# 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 Full-stack / Indie or DevOps / SRE or ML / AI or Data engineering or Video / Media: 906 items. > - Full-stack / Indie: General software work: coding-agent workflows, code review, debugging and Git collaboration. > - 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. - [gcloud MCP Server](https://hebbmind.com/mcp/gcloud-mcp.md): [MCP] Lets agents manage Google Cloud resources in natural language through the gcloud CLI, blocking interactive and other agent-unfriendly commands by default, with configurable allow and deny lists. A preview release from Google, not an officially supported product; install gcloud and sign in first. - [Agent Plugins for AWS](https://hebbmind.com/plugin/agent-plugins.md): [Plugin] AWS Labs' official plugin marketplace: deploy-on-aws (architecture recommendations, cost estimates and IaC deployment), aws-serverless, aws-amplify, databases-on-aws, sagemaker-ai and more. AWS suggests Agent Toolkit for AWS for new projects. - [HashiCorp Agent Skills](https://hebbmind.com/skill/hashicorp-agent-skills.md): [Skill] HashiCorp's official Terraform and Packer skills: write HCL in the official style, refactor modules, terraform test, provider development, Stacks and policy, plus AWS and Azure image builds. - [HashiCorp Agent Skills](https://hebbmind.com/plugin/hashicorp-agent-skills.md): [Plugin] HashiCorp's official plugin marketplace: the terraform plugin has 16 skills (configuration, modules, provider development, testing, import, Stacks and policy), and the packer plugin has 4 image-build and HCP Packer skills. - [Superdesign](https://hebbmind.com/plugin/superdesign-skill.md): [Plugin] Lets coding agents read your codebase, extract a design system, then generate UI mockups, slide decks, posters and other marketing visuals on Superdesign's infinite canvas and iterate in branches. Needs @superdesign/cli and a Superdesign account; free to start. - [Jina AI MCP Server](https://hebbmind.com/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. - [ClickHouse MCP Server](https://hebbmind.com/mcp/mcp-clickhouse.md): [MCP] Runs SQL queries against ClickHouse and browses databases and table schemas, read-only by default; can also enable embedded chDB to query data directly in files and URLs. Maintained by ClickHouse. - [Next.js DevTools MCP](https://hebbmind.com/mcp/next-devtools-mcp.md): [MCP] From Vercel: discovers locally running Next.js 16+ dev servers and hands the runtime errors, routes and logs from their built-in MCP endpoint to the agent, and points the agent to docs matching your installed version. - [Azure Translator](https://hebbmind.com/skill/azure-translator.md): [Skill] Microsoft's official skill: has the agent use Microsoft Learn docs to call Azure text and document translation, enforce glossaries, train Custom Translator models and troubleshoot quotas and errors. For localization teams building batch translation; needs an Azure account and Translator resource. - [COMET](https://hebbmind.com/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. - [After Effects MCP Server](https://hebbmind.com/mcp/after-effects-mcp.md): [MCP] Lets agents drive a local Adobe After Effects: create compositions, add text, shape, solid and camera layers, and set keyframes and expressions, for batch intros, lower thirds and motion graphics. Needs After Effects 2022+ and Node.js; build from source and open the bridge panel in AE. - [inference.sh Skills](https://hebbmind.com/skill/inference-sh-skills.md): [Skill] Calls image and video models such as FLUX, Veo and Seedance through inference.sh's belt CLI to generate images, video, avatars and voiceovers, plus guides for thumbnails, storyboards, press releases and social copy. Needs belt and a free inference.sh account; model calls are billed per use. - [Shopify CLI](https://hebbmind.com/cli/shopify-cli.md): [CLI] Shopify's official CLI: scaffold, develop locally and deploy Shopify apps, extensions, Functions and themes, and build and host Hydrogen custom storefronts. Requires Node.js. - [MCP Bridge for Adobe Premiere Pro](https://hebbmind.com/mcp/adobe-premiere-pro-mcp.md): [MCP] Drives local Premiere Pro projects with 