# Tools

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Resources for ML / AI or Data engineering or Data analysis or Security or Hardware engineering: 395 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.
> - Security: Code audits, vulnerability triage, penetration testing and compliance.
> - Hardware engineering: Part and assembly modeling, schematics and PCB review, simulation, and BOM and production files.

- [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 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.
- [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.
- [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.
- [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.
- [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.
- [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.
- [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.
- [SonarQube](https://hebbmind.com/ja/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.
- [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.
- [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.
- [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+.
- [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.
- [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.
- [Vault MCP Server](https://hebbmind.com/ja/mcp/vault-mcp-server.md): [MCP] HashiCorp's official MCP: lets agents manage Vault mounts, read and write KV secrets, enable PKI, create issuers and roles, and issue certificates. Needs a reachable Vault server and token; HashiCorp recommends using it only in trusted local environments.
- [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.
- [Auth0](https://hebbmind.com/ja/plugin/auth0.md): [Plugin] Helps agents add Auth0 authentication to apps: detects 35+ frameworks and covers login, MFA, SSO, RBAC, JWT validation, migration from other auth providers, and tenant security audits. Maintained by Auth0; needs an Auth0 account (free sign-up).
- [Trivy MCP Server](https://hebbmind.com/ja/mcp/trivy-mcp.md): [MCP] Trivy's MCP plugin: lets agents scan local projects, container images and remote repositories for vulnerabilities and misconfigurations in plain language, optionally checking policy compliance via the Aqua platform. Requires Trivy; maintained by Aqua Security.
- [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.
- [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.
- [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.
- [GitGuardian MCP Server](https://hebbmind.com/ja/mcp/ggmcp.md): [MCP] GitGuardian's official MCP: scans code for leaked secrets with 500+ detectors, and lets agents triage and remediate incidents, generate honeytokens and open fix PRs. Needs a GitGuardian account; the hosted endpoint with OAuth sign-in is recommended.
- [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.
- [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.
- [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.
- [Genesys Cloud MCP Server](https://hebbmind.com/ja/mcp/genesys-cloud-mcp-server.md): [MCP] Community-built MCP for the Genesys Cloud contact center: supervisors and QA staff can check queue volumes, sample conversations, and read call quality, sentiment, topics and transcripts. Needs an OAuth client in your Genesys Cloud org with per-tool permissions, and Node.js. Still in development.
- [Amazon Selling Partner](https://hebbmind.com/ja/plugin/selling-partner-agentic-toolkit.md): [Plugin] Amazon's official seller plugin (beta): connect Seller Central to check sales, traffic and inventory, get stockout alerts and restock suggestions, plan FBA inbound shipments and diagnose suppressed or unsearchable listings. Changes are drafted and need your approval. Needs a seller account.
- [Langfuse Observability Plugin](https://hebbmind.com/ja/plugin/claude-observability-plugin.md): [Plugin] Langfuse's official plugin: uses hooks to send prompts, model calls, token usage and cost, tool calls and subagents from Claude Code sessions to Langfuse as traces for monitoring and review. Needs Langfuse keys (self-hosting supported) and uv or Python 3.10+.
- [ModelScope MCP Server](https://hebbmind.com/ja/mcp/modelscope-modelscope-mcp-server.md): [MCP] ModelScope's official MCP: search models, datasets, Studio apps, papers and MCP servers and view details, plus text-to-image and image-to-image generation. Needs a ModelScope API token.
- [Pigment AI Plugins](https://hebbmind.com/ja/plugin/ai-plugins.md): [Plugin] Pigment's official plugin: bundles the Pigment MCP and 30+ modeling skills to query business data and compare budget vs. actuals in plain language; with advanced mode on, build budget and forecast models, metrics and boards. Needs an enterprise Pigment workspace with MCP on; have finance review.
- [Mixpanel Headless](https://hebbmind.com/ja/cli/mixpanel-headless.md): [CLI] Mixpanel's official CLI, mp (with a Python library): query event trends, funnels, retention and user flows, and manage dashboards, reports and cohorts. Needs Python 3.10+ and a Mixpanel account; run mp login to authorize in the browser. Pre-release; interfaces may change.
- [OpenCage Geocoding MCP Server](https://hebbmind.com/ja/mcp/opencage-geocoding-mcp.md): [MCP] OpenCage's official MCP: geocode addresses and place names, reverse geocode coordinates (with admin area, time zone and more), and check API quota. For small lookups; use its CLI for batches. Needs an OpenCage API key (free trial), Node.js 20+, and manual setup from a repo clone.
- [Semgrep Guardian](https://hebbmind.com/ja/plugin/semgrep-plugin.md): [Plugin] Semgrep's official MCP server plus hooks: every file the agent writes is scanned with Semgrep Code, Supply Chain and Secrets for vulnerabilities, malicious dependencies and hardcoded secrets; the agent rewrites until clean or you dismiss findings. Requires a Semgrep login.
- [Vanta](https://hebbmind.com/ja/plugin/vanta-mcp-plugin.md): [Plugin] Vanta's official plugin: from Claude Code, review control gaps for SOC 2, ISO 27001 and other frameworks, failing tests, vendor risk and policies, and generate fixes for code-level issues. Needs admin access to a paid Vanta account (browser auth); have compliance conclusions reviewed by an expert.
- [Windsor.ai](https://hebbmind.com/ja/plugin/claude-windsor-ai-plugin.md): [Plugin] Windsor.ai's official plugin: connects ad accounts on Google, Meta, TikTok and more plus 350+ data sources such as GA4 and CRMs for quick cross-channel performance reports and wasted-spend detection; asks before changing budgets or pausing ads. Needs a Windsor.ai account with data sources connected.
- [Pendo Analytics](https://hebbmind.com/ja/plugin/pendo-analytics.md): [Plugin] Pendo's official product analytics plugin: summarize account activity and feedback before customer meetings, analyze feature adoption, group user feedback into themes and find session replays. Needs a Pendo subscription; authorize via /mcp after install.
