# Tools

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Resources for DevOps / SRE or ML / AI or Data engineering or Hardware engineering or Admin / Office: 635 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.
> - Hardware engineering: Part and assembly modeling, schematics and PCB review, simulation, and BOM and production files.
> - Admin / Office: Docs, spreadsheets and slides, reports, email and calendars, meeting notes and daily admin.

- [Firecrawl CLI](https://hebbmind.com/ja/cli/firecrawl-cli.md): [CLI] Firecrawl's official CLI: scrape, search, map and crawl sites and interact with pages in a browser from the terminal, with Markdown output; can also install companion skills for coding agents. Needs a Firecrawl account or API key, or point it at a self-hosted instance.
- [Redis MCP Server](https://hebbmind.com/ja/mcp/mcp-redis.md): [MCP] Redis's official MCP server: read and write strings, hashes, lists, streams, JSON and other data structures in natural language, with vector indexing and search and pub/sub. Bring your own Redis instance; runs via uvx.
- [Cloud Run MCP Server](https://hebbmind.com/ja/mcp/cloud-run-mcp.md): [MCP] Lets agents deploy a local folder or file contents straight to Google Cloud Run, list services and view their details and logs, and list or create GCP projects. Maintained by Google; sign in with gcloud and set up Application Default Credentials first.
- [Things MCP Server](https://hebbmind.com/ja/mcp/things-mcp.md): [MCP] Lets agents read and write Things 3 on the Mac (Inbox, Today, projects and tags), turning action items from a chat into tasks or walking you through a weekly review. Needs Things 3 (paid) with Things URLs enabled in settings, plus uv.
- [Railway CLI](https://hebbmind.com/ja/cli/railwayapp-cli.md): [CLI] Railway's official CLI: deploy with railway up and manage infrastructure config, with token auth for non-interactive CI runs. The installer can set up the Railway skill and MCP for Claude Code, Codex and others in one step. Needs a Railway account.
- [dbt MCP Server](https://hebbmind.com/ja/mcp/dbt-mcp.md): [MCP] Lets agents read dbt project models, lineage and Semantic Layer metrics, run build, run and test commands, and call the dbt platform Discovery and Admin APIs. Maintained by dbt Labs; Semantic Layer and platform tools need a dbt platform account.
- [AutoCAD MCP Server](https://hebbmind.com/ja/mcp/autocad-mcp.md): [MCP] Lets AI draw lines, create layers, insert blocks, add dimensions and export DXF or PDF in AutoCAD LT, for batch edits. Needs AutoCAD LT 2024+ on Windows, Python and uv; after cloning, load the bundled LISP script with APPLOAD. Can also generate DXF headlessly without AutoCAD.
- [DuckDB Skills](https://hebbmind.com/ja/skill/duckdb-skills.md): [Skill] Official DuckDB skills: query local or S3 CSV, Parquet, Excel and JSON files with SQL or plain language, attach databases, convert formats, analyze spatial data and look up documentation. Needs the DuckDB CLI; tested only on macOS and Linux.
- [Docker Skills](https://hebbmind.com/ja/skill/docker-skills.md): [Skill] Official Docker skills: containerize projects, optimize and harden Dockerfile builds, orchestrate with Compose, use Docker Sandboxes and Docker Agent, with confirmation guardrails before deletes and other destructive actions.
- [Elastic Agent Skills](https://hebbmind.com/ja/skill/elastic-agent-skills.md): [Skill] Elastic's official skills teaching agents to use Elasticsearch and Kibana correctly: index design, ES|QL queries, search relevance tuning, dashboards, observability troubleshooting and security alert triage. Currently a technical preview.
- [Argo CD MCP Server](https://hebbmind.com/ja/mcp/mcp-for-argocd.md): [MCP] Manage Argo CD in natural language: list and inspect applications, create, update and delete them and trigger syncs, and view resource trees, workload logs and events. Maintained by Argo Project Labs; needs your Argo CD URL and an API token, with an optional read-only mode.
- [Chroma MCP Server](https://hebbmind.com/ja/mcp/chroma-mcp.md): [MCP] Chroma's official MCP: lets agents create and manage collections, add documents, and retrieve them with vector search, full-text search and metadata filters. Connects to in-memory or local persistent stores, self-hosted instances or Chroma Cloud.
- [mcp-pandoc](https://hebbmind.com/ja/mcp/mcp-pandoc.md): [MCP] Converts between Markdown, Word, HTML, LaTeX, EPUB and more with Pandoc, exports PDF and PPTX, and can apply a Word template for consistent styling, handy for formatting manuscripts and handouts. Needs Pandoc and uv; PDF export also needs TeX Live.
