# Tools

> Every listed resource, editors’ picks first. The filters below can be combined.

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Resources for DevOps / SRE or ML / AI or Hardware engineering or Research / Academia: 561 items.

> - DevOps / SRE: Deployment, monitoring, cloud resources and reliability.
> - ML / AI: Model training, evaluation and LLM application development.
> - Hardware engineering: Part and assembly modeling, schematics and PCB review, simulation, and BOM and production files.
> - Research / Academia: Literature search and reviews, experimental data analysis, paper writing and submission.

- [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.
- [Human Skill Tree](https://hebbmind.com/ja/skill/human-skill-tree.md): [Skill] 33 cognitive-science-based tutoring skills for K-12 math and science, exam prep, university subjects, academic writing and job interviews, using Socratic questions and spaced review rather than giving answers. In Chinese and English; copy the skills folder into your agent manually.
- [ScholarAIO](https://hebbmind.com/ja/cli/scholaraio.md): [CLI] Research workbench that turns paper PDFs into a searchable library so Claude Code or Codex can find and close-read papers, draft reviews and manuscripts, answer reviewer comments and check citations. Imports from Zotero and EndNote. Needs Python 3.10+; an LLM API key is optional.
- [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.
- [Learn This (Tapestry Skills)](https://hebbmind.com/ja/skill/learn-this.md): [Skill] Give it a YouTube video, web article or PDF link and it extracts the transcript or text, then builds a five-round Ship-Learn-Next action plan saved as Markdown, for self-study. Needs CLI tools such as yt-dlp and pdftotext; videos default to English subtitles.
- [YouTube MCP Server](https://hebbmind.com/ja/mcp/mcp-youtube.md): [MCP] Uses yt-dlp to pull YouTube subtitles into the agent, so asking it to summarize a video gets you the key points; handy for teachers prepping lessons, researchers and creators. No API key, but needs yt-dlp (Homebrew or WinGet) and Node.js.
- [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.
- [Academic Writing Skills](https://hebbmind.com/ja/skill/academic-writing-skills.md): [Skill] Post-draft polishing skills for English LaTeX papers, Chinese theses (GB/T 7714) and Typst manuscripts: compile diagnostics, format and grammar checks, reference verification, reviewer-style assessment, cover letters and defense slides. Needs Python, uv and TeX Live; academic use only.
- [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.
- [AI Research Feedback](https://hebbmind.com/ja/skill/ai-research-feedback.md): [Skill] Paper review skills by economist Claes Bäckman: eight subagents simulate journal referees for a pre-submission report, plus quick checks, paper-code consistency checks, reviews of pre-analysis plans and grant proposals, and rewriting papers as policy briefs. Mainly for LaTeX manuscripts.
- [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.
- [Stata MCP](https://hebbmind.com/ja/mcp/stata-mcp.md): [MCP] Connects Stata to VS Code or Cursor and exposes a local MCP endpoint so Claude Code or Codex can write and run do-files and read regression output, with graphs shown in the editor; for empirical research. Needs a licensed Stata 17+, the extension installed and the editor open.
- [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.
- [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.
- [Instructional Agents](https://hebbmind.com/ja/cli/instructional-agents.md): [CLI] AI agents collaborate via the ADDIE instructional design model: enter a course name to get a syllabus, LaTeX slides, lecture scripts and assessments, convertible to editable PPTX. Open-source code for an EACL 2026 paper; needs an OpenAI API key, LaTeX for PDFs and Node.js for PPTX.
- [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.
- [Lean 4 Skills](https://hebbmind.com/ja/plugin/lean4-skills.md): [Plugin] Lean 4 theorem-proving plugin with workflows to draft, formalize, prove, disprove, review and golf proofs, plus mathlib search, axiom checks and safety guardrails, helping mathematicians and teachers produce machine-checked proofs. Needs Lean 4 and mathlib; pairs well with lean-lsp-mcp.
- [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.
- [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.