280+ operations: import, sequences, timeline cuts, transitions, effects, color, captions, audio ducking, export. Needs Premiere Pro 2020+, Node.js 20+ and the MCP Bridge (CEP) panel open; anonymous telemetry is on by default and can be turned off. - [Oh My Paper](https://hebbmind.com/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. - [dbt Agent Skills](https://hebbmind.com/skill/dbt-agent-skills.md): [Skill] dbt Labs' official skills: write and edit dbt models, add unit tests and docs, set up the MetricFlow semantic layer, debug failed jobs, and handle dbt version upgrades and cross-platform migrations. Most skills need dbt installed and an existing project. - [dbt Agent Skills](https://hebbmind.com/plugin/dbt-agent-skills.md): [Plugin] dbt Labs' official plugin marketplace with dbt and dbt-migration plugins: write models and unit tests, build semantic-layer metrics, govern with dbt Mesh, debug failed jobs, and handle version upgrades and cross-platform migrations. Most skills need an existing dbt project. - [adb-mcp](https://hebbmind.com/mcp/adb-mcp.md): [MCP] Lets agents work in Photoshop, Premiere, InDesign, Illustrator and After Effects through UXP/CEP plugins and a local proxy: edit layers, lay out pages and cut timelines. A proof of concept, not made by Adobe; install from source. - [The Elements of Agent Style](https://hebbmind.com/skill/agent-style.md): [Skill] 21 English writing rules (12 from The Elements of Style, Orwell, Pinker and other classics, 9 from observed LLM habits) for clearer, leaner papers, grant proposals, design docs and documentation. Expository English only; not for fiction or marketing copy. - [Photoshop MCP](https://hebbmind.com/mcp/photoshop-mcp.md): [MCP] Lets agents drive a local Photoshop: remove backgrounds, retouch portraits, color grade, batch-watermark, and export or split carousels at social media sizes; multi-step edits undo in one step. Needs Photoshop and Node.js 18+. Unofficial; sends anonymous telemetry by default (opt-out). - [yutu](https://hebbmind.com/mcp/yutu.md): [MCP] YouTube channel assistant: lets agents upload videos, edit titles, descriptions and thumbnails, and manage playlists, captions, comments and live streams; also works as a CLI. Requires enabling the YouTube Data API in Google Cloud and creating OAuth credentials; daily API quotas apply. - [PaperOrchestra](https://hebbmind.com/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. - [GeoSQL](https://hebbmind.com/skill/geosql.md): [Skill] Helps agents write geospatial SQL for PostGIS, DuckDB, BigQuery and Snowflake: inspect schemas and keep query costs in check, then render results as interactive maps to review and correct. Needs Python and your own database or warehouse; maps use Dekart, which can run locally in Docker. - [SonarQube MCP Server](https://hebbmind.com/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/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/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. - [LLM-Subtrans](https://hebbmind.com/cli/llm-subtrans.md): [CLI] Uses an LLM to translate SRT, ASS and VTT subtitles into any language in batches, convert formats and transcribe audio or video. Install the CLI from source (Python 3.10+); needs an API key (e.g. OpenRouter) or a local model, and subtitles go to that provider. - [Neon MCP Server](https://hebbmind.com/mcp/mcp-server-neon.md): [MCP] Manage Postgres databases on Neon in natural language: create projects and branches, run SQL, and use branches for migrations and query tuning. Remote server hosted by Neon with OAuth or API key auth and a read-only mode; Neon recommends it for development only. - [MCP Mermaid](https://hebbmind.com/mcp/mcp-mermaid.md): [MCP] Generates flowcharts, sequence diagrams, class diagrams and other charts from Mermaid syntax with configurable theme and background, exporting SVG or PNG files or a mermaid.ink share link. Validates syntax so the model can fix errors over several turns. - [Redis MCP Server](https://hebbmind.com/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/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. - [Railway CLI](https://hebbmind.com/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. - [Shopify