# Tools

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

- Search: append `?q=<keywords>` 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=<cli|skill|plugin|mcp>` to the URL.
- Filter by profession: append `?profession=<profession id>` 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=<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 Research / Academia: 910 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.
> - Research / Academia: Literature search and reviews, experimental data analysis, paper writing and submission.

- [TDD Guard](https://hebbmind.com/plugin/tdd-guard.md): [Plugin] Uses hooks to enforce test-driven development in Claude Code: blocks implementation without a failing test, prevents code beyond what tests require, and can use lint results to push refactoring. Needs Node.js 22+. Still maintained, but the author suggests its successor Probity for new projects.
- [Gemini MCP Tool](https://hebbmind.com/mcp/gemini-mcp-tool.md): [MCP] Lets Claude Code and other agents call Antigravity CLI or Gemini CLI, using Gemini's large context window to analyze big files and whole codebases; with Gemini CLI it can also test code in a sandbox. Install and sign in to the CLI first. Not an official Google project.
- [Agent Skills for WordPress](https://hebbmind.com/skill/agent-skills.md): [Skill] WordPress's official skill collection: block development, block themes, plugin architecture, REST API, Interactivity API, WP-CLI, performance profiling and Playground, so agents write code to modern WordPress standards and avoid common security pitfalls.
- [Stripe CLI](https://hebbmind.com/cli/stripe-cli.md): [CLI] Stripe's official CLI: forward and trigger webhook events locally, tail API request logs in real time, and create, read, update or delete Stripe objects to debug payment integrations. Needs a Stripe account; run stripe login first.
- [ELI5 (coldteadotai)](https://hebbmind.com/skill/coldteadotai-eli5.md): [Skill] Explains a codebase, feature, command or pull request to someone new to it as a PR Lens canvas: one plain sentence first, then a walkthrough that grows the diagram from two boxes to the whole picture, delivered as a shareable link. Requires the PR Lens skill and its npx CLI.
- [MiniMax CLI (mmx)](https://hebbmind.com/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.
- [PR Lens](https://hebbmind.com/skill/pr-lens.md): [Skill] Draws a code change or part of a codebase as an animated architecture or data-flow diagram. The agent writes a JSON graph, validates and renders it to SVG with the PR Lens CLI, then pushes it to a prlens.dev canvas or attaches it to a GitHub, GitLab or Bitbucket pull request.
- [sqlite-utils](https://hebbmind.com/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.
- [Kubernetes MCP Server](https://hebbmind.com/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.
- [i18n-tasks](https://hebbmind.com/cli/i18n-tasks.md): [CLI] Translation management for Ruby/Rails: statically analyzes code to find missing and unused keys, normalizes locale files, fills gaps via Google Translate, DeepL or OpenAI, and exports CSV for translators. Requires the i18n gem (Rails default) and Bundler; machine translation needs an API key.
- [Rainman Translate Book](https://hebbmind.com/skill/translate-book.md): [Skill] Translates entire books: splits PDF, DOCX or EPUB into chunks for parallel subagents, keeps terminology consistent, resumes interrupted runs and verifies with hashes, then outputs HTML, DOCX, EPUB or PDF. Needs Calibre, Pandoc and Python.
- [OSS Review Toolkit (ORT)](https://hebbmind.com/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/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/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/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/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.
- [Medical Research Agent Skills](https://hebbmind.com/skill/medical-research-skills.md): [Skill] 550+ medical research skills from AIPOCH: PubMed search strategy, study design and sample size, statistics and bioinformatics, journal writing and reviewer responses, all vetted by MedSkillAudit. Some need Python/R or database credentials; have researchers and clinicians review results.
- [Stripe](https://hebbmind.com/plugin/stripe-plugin.md): [Plugin] Stripe's official plugin: bundles the remote Stripe MCP with skills for integration best practices, Connect, Stripe Apps and API upgrades, plus commands that explain errors and list test card numbers. Available in the official Claude and Codex marketplaces.
- [Stripe Agent Skills](https://hebbmind.com/skill/stripe-skills.md): [Skill] Stripe's official skill collection: payment integration best practices, SDK and API version upgrades, Connect platform onboarding and docs lookup, with content synced automatically from the Stripe docs.
- [Stripe Best Practices](https://hebbmind.com/skill/stripe-best-practices.md): [Skill] Guides Stripe integration decisions: Checkout vs PaymentIntents, Connect, subscription billing, tax, webhooks and key security, and steers away from deprecated APIs. Maintained by Stripe.
- [Microsoft Learn MCP Server](https://hebbmind.com/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/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.
- [Math Modeling Skill](https://hebbmind.com/skill/math-modeling-skill.md): [Skill] A three-stage workflow for math modeling contests like MCM/ICM and CUMCM: analysis, solving and plotting in Python or MATLAB, and a Word (optionally LaTeX) paper, with stage-check subagents and OpenAlex plus AnySearch literature search. Generated papers are for reference only.
