# 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 DevOps / SRE or ML / AI or Data engineering or Video / Media: 569 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. > - Video / Media: Video editing, image and audio generation, music production, podcasts and short videos. - [MFLUX](https://hebbmind.com/ru/cli/mflux.md): [CLI] Runs open image models like FLUX, Qwen Image and Z-Image locally on a Mac: text-to-image, reference-based edits, inpainting and upscaling, all on-device. Needs Apple Silicon and uv; the first run downloads models and is slow. Check each model's license before commercial use. - [Tavily MCP Server](https://hebbmind.com/ru/mcp/tavily-mcp.md): [MCP] Four tools for real-time web search, page content extraction, site mapping and full-site crawling, available as a remote server or run locally. Maintained by Tavily; needs an API key or OAuth sign-in, and a free account is available. - [Terraform Skill](https://hebbmind.com/ru/skill/terraform-skill.md): [Skill] Terraform and OpenTofu best practices from Anton Babenko: diagnoses the failure mode first, then guides testing, module structure, state management, CI/CD and security scanning. Works for AWS, Azure and GCP. - [claude-code-video-toolkit](https://hebbmind.com/ru/skill/claude-code-video-toolkit.md): [Skill] A video production workspace for Claude Code: scripting, AI voiceover, music, generated visuals and Remotion rendering to MP4, with explainer and product-demo templates. The full workflow needs the cloned repo and Node.js 18+; AI generation needs your own cloud GPU (e.g. Modal's free tier). - [VectCutAPI](https://hebbmind.com/ru/mcp/vectcutapi.md): [MCP] Open-source video editing API and MCP server: add video, audio, subtitles, stickers, effects and keyframe animation, then generate drafts you can open and keep editing in CapCut or JianYing. Requires running the Python service locally and installing FFmpeg. - [Kubernetes MCP Server](https://hebbmind.com/ru/mcp/kubernetes-mcp-server.md): [MCP] A native Go MCP server for Kubernetes and OpenShift: talks to the API server directly to create, read, update and delete any resource, view pod logs, exec commands and install Helm charts, without needing kubectl. Supports multiple clusters. - [MiniMax CLI (mmx)](https://hebbmind.com/ru/cli/minimax-ai-cli.md): [CLI] MiniMax's official CLI, built for agents: chat with MiniMax models from the terminal and generate images, video and speech, plus speech transcription, image understanding and web search. Works with the international platform. Requires a MiniMax Token Plan subscription. - [sqlite-utils](https://hebbmind.com/ru/cli/sqlite-utils.md): [CLI] A CLI and Python library by Simon Willison: imports JSON and CSV straight into SQLite with automatic table creation, runs in-memory SQL queries over files, and supports full-text search and table transformations. - [OSS Review Toolkit (ORT)](https://hebbmind.com/ru/cli/ort.md): [CLI] The Linux Foundation's open-source compliance toolchain: analyzes project dependencies, scans licenses and copyrights, checks known vulnerabilities, flags policy violations and generates SBOMs and notice files. Needs Java 25 or Docker and ideally 8 GB RAM; have legal review license findings. - [Freshservice CLI (Printing Press)](https://hebbmind.com/ru/cli/freshservice.md): [CLI] Unofficial Freshservice CLI built with Printing Press: lets AI check an IT agent's queue, flag tickets near SLA breach, search tickets and the knowledge base, gauge team workload, spot recurring issues and KB gaps, and manage changes and assets. Needs a Freshservice account and API key. - [GitLab MCP Server](https://hebbmind.com/ru/mcp/gitlab-mcp.md): [MCP] Community-maintained GitLab MCP server: manage projects, merge requests, issues, pipelines, wikis and releases, with support for self-hosted instances and a read-only mode. Needs a GitLab personal access token or OAuth. - [Azure DevOps MCP Server](https://hebbmind.com/ru/mcp/azure-devops-mcp.md): [MCP] Microsoft's official Azure DevOps MCP server: query and act on work items, repos, pull requests, build pipelines, test plans and wikis. Sign in with a Microsoft account that has access on first use; Microsoft recommends the no-install remote version instead. - [MCP Memory