AI Toolkit](https://hebbmind.com/plugin/shopify-ai-toolkit.md): [Plugin] Shopify's official agent plugin: searches Shopify docs and API schemas, validates GraphQL, Liquid and UI extension code, and can manage stores through the Shopify CLI. Sends usage telemetry by default; it can be turned off. - [dbt MCP Server](https://hebbmind.com/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. - [DuckDB Skills](https://hebbmind.com/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. - [The Elements of Style](https://hebbmind.com/plugin/the-elements-of-style.md): [Plugin] Turns Strunk's The Elements of Style (1918) into a writing skill so agents write docs, commit messages and error messages clearly and concisely. The full text (about 12k tokens) loads only when needed. By the author of Superpowers. - [YouTube Transcript Server](https://hebbmind.com/mcp/mcp-server-youtube-transcript.md): [MCP] Fetches captions and transcripts for YouTube videos and Shorts, with language selection and fallback, optional timestamps and sponsor segments filtered by default. No API key for transcripts; the optional visual analysis tool needs a TwelveLabs API key and a direct video URL. - [Chroma MCP Server](https://hebbmind.com/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. - [Elastic Agent Skills](https://hebbmind.com/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. - [REUSE Tool](https://hebbmind.com/cli/reuse-tool.md): [CLI] Official FSFE command-line tool that checks every file in a project for copyright and license information per the REUSE spec, adds headers in bulk, downloads license texts and generates an SPDX bill of materials. Needs Python; have legal review the results. - [Docker Skills](https://hebbmind.com/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. - [Argo CD MCP Server](https://hebbmind.com/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. - [YouTube MCP Server](https://hebbmind.com/mcp/youtube-mcp-server.md): [MCP] Community YouTube server built on the YouTube Data API: look up video and channel data, fetch transcripts, browse playlists, and filter creators by subscriber count and upload frequency for influencer scouting. Needs a YouTube Data API key (daily quota) and Node.js. - [Claude AI Music Skills](https://hebbmind.com/plugin/claude-ai-music-skills.md): [Plugin] Turns a conversation into an album production workflow: concept, research, lyrics and pronunciation checks, Suno-style prompts, mastering, promo videos and social copy. You generate songs in Suno yourself; needs Python 3.11+ and ffmpeg, and the author recommends a Claude Max plan. - [sag](https://hebbmind.com/cli/sag.md): [CLI] A macOS say-style text-to-speech CLI that uses ElevenLabs or 60db to speak text aloud or save it as audio (ElevenLabs supports streaming playback), and can list and switch voices. Needs an API key for the chosen service. - [Resend MCP Server](https://hebbmind.com/mcp/resend-mcp.md): [MCP] Resend's official MCP: lets agents send and receive email and manage contacts, broadcasts and sending domains. Use the hosted remote server with OAuth sign-in, or run the npm package locally with a Resend API key. - [3dicon](https://hebbmind.com/skill/3dicon.md): [Skill] Turns a prompt or still image into a looping animated icon with real transparency, output as animated WebP. It generates one still with GPT Image or Nano Banana, waits for approval, animates it via Seedance on OpenRouter, then mattes and encodes it. Needs Python, ffmpeg and paid API keys. - [Visual Skills](https://hebbmind.com/skill/visual-skills.md): [Skill] Two prompt skills: video writes storyboard-style prompts for Seedance, Kling, Veo and more like a director, writer and editor; image writes art-director prompts for Nano Banana and GPT Image, recommending a model per task. Prompts only, generate on the platforms; no API key. - [ClickHouse Agent Skills](https://hebbmind.com/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. - [YouTube MCP Server](https://hebbmind.com/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. Next page: https://hebbmind.com/tools.md?page=16&profession=fullstack%2Cdevops%2Calgorithm%2Cdata-engineering%2Cmedia