- [Claude for Healthcare](https://hebbmind.com/ja/plugin/healthcare.md): [Plugin] Anthropic's official healthcare plugin for the US system: extract data from clinical notes, assign ICD-10 and CPT/HCPCS codes, review prior auths, screen for fraud and draft trial protocols, with hosted CMS, NPI and PubMed connectors. FHIR access needs API rights; clinicians must review.
- [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).
- [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.
- [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.
- [legal-skills](https://hebbmind.com/ja/skill/gfodor-legal-skills.md): [Skill] Three skills for US utility patents: audit a draft against a 316-item checklist before filing, have a subagent play a USPTO examiner to simulate prosecution, then test design-arounds from a competitor's view. Needs Python 3; not legal advice, so have a patent attorney or agent review.
- [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.
- [SEC EDGAR MCP](https://hebbmind.com/ja/mcp/sec-edgar-mcp.md): [MCP] Queries SEC EDGAR 10-K, 10-Q and 8-K filings, XBRL financial statements and insider trades, with links to the source documents for checking; for investment research and compliance due diligence. Free, no API key; needs uv and a SEC_EDGAR_USER_AGENT with your name and email.
- [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.
- [MedSci Skills](https://hebbmind.com/ja/skill/medsci-skills.md): [Skill] 59 clinical research skills from a radiologist at Korea's Asan Medical Center: study design and sample size, de-identification, statistical figures, 49 reporting guidelines, risk-of-bias checks, citation verification and reviewer replies. Literature APIs need no key. Medical review required.
- [apy](https://hebbmind.com/ja/cli/apy.md): [CLI] Manage Anki cards from the command line: add notes in bulk from Markdown and list or review cards by query, without Anki running. Needs an existing local Anki database and profile; not an official Anki project.
- [Taiwan Legal RAG](https://hebbmind.com/ja/mcp/tw-legal-rag.md): [MCP] Free remote MCP for Taiwan law (no sign-up or key): semantic search over 22M+ court rulings and administrative interpretations, exact statute lookup, and rulings linked across court levels with a citation whitelist to catch fake cites. Browser authorization on first use; have a lawyer review.
- [Railway](https://hebbmind.com/ja/plugin/railway.md): [Plugin] Railway's official plugin, bundling the use-railway skill and hosted Railway MCP so agents can create projects, deploy services, set environment variables and databases, and check logs and metrics to debug deployments. Needs a Railway account.
- [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.
- [Readwise Skills](https://hebbmind.com/ja/skill/readwise-skills.md): [Skill] Official Readwise skills: triage your Reader queue, skim feeds, quiz you on what you just read, and draft book reviews and reading recaps from your highlights. Needs a Readwise subscription (30-day free trial) and the Readwise MCP or CLI installed first.
- [Vercel Plugin](https://hebbmind.com/ja/plugin/vercel-plugin.md): [Plugin] Vercel's official plugin: a knowledge graph of the Vercel ecosystem, dozens of skills, expert subagents for deployment and performance, and commands for deploys, env vars and project status, covering Next.js, the AI SDK, storage and CI/CD. Needs Node.js 18+ and Bun; telemetry is opt-out.
- [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.
- [Lokka](https://hebbmind.com/ja/mcp/lokka.md): [MCP] Query and manage Microsoft 365 and Azure tenants in natural language via Microsoft Graph: create users and security groups, check devices and Conditional Access policies and view cloud costs. Needs a work account with the right permissions; changes apply immediately.
- [Wikipedia MCP Server](https://hebbmind.com/ja/mcp/wikipedia-mcp.md): [MCP] Lets agents search Wikipedia and read full articles, summaries, specific sections and related articles, useful for lesson prep, homework help and fact-checking. English Wikipedia by default; pass --language to use another edition. No account; needs uv (Python).
- [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.
- [Grafana Skills](https://hebbmind.com/ja/skill/grafana-skills.md): [Skill] Grafana Labs' official skills: dashboards and alerting, PromQL, Loki, Tempo, Mimir and Pyroscope queries, Prometheus cardinality troubleshooting, Grafana Cloud management and cost optimization, k6 load testing and plugin development. Some skills need Grafana Cloud.
- [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).

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