patients to recruiting trials by age, sex, condition and location. Public data, no API key; needs Node.js 24+. Unofficial; results must be reviewed by a doctor.
- [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.
- [Signal Geometry](https://hebbmind.com/ko/skill/signal-geometry.md): [Skill] Translates a concept into one spatial event, like orbit or convergence, and renders it as a sparse geometric illustration or poster on matte paper, grayscale and text-free by default. Checks the result against quality gates and regenerates once; falls back to prompt-only output.
- [GeoServer MCP Server](https://hebbmind.com/ko/mcp/geoserver-mcp.md): [MCP] Connects to GeoServer's REST API so agents can manage workspaces, data stores, layers and styles, run CQL spatial queries, and access features and render maps via WMS/WFS, for publishing and maintaining map services. Needs a running GeoServer with an admin account, Python 3.10+ and uv.
- [ASCII Animation](https://hebbmind.com/ko/skill/ascii-animation.md): [Skill] Builds animations out of text characters: brightness-ramp mapping with cell aspect correction, generative ASCII fields, image, video and Three.js scene to ASCII conversion, and terminal intros or loaders, rendered with <pre>, canvas or ANSI output.
- [Glassmorphism](https://hebbmind.com/ko/skill/glassmorphism.md): [Skill] Builds frosted and liquid-glass UI: backdrop-filter blur, translucent fills, bright edge highlights and layered shadows, SVG displacement for refraction, hover, scroll and entrance motion, plus accessible reduced-transparency fallbacks.
- [Micro Interaction](https://hebbmind.com/ko/skill/micro-interaction.md): [Skill] Adds functional UI micro-interactions with Framer Motion (motion/react) and modern CSS: hover and press feedback, toggles, toasts, drawers, modals, list reorder and shared-element transitions, with 100-250ms timings, asymmetric enter and exit easing, and reduced-motion support.
- [SVG Animation](https://hebbmind.com/ko/skill/svg-animation.md): [Skill] Animates SVG with stroke draw-on effects, path morphing via GSAP MorphSVG or Flubber, motion along a path, animated icon state changes, and gradient or filter animation, choosing between CSS, SMIL and GSAP per task.
- [Lottie Animation](https://hebbmind.com/ko/skill/lottie-animation.md): [Skill] Integrates Lottie and dotLottie animations from After Effects into web, iOS, Android and React Native: playback and segment control, scroll- or hover-driven interactivity, runtime theming and recoloring, plus an After Effects export checklist.
- [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+.
- [genmedia CLI](https://hebbmind.com/ko/cli/genmedia-cli.md): [CLI] Official agent-first CLI from fal: search and run 1,200+ image, video and speech generation models on fal.ai, check parameters and pricing, upload inputs and download results, with structured JSON output. Good for batch image and promo asset generation. Needs a fal.ai API key, billed per use.
- [Lex](https://hebbmind.com/ko/mcp/lex.md): [MCP] UK legal research service from i.AI, the UK government's AI incubator, with a remote MCP: semantic search over UK legislation, amendments and explanatory notes. Connect directly, no account. Officially experimental; case law is temporarily disabled and results need a lawyer's review.
- [Pulumi Agent Skills](https://hebbmind.com/ko/plugin/pulumi-agent-skills.md): [Plugin] Pulumi's official plugin marketplace: write infrastructure as code in TypeScript, Python, Go and more, migrate from Terraform, CDK, CloudFormation or ARM, and manage ESC secrets and config. Works with both Claude Code and Codex.

Next page: https://hebbmind.com/ko/tools.md?page=16&profession=devops%2Calgorithm%2Cdata-engineering%2Cdesign%2Cresearch