# Tools > Every listed resource, editors’ picks first. The filters below can be combined. - Search: append `?q=` 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=` to the URL. - Filter by profession: append `?profession=` 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=` 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 Operations: 531 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. > - Operations: Content, campaign, community, user and e-commerce operations, plus performance reviews. - [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. - [Alpha Vantage MCP Server](https://hebbmind.com/ja/mcp/alpha-vantage-mcp.md): [MCP] Official Alpha Vantage MCP: exposes its API as tools for stock and options quotes, fundamentals, news sentiment, forex, crypto, commodities, economic indicators and dozens of technical indicators. Needs a free API key; a remote OAuth server is also available. - [Firecrawl SEO Audit](https://hebbmind.com/ja/skill/firecrawl-seo-audit.md): [Skill] Official Firecrawl skill: crawls a site and its key pages, checks titles, descriptions, heading structure, internal links and keyword opportunities, compares top-ranking competitors, and outputs a prioritized SEO audit. Needs a Firecrawl API key (free: 1,000 credits/month) and its CLI. - [OpenSCAD MCP Server](https://hebbmind.com/ja/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. - [Yahoo Finance MCP Server (yfmcp)](https://hebbmind.com/ja/mcp/yfinance-mcp.md): [MCP] Pulls Yahoo Finance data for free via yfinance: company profiles, financials, analyst estimates, news, option chains, fund holdings and sector rankings, plus candlestick charts. No API key, just uv. Data may be delayed; have investment conclusions reviewed by a professional. - [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. - [GIS MCP Server](https://hebbmind.com/ja/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. - [PayPal Agent Toolkit](https://hebbmind.com/ja/mcp/paypal-agent-toolkit.md): [MCP] PayPal's official agent toolkit, including the @paypal/mcp server: create and send invoices, handle orders and refunds, manage disputes, subscriptions, product catalogs and shipment tracking, and look up transactions. Needs a PayPal developer access token; defaults to the sandbox. - [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. - [SE Ranking SEO Skills](https://hebbmind.com/ja/skill/seo-skills.md): [Skill] SE Ranking's official skills that turn SEO data into deliverables: content briefs, keyword clustering, AI search visibility, technical site audits, backlink gap and competitor analysis, 90-day SEO plans. Most need SE Ranking API access (OAuth sign-in); Google data skills need Python. - [Seeed Studio KiCad MCP Server](https://hebbmind.com/ja/mcp/seeed-studio-kicad-mcp-server.md): [MCP] KiCad assistant maintained by hardware maker Seeed Studio: analyzes schematics and PCBs, traces connections pin by pin, runs ERC/DRC headlessly, generates device trees and hardware test code, and downloads footprints. Needs KiCad 8+ (9 or 10 recommended) and Python. - [Salesforce MCP Server](https://hebbmind.com/ja/mcp/mcp-server-salesforce.md): [MCP] Community-run local Salesforce MCP: query, summarize and update accounts, opportunities and cases in plain language and search across objects; admins can also create custom objects and fields and edit Apex. Needs Salesforce login and security token (or a Connected App) and Node.js 22+. - [Slack MCP and Skills Plugin](https://hebbmind.com/ja/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. - [Onshape MCP Server](https://hebbmind.com/ja/mcp/onshape-mcp.md): [MCP] Lets AI do parametric cloud CAD through the Onshape REST API: sketches, extrudes and revolves, assembly mates, interference checks, variable tables, and STEP/STL export. Needs an Onshape account with API access and secret keys; clone the repo and install with Python 3.10+. - [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. - [Financial Modeling Prep MCP Server](https://hebbmind.com/ja/mcp/financial-modeling-prep-mcp-server.md): [MCP] Gives agents 250+ Financial Modeling Prep endpoints: financials, valuation and technical indicators, insider and congressional trades, SEC filings and earnings calendars. Needs an FMP API key (free tier); connect to the author's hosted URL or run locally on Node.js 25.3+. Results need expert review. - [Canva](https://hebbmind.com/ja/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. - [Fusion360 MCP Server](https://hebbmind.com/ja/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. - [VideoDB