- [joinly](https://hebbmind.com/ja/mcp/joinly.md): [MCP] Open-source meeting connector that lets agents join Zoom, Teams or Google Meet as a participant, read the live transcript, chat and attendee list, and speak, e.g. to take meeting notes. Runs locally in Docker (image about 2.3 GB); transcription is local by default.
- [ClickHouse Agent Skills](https://hebbmind.com/ja/skill/clickhouse-agent-skills.md): [Skill] Official ClickHouse skills: best practices for schema design, primary keys, JOINs and inserts ranked by impact, advice on real-time architecture decisions, in-process SQL and pandas-compatible analysis with chDB, and local and cloud deployment workflows.
- [Todoist MCP Server](https://hebbmind.com/ja/mcp/todoist-mcp.md): [MCP] Todoist's official MCP: lets agents find, create, update and complete tasks and projects and view to-dos by date. Use the hosted remote server with OAuth sign-in, or embed it as a tool library in your own AI app.
- [Claude Office Skills](https://hebbmind.com/ja/skill/claude-office-skills-skills.md): [Skill] 130+ office skills for contract review, NDAs, job descriptions, offer letters, invoices and expenses, meeting notes, email, and Excel, PowerPoint and PDF work. Writing skills work as-is; Airtable, Slack and other automations need those services. Legal and finance output needs expert review.
- [Contract Review](https://hebbmind.com/ja/skill/contract-review.md): [Skill] Reviews employment agreements, NDAs, service agreements and other common contracts: flags risky clauses (unlimited liability, unilateral termination, auto-renewal), checks for missing terms and suggests edits to negotiate. US, EU, UK and China law. No account; have a lawyer review.
- [Airbnb MCP Server](https://hebbmind.com/ja/mcp/mcp-server-airbnb.md): [MCP] Searches Airbnb listings and fetches details: filter by location, dates, guests, price and property type, and get amenities, house rules, location and direct links. No API key; runs locally via npx and respects robots.txt by default.
- [lean-lsp-mcp](https://hebbmind.com/ja/mcp/lean-lsp-mcp.md): [MCP] MCP server for the Lean 4 theorem prover: lets agents read proof goals, diagnostics and definitions and search theorems via LeanSearch and Loogle, helping mathematicians and students with formal proofs. Needs uv and the Lean toolchain; run it from the Lean project root.
- [Google Security Operations and Threat Intelligence MCP Server](https://hebbmind.com/ja/mcp/mcp-security.md): [MCP] Google's official security MCP servers for Google SecOps (Chronicle), SecOps SOAR, Google Threat Intelligence and Security Command Center: investigate alerts, hunt threats, look up IOCs and review cloud risks. Needs Google Cloud credentials or a VirusTotal API key.
- [KiCad MCP Server (lamaalrajih)](https://hebbmind.com/ja/mcp/kicad-mcp.md): [MCP] Explore and analyze local KiCad projects in natural language: inspect schematic connections, export BOMs, run DRC checks, render PCB previews and recognize common circuit patterns. Needs KiCad 9+, Python 3.10 and uv; clone and install, set your project directory in .env, then register it.
- [ElevenLabs Skills](https://hebbmind.com/ja/skill/elevenlabs-skills.md): [Skill] Official ElevenLabs skills: text to speech, speech to text, sound effects and music generation, voice changing, vocal isolation, multilingual dubbing and building voice agents. Needs an ElevenLabs API key.
- [Prometheus MCP Server](https://hebbmind.com/ja/mcp/prometheus-mcp-server.md): [MCP] Lets agents query Prometheus metrics with PromQL and browse metric metadata and scrape targets to help investigate alerts and performance issues. Supports basic auth, bearer tokens and multi-tenancy; Docker is the recommended way to run it.
- [Claude Trading Skills (AGIPro)](https://hebbmind.com/ja/skill/agiprolabs-claude-trading-skills.md): [Skill] 68 trading and quant skills focused on crypto and DeFi: market and on-chain data, technical indicators, backtesting, position sizing and risk, prediction markets, and tax tools for cost basis and wash sales. Most need Python and data API keys (often free tiers); get expert review.
- [Notion Plugin for Claude Code](https://hebbmind.com/ja/plugin/claude-code-notion-plugin.md): [Plugin] Notion's official Claude Code plugin: bundles Notion's hosted MCP with four Cookbook skills (knowledge capture, meeting prep, research write-ups, spec to implementation) and slash commands for searching, creating pages, querying databases and creating tasks. OAuth sign-in.
