# Tools

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Resources for Full-stack / Indie or ML / AI or Data engineering or Design or Hardware engineering: 895 items.

> - Full-stack / Indie: General software work: coding-agent workflows, code review, debugging and Git collaboration.
> - ML / AI: Model training, evaluation and LLM application development.
> - Data engineering: Data pipelines, warehouse modeling, ETL and data quality.
> - Design: Interface, interaction, visual and brand design.
> - Hardware engineering: Part and assembly modeling, schematics and PCB review, simulation, and BOM and production files.

- [sacreBLEU](https://hebbmind.com/cli/sacrebleu.md): [CLI] The standard machine translation scorer: computes BLEU, chrF and TER with significance tests and downloads public test sets such as WMT, to compare engines or prompts. Needs Python 3.9+ and reference translations; automatic metrics are a rough screen, so final copy still needs human review.
- [Power BI Authoring MCP Server](https://hebbmind.com/mcp/powerbi-modeling-mcp.md): [MCP] Microsoft's official local MCP server for creating and editing Power BI semantic model tables, measures and relationships in natural language, running and validating DAX queries, and bulk renaming and translation. Connects to Power BI Desktop, Fabric or PBIP files; in public preview.
- [MCP Servers for Google Cloud Genmedia APIs](https://hebbmind.com/mcp/mcp-genmedia.md): [MCP] Experimental open-source generative media MCP servers from Google Cloud: Nano Banana images, Veo video, Gemini TTS and Chirp voices, Lyria music, and AVTool for compositing. Each registers separately; needs a billing-enabled Google Cloud project and gcloud login; AVTool needs FFmpeg.
- [PaperJury](https://hebbmind.com/skill/paperjury.md): [Skill] Pre-submission review for CS conference papers (CVPR, ACL, NeurIPS and more): polish, translate or condense on request, or let AI reviewers raise issues and a jury rule on them. Only wording fixes are drafted, with your approval; missing experiments go back to you, never invented. Needs Node.js.
- [MATLAB Agentic Toolkit](https://hebbmind.com/plugin/matlab-agentic-toolkit.md): [Plugin] MathWorks' official toolkit: set up the MCP server via the MATLAB installer so agents can run code, run tests and do static checks; domain skill sets for signal processing, controls, statistics and machine learning install as Claude Code plugins. Needs MATLAB R2021a+.
- [RhinoMCP](https://hebbmind.com/mcp/rhinomcp.md): [MCP] Connects Rhino 8 and Grasshopper to agents: model in plain language, edit geometry and layers, measure areas and volumes, and build Grasshopper definitions, for architecture and product design. Install the rhinomcp plugin in Rhino, run mcpstart, and have uv installed. Unofficial (not McNeel).
- [Figwright](https://hebbmind.com/mcp/figwright.md): [MCP] Free two-way Figma MCP that needs no paid Dev Mode seat: turns designs into code that fits your existing project, or builds pages and components on the canvas from a description, with data staying on your machine. Needs Node.js 20.19+, the Figma desktop app and the companion plugin.
- [MongoDB MCP Server](https://hebbmind.com/mcp/mongodb-mcp-server.md): [MCP] Connects agents to MongoDB and Atlas: query, aggregate, inspect collection schemas and indexes, and manage Atlas clusters, projects and database users. Maintained by MongoDB; needs a connection string or an Atlas service account; supports read-only mode.
- [Tencent CloudBase](https://hebbmind.com/plugin/cloudbase.md): [Plugin] Tencent CloudBase's official plugin, bundling cloudbase-mcp, skills and hooks for cloud functions, NoSQL and PostgreSQL databases, cloud storage, cloud hosting, authentication and WeChat Mini Program backends. Works with Claude Code and Codex.
- [CloudBase AI Toolkit](https://hebbmind.com/mcp/cloudbase-ai-toolkit.md): [MCP] Tencent CloudBase's official toolkit: lets agents sign in to CloudBase, work with document and PostgreSQL databases, cloud functions, storage and static hosting, and deploy web and Mini Program apps. Run locally via npx or connect the remote MCP; needs a CloudBase environment.
- [Scenario Agent Skills](https://hebbmind.com/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).
- [Pixelle MCP](https://hebbmind.com/mcp/pixelle-mcp.md): [MCP] Turns ComfyUI workflows into MCP tools with no code, covering generation and conversion across text, image, speech and video; works with local ComfyUI or RunningHub in the cloud. Start the server with uvx pixelle and configure an LLM first.
- [Nano Banana Gemini CLI Extension](https://hebbmind.com/mcp/nanobanana.md): [MCP] Google's official Gemini CLI extension with a built-in MCP server: Nano Banana image generation and editing, photo restoration, icons, textures, step-by-step storyboards and diagrams. Needs Node.js and a Gemini API key; for Claude Code or Codex, clone and build the repo first.
- [Atlassian MCP](https://hebbmind.com/plugin/atlassian-mcp-server.md): [Plugin] Atlassian's official plugin: connects the cloud Atlassian MCP to search and create Jira issues, read and write Confluence pages and manage sprints, with skills that turn meeting notes into tasks and generate status reports. Needs an Atlassian Cloud account with OAuth or an API token.
- [Atlassian MCP Server](https://hebbmind.com/mcp/atlassian-mcp-server.md): [MCP] Atlassian's official hosted remote MCP: access Jira, Confluence, JSM, Bitbucket, Loom and more with OAuth or an API token. Works with Atlassian Cloud sites only.
- [Alibaba Cloud CLI](https://hebbmind.com/cli/aliyun-cli.md): [CLI] Alibaba Cloud's official CLI (aliyun): manage ECS, OSS and other services through OpenAPI, with structured output, JMESPath filtering, waiting on resource states, product plugins and a built-in MCP proxy. Configure credentials first; OAuth sign-in works locally.
- [Sentry Skills](https://hebbmind.com/skill/getsentry-skills.md): [Skill] Skills Sentry's engineering team uses itself: code review, bug finding, security review, writing commits and PRs, and iterating on a PR until CI passes. Maintained by Sentry; some skills follow its internal conventions.