Skills](https://hebbmind.com/ja/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/ja/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. - [Microsoft Clarity MCP Server](https://hebbmind.com/ja/mcp/clarity-mcp-server.md): [MCP] Microsoft's official MCP: query Clarity traffic, behavior metrics and session recordings in plain language, filtered by device, browser, country and more, to dig into landing page conversion. Needs Clarity installed on your site, a data export API token and Node.js. - [FHIR MCP Server](https://hebbmind.com/ja/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. - [Salesforce Hosted MCP Servers](https://hebbmind.com/ja/mcp/mcp-hosted.md): [MCP] Salesforce's official hosted MCP servers: after an admin enables them in Setup with an OAuth external client app, agents can query and update CRM records and run Flows under the user's permissions. Needs Enterprise Edition or higher, or a free Developer Edition org. Repo holds docs and Q&A. - [FRED MCP Server](https://hebbmind.com/ja/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. - [Zendesk MCP Server](https://hebbmind.com/ja/mcp/zendesk-mcp-server.md): [MCP] Lets agents view, create and update Zendesk tickets and comments, read Help Center articles as a knowledge base, and use built-in prompts for ticket analysis and reply drafting. Each support rep signs in with OAuth after an admin registers an OAuth client. Install from source. - [Square MCP Server](https://hebbmind.com/ja/mcp/square-mcp-server.md): [MCP] Official MCP (beta) from payments and POS platform Square: lets agents query and manage transactions, orders, refunds, invoices, inventory and customers for reconciliation and reporting. Hosted, with Square OAuth sign-in, nothing to install; confirm refunds and other writes manually. - [Google Ads API Developer Assistant](https://hebbmind.com/ja/plugin/google-ads-api-developer-assistant.md): [Plugin] Official Google Ads API assistant: ask in plain language, generate and validate GAQL queries, run them to export account data to CSV, and debug offline conversion uploads. Account-changing code is generated, not run. Needs a developer token, credentials file and Python 3.10+. - [PostHog](https://hebbmind.com/ja/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. - [Wolfram AgentTools](https://hebbmind.com/ja/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. - [MLflow Skills](https://hebbmind.com/ja/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+. - [Twelve Data MCP Server](https://hebbmind.com/ja/mcp/twelvedata-mcp.md): [MCP] Twelve Data's official MCP: real-time and historical prices for stocks, ETFs, forex and crypto, 60+ technical indicators, plus financials, dividends, fund holdings, company news and SEC filings. Hosted; sign in with your Twelve Data account in the browser, no API key to copy. - [Discourse MCP](https://hebbmind.com/ja/mcp/discourse-mcp.md): [MCP] Discourse's official MCP: lets agents search and read forum topics and posts and view categories and users. Read-only by default and no account needed for public forums; posting and replying require a site API key and the --allow_writes flag. Needs Node.js 24+. - [Trello MCP Server](https://hebbmind.com/ja/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. - [Agent Skills for Healthcare & Life Sciences](https://hebbmind.com/ja/skill/hcls-agent-skills.md): [Skill] 42 official AWS skills for healthcare and life sciences: medical coding and terminology mapping, FHIR/HL7 parsing, claims and prior authorization rules, medical imaging, pharmacoepidemiology and genomics, per US standards. Some need local software. Not for clinical decisions; expert review required. - [Freshdesk MCP Server](https://hebbmind.com/ja/mcp/freshdesk-mcp.md): [MCP] Lets agents create, search, update and reply to Freshdesk tickets, add internal notes, and look up contacts, companies and agents, so support teams can process and summarize tickets in bulk. Needs a Freshdesk API key and account domain; runs locally with uvx. - [Pinecone Plugin for Claude Code](https://hebbmind.com/ja/plugin/pinecone-claude-code-plugin.md): [Plugin] Pinecone's official plugin: bundles the Pinecone MCP server and /pinecone skill commands to create vector indexes, upsert data, search in plain language, or build a document Q&A assistant with citations from Claude Code. Needs a Pinecone API key (free sign-up); Assistant features also need uv. - [Typefully Skills](https://hebbmind.com/ja/skill/typefully-agent-skills.md): [Skill] Typefully's official skill: lets agents draft posts and long threads and schedule or publish them to