- [Tavily Agent Skills](https://hebbmind.com/ja/skill/tavily-ai-skills.md): [Skill] Official Tavily skills: let agents search the web, extract page content, discover site URLs, crawl in bulk and run cited deep research through the Tavily CLI (tvly). Install the CLI first; search and extract have a limited no-login tier, other features need sign-in or an API key.
- [Mustang](https://hebbmind.com/ja/cli/mustangproject.md): [CLI] Open-source European e-invoicing tool whose CLI validates, extracts and creates ZUGFeRD, Factur-X and XRechnung invoices (PDF or XML) and renders XML invoices as readable HTML or PDF, for EU invoicing compliance. Needs Java; download the Mustang-CLI jar from the project site.
- [Salesforce DX MCP Server](https://hebbmind.com/ja/mcp/salesforcecli-mcp.md): [MCP] Lets agents work with Salesforce orgs authorized on your machine: SOQL queries, metadata deploy and retrieve, Apex test runs and permission set assignment, plus toolsets for LWC development. Maintained by Salesforce; authorize your org with the Salesforce CLI first.
- [mcp-google-map](https://hebbmind.com/ja/mcp/mcp-google-map.md): [MCP] Google Maps for agents: place search and details, forward and reverse geocoding, routes, distance matrices, multi-stop optimization, weather and static maps, plus trip planning and local SEO ranking skills. Needs Node.js and a billing-enabled Google Maps Platform API key; calls may cost money.
- [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.
- [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.
- [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.
- [Zapier MCP](https://hebbmind.com/ja/mcp/zapier-mcp.md): [MCP] Zapier's official hosted MCP: sign in with your Zapier account via OAuth and let agents run actions in 9,000+ apps to send messages, look up data, create tasks and trigger workflows. Each successful call uses 2 Zapier tasks.
- [Zapier MCP Plugin](https://hebbmind.com/ja/plugin/zapier.md): [Plugin] Zapier's official plugin: connects 9,000+ apps through the hosted Zapier MCP so you can send email, book meetings, update sheets, create tickets and trigger workflows in plain language. Includes onboarding and health-check skills. Needs a Zapier account.
- [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.
- [M365 Assistant MCP Server](https://hebbmind.com/ja/mcp/outlook-mcp.md): [MCP] Manages Outlook mail, calendar, folders and inbox rules through Microsoft Graph, uploads, searches and shares OneDrive files, and can trigger Power Automate flows. Register an Azure app for a client ID and secret, clone and run it with Node.js, and sign in via the auth server on first use.
- [Proficiently](https://hebbmind.com/ja/plugin/proficiently-claude-skills.md): [Plugin] Job search plugin: import your resume and preferences, then it finds matching roles, tailors your resume to each, writes cover letters and can fill applications on Greenhouse, Lever and Workday. Needs the Claude in Chrome extension.
- [MCP Server Trello](https://hebbmind.com/ja/mcp/mcp-server-trello.md): [MCP] Lets agents manage Trello boards, lists, cards, checklists, comments and attachments, switch between boards and workspaces, and handle API rate limits automatically; useful for admin work, event planning and project tracking. Needs a Trello API key and token, plus Node.js.
- [monday.com MCP](https://hebbmind.com/ja/mcp/mondaycom-mcp.md): [MCP] monday.com's official MCP: lets agents read and write boards, items, groups and columns, create forms, and call the full API through a dynamic GraphQL tool. The hosted server with OAuth is recommended; running locally needs an API token.
- [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).
- [Save to Spotify](https://hebbmind.com/ja/plugin/save-to-spotify.md): [Plugin] Spotify's official plugin: agents script and voice content such as morning briefings, meeting recaps or article explainers into audio episodes with cover art and a timeline, saved to Spotify. Needs the save-to-spotify CLI and sign-in; voices can use free local Kokoro.
- [Nextcloud MCP Server](https://hebbmind.com/ja/mcp/nextcloud-mcp-server.md): [MCP] Connects to self-hosted or managed Nextcloud so agents can manage files, calendars, contacts, notes, Deck boards and mail, and read PDF and Word content (OCR for scans is opt-in); suits teams that value data ownership. Needs a Nextcloud account with an app password, and uv.
- [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.
- [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.
- [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.
- [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.
- [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.

Next page: https://hebbmind.com/ja/tools.md?page=12&profession=devops%2Calgorithm%2Cdata-engineering%2Chardware%2Coffice