Service](https://hebbmind.com/ru/mcp/mcp-memory-service.md): [MCP] Self-hostable long-term memory for agents, offering MCP, a REST API and a web dashboard: semantic search, knowledge graph and automatic memory consolidation. Embeddings are computed locally; choose SQLite, Cloudflare or Milvus as the backend. - [MediaInfo](https://hebbmind.com/ru/cli/mediainfo.md): [CLI] Shows technical details of audio and video files (codec, bitrate, resolution, frame rate, channels, duration); the CLI can output JSON or XML for checking platform specs before delivery. Free and local; install with Homebrew on macOS. - [Kokoro TTS](https://hebbmind.com/ru/cli/kokoro-tts.md): [CLI] Local text-to-speech CLI built on the open Kokoro model: batch-converts TXT, EPUB and PDF to MP3 or WAV by chapter, with multiple languages, voice blending and speed control; handy for audio versions of course materials. Needs Python 3.11-3.12 and two model files downloaded first. - [Microsoft Learn MCP Server](https://hebbmind.com/ru/mcp/microsoftdocs-mcp.md): [MCP] Searches and reads official Microsoft Learn documentation and code samples for Azure, .NET and more, so agents give fewer outdated answers about Microsoft tech. Maintained by Microsoft; the remote server is free and needs no key. - [Netlify CLI](https://hebbmind.com/ru/cli/netlify-cli.md): [CLI] Netlify's official CLI: deploy sites, run projects locally with Netlify Dev, manage environment variables, Functions and Blobs, and call the Netlify API directly. Needs Node.js 22.13+ and a Netlify account. - [CC Safety Net](https://hebbmind.com/ru/plugin/cc-safety-net.md): [Plugin] Before tool calls run, blocks destructive Git and file commands (git reset --hard, rm -rf) and access to sensitive files like SSH keys and .env. Parses command semantics, so bash -c wrappers are caught too. Works with Claude Code, Codex and other coding CLIs; needs Node.js 18+. - [Serverless Devs](https://hebbmind.com/ru/cli/serverless-devs.md): [CLI] Full-lifecycle tool for serverless apps (the s command): describe an app in YAML and deploy it to FaaS platforms such as Alibaba Cloud Function Compute, AWS Lambda and Tencent Cloud SCF, with CI/CD integration. A CNCF Sandbox project; needs cloud provider credentials. - [Higgsfield AI Skills](https://hebbmind.com/ru/skill/higgsfield-ai-skills.md): [Skill] Higgsfield's official skills: generate images, video and voiceover from a single prompt for product shots, e-commerce hero images, YouTube thumbnails, brand guidelines and narrated explainers. Requires the Higgsfield CLI and a signed-in account; generations use account credits. - [MeiGen AI Design MCP](https://hebbmind.com/ru/mcp/meigen-ai-design-mcp.md): [MCP] Generates product shots, marketing posters and illustrations, removes or swaps backgrounds, upscales and makes videos, with 1,400+ prompt templates and parallel variations. Cloud use needs a MeiGen account and paid credits; the npm version can use OpenAI-compatible APIs or local ComfyUI. - [evil-read-arxiv](https://hebbmind.com/ru/skill/evil-read-arxiv.md): [Skill] Recommends daily papers from arXiv and Semantic Scholar by research interest, reads them and writes illustrated Obsidian notes and a paper graph; can also search venues like CVPR and NeurIPS. Needs Python 3, Obsidian, a vault path and an interests config; the web app needs an Anthropic API key. - [Auto Synced & Translated Dubs](https://hebbmind.com/ru/cli/auto-synced-translated-dubs.md): [CLI] Translates a video's SRT subtitles into other languages and generates AI voice lines synced to the timings, producing translated subtitles and dubbed audio tracks. Needs Python, FFmpeg and Google Cloud, Azure, DeepL or ElevenLabs API keys; configure the ini files, then run python main.py. - [MATLAB MCP Server](https://hebbmind.com/ru/mcp/matlab-mcp-core-server.md): [MCP] MathWorks' official server that lets agents start your local MATLAB, write and run scripts and unit tests, and check code style and potential errors, for computing, simulation and data analysis. Needs a licensed MATLAB R2021a+ and the downloaded server binary. - [gh-stack](https://hebbmind.com/ru/skill/gh-stack.md): [Skill] Manages stacked branches and dependent pull requests with the gh stack GitHub CLI extension: splits work into layered branches with one PR