- [General Translation CLI](https://hebbmind.com/cli/generaltranslation-cli.md): [CLI] General Translation's gt CLI: a wizard sets up i18n for React, Next.js and similar apps, then sends UI strings and JSON, YAML or Markdown files for AI translation and writes them back, with CI support. Needs a Node.js project and a General Translation API key (free sign-up, usage-based pricing).
- [comfy-cli](https://hebbmind.com/cli/comfy-cli.md): [CLI] ComfyUI's official CLI: install and launch ComfyUI in one step, manage custom nodes and model downloads, and run image and video workflows, with --json output on every command for agents. Can also submit jobs to paid Comfy Cloud.
- [linear-cli](https://hebbmind.com/cli/linear-cli.md): [CLI] Command-line client for Linear: list, search, create and update issues and projects, create Git branches from issues and open PRs, with a bundled skill for agents. Needs a Linear account and an API key to log in; community-built, not from Linear.
- [Neo4j Cypher MCP Server](https://hebbmind.com/mcp/mcp-neo4j-cypher.md): [MCP] Graph database MCP server from Neo4j Labs: reads the graph schema and runs read and write Cypher queries, with read-only mode, query timeouts and response token limits. Needs a Neo4j instance with the APOC plugin enabled.
- [StyleSeed](https://hebbmind.com/skill/styleseed.md): [Skill] Turns senior designer judgment into 74 rules and 23 skills: first lock your project's colors, type, radii and motion, then loop render, score and revise, reworking anything under 80. For Claude Code, Codex and Cursor; needs Node.js and a local frontend project. Scores don't replace human review.
- [Translate Toolkit](https://hebbmind.com/cli/translate.md): [CLI] Open-source toolkit widely used in localization: converts between PO, XLIFF, TMX, CSV, subtitle and other translation formats, counts words, runs 40+ translation checks with pofilter and extracts frequent terms with poterminology. Needs Python 3.11+.
- [E-commerce Visual Copywriting](https://hebbmind.com/skill/ecommerce-visual-copywriting-skill.md): [Skill] Turns product info, packaging and reference images into a visual plan designers or image models can execute: per-image layouts for main images, detail pages, listings and A+ content, in-image copy and prompts. Keeps an evidence log and checks ad-law risk; covers Amazon, Taobao, JD and more.
- [Sentry MCP Server](https://hebbmind.com/mcp/sentry-mcp.md): [MCP] Sentry's official remote MCP: lets coding agents query errors, issues, stack traces and performance traces, and call Seer for root-cause analysis. Sign in with OAuth, or connect to self-hosted Sentry over stdio.
- [User Interface Wiki](https://hebbmind.com/skill/raphaelsalaja-skills.md): [Skill] Companion skill to the User Interface Wiki: 152 rules in 12 categories, from motion, easing and exit animations to UI sounds, interaction laws, prefetching and typography, for writing or reviewing web UI code, with issues listed by file:line. Needs an existing web project and Node.js to install.
- [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.
- [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.
- [fontmake](https://hebbmind.com/cli/fontmake.md): [CLI] Google Fonts' official font compiler: builds OTF, TTF or variable fonts from Glyphs, UFO or designspace sources, and with -i interpolates each weight from the source's export settings, so type designers can let agents produce builds. Needs Python 3.10+ and font source files.
- [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.
- [COMSOL MCP Server](https://hebbmind.com/mcp/comsol-multiphysics-mcp.md): [MCP] 100+ tools that let agents drive COMSOL Multiphysics: build models, set geometry and physics (heat transfer, fluids, electrostatics, solid mechanics), mesh, solve and export results; the accompanying paper is in Neurocomputing. Needs licensed COMSOL 5.x/6.x, Python and Java; install from the repo.
- [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.
- [Aseprite MCP Tools](https://hebbmind.com/mcp/aseprite-mcp.md): [MCP] Lets agents create pixel art and frame animations in Aseprite: drawing, layers, palettes, dithering, outlines and onion-skin previews, with PNG, GIF and sprite sheet export, for game art and pixel illustration. Needs Aseprite, Python 3.13 and uv; runs from source.
- [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.
- [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.
- [Brand Building Skills](https://hebbmind.com/skill/brand-building-skills.md): [Skill] Brand-building skills: start with a brand profile, then work on strategy, naming, visual identity briefs, voice and key messages, positioning and competitor brand analysis, brand audits and launch plans, plus Meta/Google ads, email and influencer playbooks. No API key needed.
- [Design Lab](https://hebbmind.com/skill/design-lab.md): [Skill] Interviews you on scope, pain points and brand tone, infers the visual language from existing styles, and builds five React UI variants on a temporary route with a feedback overlay. Iterates on feedback, then writes an implementation plan and deletes the temp files.
- [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.
- [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.
- [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).
- [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.
- [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.
- [Apple HIG](https://hebbmind.com/skill/apple-hig.md): [Skill] Distilled Apple Human Interface Guidelines reference for iOS, iPadOS, macOS, tvOS, visionOS and watchOS, loading the right rules, component specs and measurements per task. Includes a /duo workflow for adapting an iOS app to iPhone Duo and an opt-in enforce mode with independent review.
- [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.

Next page: https://hebbmind.com/tools.md?page=15&profession=fullstack%2Calgorithm%2Cdata-engineering%2Cdesign%2Chardware
