# 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 QA or ML / AI or Hardware engineering or Customer support: 333 items. > - QA: Functional testing, test automation and quality assurance. > - 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. > - Customer support: Tickets, customer questions, knowledge-base upkeep and service quality. - [Jina AI MCP Server](https://hebbmind.com/ru/mcp/jina-ai-mcp.md): [MCP] Jina AI's official remote MCP: converts web pages and PDFs to Markdown, searches the web, arXiv, SSRN and images, and offers screenshots, reranking and semantic dedup. Reading tools work without a key (rate-limited); search and rerank need a Jina API key. - [LINE Bot MCP Server](https://hebbmind.com/ru/mcp/line-bot-mcp-server.md): [MCP] Official from LINE: connects to a LINE Official Account through the Messaging API to push or broadcast text and Flex messages, manage rich menus, and look up followers and user profiles. Needs a channel access token; currently in preview. - [COMET](https://hebbmind.com/ru/cli/comet.md): [CLI] Unbabel's machine-translation quality metric: comet-score rates translations per sentence and overall, XCOMET marks error spans and severity, and CometKiwi works without a reference. Good for spot-checking MT. Needs Python 3.8+; models download from Hugging Face, some need a license; GPU helps. - [Oh My Paper](https://hebbmind.com/ru/plugin/oh-my-paper.md): [Plugin] A research plugin for Claude Code: commands like /omp:survey, /omp:experiment and /omp:write chain literature review, topic selection, experiments, writing and self-review, with 5 specialized agents and 34 research skills that remember project progress across sessions. Experiments lean toward ML. - [PaperOrchestra](https://hebbmind.com/ru/skill/paperorchestra.md): [Skill] The five-agent PaperOrchestra pipeline (outline, figures, literature review, section writing, polishing) as skills: turns research ideas, experiment logs and a conference template into a LaTeX paper and checks citations via Semantic Scholar. Needs Python; verify the draft yourself. - [SonarQube MCP Server](https://hebbmind.com/ru/mcp/sonarqube-mcp-server.md): [MCP] Official SonarSource server: connects to SonarQube Server or Cloud so agents can query code issues, quality gates, security hotspots and dependency risks, and analyze file contents directly. Needs a SonarQube token; Docker is the recommended way to run it. - [Firecrawl](https://hebbmind.com/ru/skill/firecrawl.md): [Skill] Official Firecrawl skill: drives the Firecrawl CLI to search, scrape, map site URLs, batch-crawl, interact with pages and monitor changes, returning LLM-ready Markdown. Search and scrape have a rate-limited free tier; crawling and monitoring need an account or self-hosted instance. - [Firecrawl CLI](https://hebbmind.com/ru/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/ru/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. - [AutoCAD MCP Server](https://hebbmind.com/ru/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. - [Chroma MCP Server](https://hebbmind.com/ru/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. - [Discord MCP](https://hebbmind.com/ru/mcp/discord-mcp.md): [MCP] Lets agents send and read channel messages and DMs through your own Discord bot, and manage channels, roles, member timeouts and scheduled events, useful for running a community or player support on Discord. Create a bot in the Discord Developer Portal for a token; needs Docker. - [lean-lsp-mcp](https://hebbmind.com/ru/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. - [KiCad MCP Server (lamaalrajih)](https://hebbmind.com/ru/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/ru/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. - [MCP Appium](https://hebbmind.com/ru/mcp/appium-mcp.md): [MCP] Appium's official MCP server: lets agents start sessions on Android and iOS emulators and real devices, locate elements, tap, type and take screenshots, and generate Java/TestNG test code. Needs the Android SDK or Xcode. - [Claude Trading Skills (AGIPro)](https://hebbmind.com/ru/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/ru/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. - [MCP Teams Server](https://hebbmind.com/ru/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. - [SolidPilot](https://hebbmind.com/ru/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/ru/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. - [GTM Agents: Customer Success](https://hebbmind.com/ru/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/ru/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/ru/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. - [MCP Selenium Server](https://hebbmind.com/ru/mcp/mcp-selenium.md): [MCP] Browser automation MCP built on Selenium WebDriver for Chrome, Firefox, Edge and Safari: locate elements, click and type, upload files, take screenshots, run scripts, and handle alerts and cookies. A good fit for test teams already using Selenium. - [FinLab AI](https://hebbmind.com/ru/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/ru/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). - [Rhino MCP Platform](https://hebbmind.com/ru/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. - [TestMu AI (LambdaTest) Agent Skills](https://hebbmind.com/ru/skill/lambdatest-agent-skills.md): [Skill] Official testing skills from TestMu AI (formerly LambdaTest) covering 40+ frameworks including Selenium, Playwright, Cypress, Appium, pytest and JUnit, guiding agents to write unit, end-to-end and mobile tests. Runs locally; cloud cross-browser and real-device runs need an account. - [Databricks Agent Skills](https://hebbmind.com/ru/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/ru/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/ru/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. - [QuantConnect Lean CLI](https://hebbmind.com/ru/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. - [Postman MCP Server](https://hebbmind.com/ru/mcp/postman-mcp-server.md): [MCP] Postman's official MCP server: lets agents manage workspaces, collections, environments and API specs, help with API testing and generate client code from API definitions. The remote version uses OAuth; the local version needs a Postman API key. - [Comfy MCP](https://hebbmind.com/ru/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. - [Midscene Skills](https://hebbmind.com/ru/skill/midscene-skills.md): [Skill] Cross-platform UI automation skills built on Midscene.js visual recognition: control browsers, desktops, Android, iOS and HarmonyOS devices in natural language, and set up Vitest + Midscene E2E tests. Bring your own vision model API key; maintained by the Midscene team. - [Hugging Face MCP Server](https://hebbmind.com/ru/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/ru/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/ru/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/ru/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/ru/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/ru/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. - [Create Voice](https://hebbmind.com/ru/skill/create-voice.md): [Skill] Renders a screen reader spec for a component directly in Figma: focus order plus per-state VoiceOver (iOS), TalkBack (Android) and ARIA (Web) property tables and announcements. Part of uSpec; reads the component .md spec from create-component-md and needs a Figma MCP and a configured template key. - [MinerU Open MCP](https://hebbmind.com/ru/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/ru/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. - [OpenSCAD MCP Server](https://hebbmind.com/ru/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. - [Seeed Studio KiCad MCP Server](https://hebbmind.com/ru/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/ru/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/ru/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/ru/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. Next page: https://hebbmind.com/ru/tools.md?page=7&profession=qa%2Calgorithm%2Chardware%2Csupport