- [WordPress MCP Adapter](https://hebbmind.com/mcp/mcp-adapter.md): [MCP] WordPress's official plugin that turns abilities registered through the Abilities API into MCP tools, resources and prompts, reachable locally over WP-CLI (STDIO) or over HTTP. Needs WordPress 6.9+; abilities are private by default and must be exposed manually.
- [OPC Skills](https://hebbmind.com/skill/opc-skills.md): [Skill] Skills for solo founders: website SEO and AI search optimization (GEO), mining user needs from Reddit, X and GitHub, domain price comparison, Product Hunt search, and logo and banner generation. Some need API keys or tokens for Gemini, twitterapi.io, RequestHunt or Product Hunt.
- [Open-WebSearch](https://hebbmind.com/mcp/open-websearch.md): [MCP] Multi-engine web search MCP with no API key, supporting Bing, DuckDuckGo, Brave, Baidu, Sogou, CSDN, Juejin and more; also fetches page content, CSDN articles and GitHub READMEs. Ships a CLI and a local server too.
- [Serverless Devs](https://hebbmind.com/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.
- [Papis](https://hebbmind.com/cli/papis.md): [CLI] Command-line reference and bibliography manager: add papers by DOI with metadata fetched automatically, search by author, title or tag, and import or export BibTeX. Each entry is a readable YAML file that agents can read and write easily; a web UI is included. Needs Python.
- [CC Safety Net](https://hebbmind.com/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+.
- [ToolUniverse](https://hebbmind.com/mcp/tooluniverse.md): [MCP] From Harvard Medical School's Zitnik Lab: one MCP connecting 1,000+ scientific tools and databases for drugs and targets, genes and proteins, clinical trials, FDA data and PubMed, for biomedical and drug research. Runs with uv; some sources need API keys; medical conclusions need expert review.
- [evil-read-arxiv](https://hebbmind.com/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.
- [flyctl](https://hebbmind.com/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.
- [gh-stack](https://hebbmind.com/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.
- [MATLAB MCP Server](https://hebbmind.com/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.
- [MCPVault](https://hebbmind.com/mcp/mcpvault.md): [MCP] Lets agents read and write your local Obsidian vault directly: search notes, append to daily notes, tidy tags and properties, and summarize reading or research notes by topic. No need to open Obsidian or install plugins; access is limited to the vault and can be read-only. Needs Node.js 20+.
- [My Claude Code Setup (claude-code-my-workflow)](https://hebbmind.com/skill/claude-code-my-workflow.md): [Skill] Econometrician Pedro Sant'Anna's academic Claude Code setup (fork the repo to use it): Beamer/Quarto lecture slides, paper review and mock refereeing, R/Python analysis and replication packages, with specialist subagents and quality gates. Needs Git and Python; slides need XeLaTeX and Quarto.
- [Claude Code Settings](https://hebbmind.com/plugin/claude-code-settings.md): [Plugin] One plugin bundling skills and subagents for deep research, fixing GitHub issues and reviewing PRs, Codex handoff, Gemini or GPT image generation, translation and YouTube transcript extraction, plus settings.json templates for various providers (manual setup). Some skills need API keys.
- [Docker MCP Gateway](https://hebbmind.com/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.
- [NotesMD CLI](https://hebbmind.com/cli/notesmd-cli.md): [CLI] Reads and writes Obsidian vaults from the terminal: search, view, create, edit, move and delete notes, and manage frontmatter and daily notes, without Obsidian running. Good for agents maintaining a personal knowledge base. Formerly Obsidian CLI.
- [Azure Skills](https://hebbmind.com/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.
- [Azure Skills Plugin](https://hebbmind.com/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.
- [Qdrant MCP Server](https://hebbmind.com/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/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.
- [DuckDuckGo Search MCP Server](https://hebbmind.com/mcp/duckduckgo-mcp-server.md): [MCP] Web search through DuckDuckGo plus fetching and parsing page content, with built-in rate limiting and LLM-friendly result formatting. No API key needed; runs with a single uvx command.
- [Rulesync](https://hebbmind.com/cli/rulesync.md): [CLI] Uses unified rule files in a .rulesync directory as the source to generate rules, MCP, commands, subagents, skills and hooks configs for dozens of AI coding tools including Claude Code, Cursor, Copilot and Codex. Can also import existing configs or convert directly between tools.
- [OpenContracts](https://hebbmind.com/mcp/opencontracts.md): [MCP] Self-hosted open-source platform for contract and legal document analysis: detects cited laws and builds a citation graph, and its MCP server lets agents search the corpus, read texts and annotations, and follow citations. Deploy your own instance with Docker; have a lawyer review results.
- [Brave Search MCP Server](https://hebbmind.com/mcp/brave-search-mcp-server.md): [MCP] Brings the Brave Search API to agents: web, news, image, video and local business and place search, plus LLM-ready page context and AI summaries. Maintained by Brave; needs an API key.
- [ROS MCP Server](https://hebbmind.com/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 Claude Code Skills](https://hebbmind.com/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.
- [daymade-audio](https://hebbmind.com/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.

Next page: https://hebbmind.com/tools.md?page=14&profession=fullstack%2Cdevops%2Calgorithm%2Cdata-engineering%2Cresearch
