# 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 Customer support: 392 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. > - Customer support: Tickets, customer questions, knowledge-base upkeep and service quality. - [MCP Teams Server](https://hebbmind.com/ja/mcp/mcp-teams-server.md): [MCP] Microsoft Teams MCP open-sourced by Inditex: read messages in a set channel, start threads, reply and @mention members, and list members. Requires an Azure app registration and a Teams bot (usually with IT admin help); runs via Docker or Python 3.12 with uv. - [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. - [airtable-mcp-server](https://hebbmind.com/ja/mcp/airtable-mcp-server.md): [MCP] Read and write Airtable bases: view table schemas, search, create and update records and add comments, handy for sign-up lists, project tracking, clients and content pipelines. Needs an Airtable account with a personal access token, and Node.js. - [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. - [SolidPilot](https://hebbmind.com/ja/mcp/mcp-server-solidworks.md): [MCP] Lets AI do feature-based modeling in SolidWorks: sketches, extrudes, sheet metal, assemblies and drawings, exporting STEP, DXF or PDF, and can rebuild 3D parts from DXF/DWG drawings. Needs Windows, SolidWorks 2026, a Visual Studio build of the C# layer and a Python adapter; early prototype. - [GTM Agents: Customer Success](https://hebbmind.com/ja/plugin/customer-success.md): [Plugin] Customer success plugin from gtm-agents: three commands with subagents for account health monitoring, adoption plans and escalation playbooks, plus skills for risk scoring, executive business reviews (EBRs) and feedback loops. Prompt-only; bring your own usage, ticket and NPS data. - [GTM Agents: Renewal Orchestration](https://hebbmind.com/ja/plugin/renewal-orchestration.md): [Plugin] Renewal management plugin for customer success and account managers: segment-based renewal forecasts with upside and downside scenarios, save plays and escalation paths for at-risk accounts, and post-renewal retrospectives. Prompt-based; you supply contract values, usage and other data. - [GTM Agents: Voice of Customer](https://hebbmind.com/ja/plugin/voice-of-customer.md): [Plugin] Voice of customer plugin: organizes tickets, interviews, surveys and community feedback into one taxonomy, estimates revenue and churn impact by theme, produces insight briefs for leadership or product, and tracks feedback loops and advocacy programs. No code; supply your own feedback data. - [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). - [Massive.com MCP Server](https://hebbmind.com/ja/mcp/mcp-massive.md): [MCP] Official MCP from Massive (formerly Polygon.io): three tools (search, call and SQL query) cover market and fundamentals data for US stocks, options, forex, crypto and futures, with built-in option Greeks and return calculations. Needs an API key; still experimental. - [QGIS MCP (nkarasiak)](https://hebbmind.com/ja/mcp/nkarasiak-qgis-mcp.md): [MCP] Install the QGIS MCP plugin from the QGIS plugin repository and agents get 125 tools to manage layers, edit features, run processing algorithms, style maps, build layouts and atlases, and run SQL across layers; supports QGIS 3.28 to 4.x. Needs QGIS and uv; no repo download required. - [AkTools MCP Server](https://hebbmind.com/ja/mcp/mcp-aktools.md): [MCP] Financial data MCP built on open-source AKShare: quotes and financials for China A-shares, Hong Kong and US stocks, A-share limit-up pools, top trader lists and fund flows, plus financial news and crypto prices. Free, no token; needs uv. Trading suggestions are for reference only. - [Rhino MCP Platform](https://hebbmind.com/ja/mcp/rhinoai.md): [MCP] McNeel's official Rhino MCP: lets Claude, Codex and other agents model, edit and organize layers in Rhino and Grasshopper, for architectural concepts and product forms. Needs licensed Rhino 8 or 9; install Rhino-MCP-Platform from the package manager and connect with MCPConnect. - [DDC Skills for AI Agents in Construction](https://hebbmind.com/ja/skill/ddc-skills-for-ai-agents-in-construction.md): [Skill] 200+ skills for construction firms: export Revit, IFC and DWG quantities to Excel, estimate with international unit rates, produce daily and photo site reports, and track budget and schedule variance. Needs Python 3.9+; Revit/DWG conversion is Windows-only; some need Docker or an OpenAI key. - [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. - [mcp-email-server](https://hebbmind.com/ja/mcp/mcp-email-server.md): [MCP] Lets agents read, search, organize and send email over IMAP/SMTP with any provider that supports them, across multiple accounts, with a local web UI for setup. Needs your email password or app password. - [NetSuite AI Companion](https://hebbmind.com/ja/plugin/netsuite-ai-companion.md): [Plugin] Official Oracle NetSuite plugin for the AI Connector: has AI use standard reports and saved searches first, applies debit/credit, multi-subsidiary consolidation and currency rules, and safety-checks SuiteQL to avoid reporting errors. Needs NetSuite with AI Connector; finance should verify. - [Facebook/Meta Ads MCP Server](https://hebbmind.com/ja/mcp/facebook-ads-mcp-server.md): [MCP] Lets agents read delivery data and change history for Facebook and Instagram ad accounts, campaigns, ad sets and creatives to analyze performance and spot underperforming ads; read-only. Needs a Meta access token (the GoMarble installer can generate one); runs from source with Python. - [Mapbox MCP Server](https://hebbmind.com/ja/mcp/mapbox-mcp-server.md): [MCP] Mapbox's official MCP: geocoding, POI search, driving, walking and cycling directions, travel-time matrices, multi-stop route optimization, isochrones and map rendering, plus offline distance and area calculations. Needs a Mapbox access token; an official hosted endpoint is available. - [Tableau MCP](https://hebbmind.com/ja/mcp/tableau-mcp.md): [MCP] Tableau's official MCP: lets agents query published data sources, search workbooks and views and fetch view images. Use the hosted server for Tableau Cloud with OAuth, or run locally with a personal access token for Tableau Server or Cloud. - [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. - [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. - [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. - [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. - [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. - [FreeCAD Robust MCP Server](https://hebbmind.com/ja/mcp/freecad-addon-robust-mcp-server.md): [MCP] Model by conversation in open-source FreeCAD: create primitives and sketches, extrude and chamfer, run Booleans, export STEP/STL, and write and debug macros. Install and start the Robust MCP Bridge workbench from the FreeCAD Addon Manager, then pip-install the server (Python 3.11). - [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. - [MCP Server for Google Tag Manager](https://hebbmind.com/ja/mcp/google-tag-manager-mcp-server.md): [MCP] Stape's Google Tag Manager MCP: lets agents view, create and edit tags, triggers and variables in GTM containers, for tracking and conversion setup. Hosted version (routes data via Stape's servers) needs just Google sign-in on first use; or run locally with a service account key. - [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. - [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. - [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. - [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. - [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+. - [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. - [Spark CLI Skills](https://hebbmind.com/ja/skill/spark-cli-skills.md): [Skill] Official Spark mail skills: agents read mail, calendar, contacts and teams, with flows for morning briefs, inbox zero, meeting prep, follow-ups and weekly reports. Needs Spark desktop on macOS or Windows with the CLI enabled; set read-only, organize or send access per account. - [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. - [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. - [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. - [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. Next page: https://hebbmind.com/ja/tools.md?page=8&profession=algorithm%2Cdata-engineering%2Cdata%2Chardware%2Csupport