X, LinkedIn, Threads, Bluesky, Mastodon and Substack Notes, and view scheduled content. Needs a Typefully account and API key, plus Node.js 18+. - [Contentful MCP Server](https://hebbmind.com/ja/mcp/contentful-mcp-server.md): [MCP] Contentful's official MCP: content and marketing teams can create, edit and publish entries and assets in bulk using plain language, and manage localized content and scheduled publishing. Needs a Space ID, a management API token and Node.js; protected environments guard live content. - [CoinGecko MCP Server](https://hebbmind.com/ja/mcp/coingecko-mcp-server.md): [MCP] CoinGecko's official MCP: query prices, market caps, exchanges and price history for 10,000+ crypto assets, plus on-chain DEX data. Connect to the free keyless public server (shared rate limits) or use a Pro API key for higher limits and the full toolset. For research only, not investment advice. - [Alibaba Cloud DataWorks MCP Server](https://hebbmind.com/ja/mcp/alibabacloud-dataworks-mcp-server.md): [MCP] Alibaba Cloud's official MCP server: through the DataWorks Open API, agents manage data development nodes and workflows, operate scheduled instances, query Data Map metadata and lineage, and configure data quality rules. Needs an Alibaba Cloud AccessKey. - [Airtable](https://hebbmind.com/ja/plugin/airtable.md): [Plugin] Airtable's official plugin for Claude Code, Codex and Cursor: connects the official Airtable MCP and adds filtering, CLI, and product, marketing and sales ops skills, so agents can create tables, define fields, read and write records, and build shared views. Needs Airtable account authorization. - [EODHD Claude Skills](https://hebbmind.com/ja/plugin/eodhd-claude-skills.md): [Plugin] EODHD's official plugin (remote MCP, 7 workflow skills, an analyst subagent): quotes, fundamentals and macro data from 70+ exchanges worldwide, company briefs, stock screening and portfolio risk analysis. Needs an EODHD account; free tier: 20 calls/day, basic US data only. Not investment advice. - [Paddle MCP Server](https://hebbmind.com/ja/mcp/paddle-mcp-server.md): [MCP] Official MCP for Paddle, the merchant of record: manage products and prices, customers, subscriptions, transactions and refunds from chat, download invoice PDFs and generate financial reports. Needs a Paddle Billing account and API key; start in sandbox with read-only or non-destructive tools. - [Amplitude](https://hebbmind.com/ja/plugin/amplitude.md): [Plugin] Amplitude's official plugin with a remote MCP and nearly 30 analysis skills: build charts and dashboards in plain language, interpret A/B experiments, summarize user feedback, and generate daily or weekly data briefs. Needs an Amplitude account with data (free plan exists); browser sign-in. - [Help Scout MCP Server](https://hebbmind.com/ja/mcp/help-scout-mcp-server.md): [MCP] Lets agents search Help Scout conversations, see a customer's or organization's full history and pull reports like CSAT; add a Docs API key to search the knowledge base. Write actions (draft replies, internal notes, tags) are off by default. Needs App ID and Secret from a Help Scout private app. - [Supabase Agent Plugin](https://hebbmind.com/ja/plugin/supabase-plugin.md): [Plugin] Supabase's official plugin: Supabase and Postgres best-practice skills plus the Supabase remote MCP to manage projects, run SQL, design schemas and RLS policies, and handle auth and storage. Needs a Supabase account. - [CoDesign](https://hebbmind.com/ja/mcp/codesign.md): [MCP] From IMG.LY: gives agents the CE.SDK design engine to create editable posters, flyers, social graphics and videos by chat, resize for each platform, import PSD, InDesign and PDF, and export print-ready PDFs with CMYK and bleed. Needs Node.js 22.15+ (WSL on Windows); the engine is free locally. - [Earthdata MCP](https://hebbmind.com/ja/mcp/earthdata-mcp.md): [MCP] NASA's official MCP for its Common Metadata Repository: find Earth science and remote sensing datasets in plain language, check that data files exist for a given place and time, and get access services, related tools and citation info. No account to connect; downloads need an Earthdata login. - [Snowflake Cortex Code](https://hebbmind.com/ja/plugin/cortex-code.md): [Plugin] Snowflake's official plugin: detects Snowflake-related requests and hands them to the Cortex Code CLI, whose 55+ built-in skills handle SQL, dynamic tables, data governance and more. Needs the cortex CLI installed and a Snowflake connection configured. Next page: https://hebbmind.com/ja/tools.md?page=11&profession=algorithm%2Cdata-engineering%2Cdata%2Chardware%2Coperations