each, then handles push, submit, sync, rebase and merge, using flags that keep commands non-interactive for agents. Official GitHub skill. - [edulab](https://hebbmind.com/ru/plugin/edulab.md): [Plugin] Turns secondary-school math and science problems into teaching materials: interactive geometry solution pages, 3D molecular views of chemical reactions, and math explainer videos with Chinese voiceover and bilingual subtitles (needs a Zhipu GLM-TTS key). Requires Python sympy. - [flyctl](https://hebbmind.com/ru/cli/flyctl.md): [CLI] Fly.io's official CLI (fly): sign in, create and deploy apps, and list apps and check their status, reading fly.toml in the current directory to identify the app. Needs a Fly.io account. - [BaoCut Agent Skill](https://hebbmind.com/ru/skill/baocut.md): [Skill] Official skill for BaoCut, a subtitle app by Baoyu: transcribe audio and video, generate and translate subtitles, check speakers, adjust timing and export SRT or finished video. Needs BaoCut on an Apple silicon Mac (macOS 14+); on Windows the skill fetches a preview CLI. - [Docker MCP Gateway](https://hebbmind.com/ru/mcp/mcp-gateway.md): [MCP] Docker's official MCP gateway (the docker mcp CLI plugin): runs servers from the Docker MCP Catalog in isolated containers, manages secrets, OAuth and tool toggles centrally, and gives multiple clients one endpoint. Built into Docker Desktop 4.59+; Docker CE and other setups must build the plugin. - [Azure Skills Plugin](https://hebbmind.com/ru/plugin/azure-skills.md): [Plugin] Microsoft's official Azure plugin: bundles 20+ skills such as azure-prepare, azure-deploy, azure-diagnostics and azure-cost, and connects the Azure MCP and Foundry MCP to query resources, estimate costs, deploy and troubleshoot. Needs an Azure subscription and az login. - [Azure Skills](https://hebbmind.com/ru/skill/azure-skills.md): [Skill] Microsoft's official Azure skill set: deployment prep and validation, deployment, production diagnostics, AKS, quota lookup, compliance audits, cloud migration and Foundry; the plugin version also connects the Azure MCP Server. Needs an Azure account and az login. - [MiniMax MCP](https://hebbmind.com/ru/mcp/minimax-mcp.md): [MCP] MiniMax's official MCP: text-to-speech, voice cloning and voice design, text-to-image and video generation. Needs a MiniMax API key; the key and API host must belong to the same region (global or mainland China). Pay as you go. - [Qdrant MCP Server](https://hebbmind.com/ru/mcp/mcp-server-qdrant.md): [MCP] Uses the Qdrant vector database as a semantic memory layer for agents: store information and retrieve it by meaning, connecting to a remote instance or a local path, with FastEmbed generating embeddings by default. Maintained by Qdrant. - [Terraform MCP Server](https://hebbmind.com/ru/mcp/terraform-mcp-server.md): [MCP] HashiCorp's official server: looks up provider, module and policy docs in the Terraform Registry to help write IaC; with an HCP Terraform token it can also manage workspaces, variables and runs. Runs in Docker by default. - [ffmpeg-normalize](https://hebbmind.com/ru/cli/ffmpeg-normalize.md): [CLI] Batch-normalizes audio and video loudness to standards like EBU R128, with presets for podcasts, music and streaming video; handy for evening out course recordings, podcasts and videos before publishing. Needs FFmpeg and Python 3.10+. - [ROS MCP Server](https://hebbmind.com/ru/mcp/ros-mcp-server.md): [MCP] Connects LLMs to ROS and ROS 2 robots: publish and subscribe to topics, call services and actions, set parameters, and read sensor and robot state, without changing robot code. The robot side needs rosbridge running. - [daymade-audio](https://hebbmind.com/ru/plugin/daymade-audio.md): [Plugin] Audio plugin suite: transcription with local Qwen3-ASR or Whisper (MLX on Apple Silicon), speaker diarization, transcript correction, structured meeting notes and StepFun TTS. StepFun ASR and TTS need an API key. - [daymade Claude Code Skills](https://hebbmind.com/ru/plugin/claude-code-skills.md): [Plugin] A plugin marketplace with dozens of plugins: an enhanced skill-creator, scrapers for Bilibili, Douban and Feishu docs, China A-share news and US stock fundamentals, WeCom notifications, deep research and fact-checking, with docs in English and Chinese. - [CLI for Microsoft 365](https://hebbmind.com/ru/cli/cli-microsoft365.md): [CLI] Manages a Microsoft 365 tenant with one m365 command: SharePoint, Teams, OneDrive, Outlook, Planner, Power Platform and more, with JSON output and JMESPath filtering. An open-source PnP community project, not officially supported by Microsoft; register an Entra app before signing in. - [Audio Separator](https://hebbmind.com/ru/cli/python-audio-separator.md): [CLI] Stem separation CLI built on UVR models: splits audio into vocals and accompaniment in one command, isolates drums, bass and other stems, or removes noise and reverb; handy for stripping background music or extracting clean vocals. Models download on first use; needs Python and FFmpeg. - [Claude Video Vision](https://hebbmind.com/ru/plugin/claude-video-vision.md): [Plugin] Lets Claude Code watch videos: extracts frames with ffmpeg and transcribes timestamped audio from local files or YouTube links, to review footage, summarize lectures or find on-screen text. Needs Node.js 20+ and ffmpeg (yt-dlp for YouTube); transcribe with local Whisper or a Gemini/OpenAI key. - [MySQL MCP Server](https://hebbmind.com/ru/mcp/mysql-mcp-server.md): [MCP] Gives agents controlled access to MySQL: list databases and tables, inspect schemas and sample data, and run SQL, with multi-database mode, SSL and SSH tunnels. Configure your own database user, ideally with least privilege. - [Scenario Agent Skills](https://hebbmind.com/ru/skill/scenario-labs-skills.md): [Skill] Official Scenario skills: generate production-ready images, video, voiceover and music, textures and 3D assets through the Scenario MCP, for product shots, ads, storyboards and game art, plus expert skills for Blender, Maya and ZBrush. Needs a Scenario account (free tier available). - [whisper-ctranslate2](https://hebbmind.com/ru/cli/whisper-ctranslate2.md): [CLI] Local transcription that's compatible with the OpenAI Whisper CLI but faster and lighter: outputs SRT/VTT subtitles or text and can transcribe a live microphone. Needs Python; models download on first run; speaker labels need pyannote.audio and a Hugging Face token. - [xurl](https://hebbmind.com/ru/cli/xurl.md): [CLI] X's (formerly Twitter) official API command-line tool. Once authorized, agents can post for you, upload images and video, and query post and account data; it can also run as an MCP server for Claude. Needs an X developer account and app; the X API is pay-per-use, so buy credits first. - [SearXNG MCP Server](https://hebbmind.com/ru/mcp/mcp-searxng.md): [MCP] Web search and page reading for agents through a self-hosted or trusted SearXNG metasearch instance, with no paid search API key. Requires a SearXNG instance with JSON output enabled. - [Qiaomu Mondo Poster Design](https://hebbmind.com/ru/skill/qiaomu-mondo-poster-design.md): [Skill] Generates book covers, movie posters, article covers and social images from one sentence, picking colors and composition from 30+ poster masters' styles to suit the subject. Rendering directly needs Python and a PipeLLM image API key; or just generate prompts for another image tool. - [dailypaper-skills](https://hebbmind.com/ru/skill/dailypaper-skills.md): [Skill] Pulls new papers from Hugging Face Daily Papers and arXiv, scores them by research area into a recommendation page, and writes deep-read Obsidian notes for key ones; can also batch-read Zotero collections. Needs Python 3, Obsidian and poppler; copy the whole skills folder per the README. - [LangChain Skills](https://hebbmind.com/ru/skill/langchain-skills.md): [Skill] LangChain's official skill collection: framework selection, quickstarts, middleware, persistence, human-in-the-loop approval, RAG and eval design across LangChain, LangGraph and Deep Agents, in Python and TypeScript. Also installable as a Claude Code plugin. Still in early development. - [Jupyter MCP Server](https://hebbmind.com/ru/mcp/jupyter-mcp-server.md): [MCP] Connects agents to live Jupyter notebooks: read, write, insert and execute cells and read multimodal outputs like charts, for interactive data analysis. Bring your own JupyterLab or JupyterHub; open source, maintained by Datalayer. Next page: https://hebbmind.com/ru/tools.md?page=9&profession=devops%2Calgorithm%2Cdata-engineering%2Cmedia