# Tools

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

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Resources for DevOps / SRE or ML / AI or Customer support or Research / Academia: 610 items.

> - DevOps / SRE: Deployment, monitoring, cloud resources and reliability.
> - ML / AI: Model training, evaluation and LLM application development.
> - Customer support: Tickets, customer questions, knowledge-base upkeep and service quality.
> - Research / Academia: Literature search and reviews, experimental data analysis, paper writing and submission.

- [OpenClaw Medical Skills](https://hebbmind.com/de/skill/openclaw-medical-skills.md): [Skill] 869 medical skills compiled by FreedomIntelligence from a dozen open-source libraries: SOAP notes, discharge summaries, drug interactions, clinical guidelines, PubMed/FDA lookups, genomics and device regulation. Made for OpenClaw, usable elsewhere; some need API keys. Doctors must review output.
- [Paper Search MCP](https://hebbmind.com/de/mcp/paper-search-mcp.md): [MCP] Unified search across 20+ academic sources including arXiv, PubMed, bioRxiv, Semantic Scholar and OpenAlex, returning deduplicated, normalized results and downloading full text via open-access channels first. Most sources need no API key.
- [Rebiber](https://hebbmind.com/de/cli/rebiber.md): [CLI] Replaces arXiv preprint entries in your .bib file with the official published versions from DBLP and ACL Anthology, keeping citation keys, to tidy references before camera-ready. Overwrites the file by default, so preview with --dry-run. Mainly covers CS venues; needs Python 3.10+.
- [Markdownify MCP Server](https://hebbmind.com/de/mcp/markdownify-mcp.md): [MCP] Converts PDF, Word, Excel, PowerPoint, images, audio, web pages and YouTube transcripts into Markdown that agents can read and cite. Built on Microsoft MarkItDown; the Docker image lacks audio transcription and image recognition, so build locally for full features.
- [wacli](https://hebbmind.com/de/cli/wacli.md): [CLI] WhatsApp CLI: pair as a linked device, sync messages to local SQLite, search offline, send text and files, and manage groups, with --json output for agents. Built on the unofficial WhatsApp Web protocol.
- [Korean Law MCP](https://hebbmind.com/de/mcp/korean-law-mcp.md): [MCP] Searches Korean statutes, case law, administrative rules and local ordinances via the Korean Ministry of Government Legislation's Open API, verifies whether cited provisions and cases exist, and compares versions over time. Needs a free API key and Node.js; have a lawyer review results.
- [Perplexity API Platform MCP Server](https://hebbmind.com/de/mcp/modelcontextprotocol.md): [MCP] Perplexity's official MCP with four tools: web search, grounded Q&A, deep research and reasoning, available remotely or run locally. Requires a Perplexity API key.
- [MFLUX](https://hebbmind.com/de/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.
- [Claude Scientific Writer](https://hebbmind.com/de/plugin/claude-scientific-writer.md): [Plugin] A research-writing plugin from K-Dense: searches the literature in real time before drafting, then produces papers, reviews, grant proposals, posters and slides with verifiable citations and figures. Literature search needs a Parallel API key; PDF output needs LaTeX.
- [Deep Research Skills](https://hebbmind.com/de/skill/deep-research-skills.md): [Skill] Two-stage deep research: drafts an editable outline for the topic, then parallel subagents search the web item by item and compile a Markdown report. Good for literature reviews, competitor research and due diligence. Install by copying files per the README, plus pip install pyyaml.
- [Tavily MCP Server](https://hebbmind.com/de/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.
- [PaperBanana](https://hebbmind.com/de/mcp/paperbanana.md): [MCP] Turns a paper's method description (text or PDF) or data files into publication-ready diagrams and plots, with several AI reviewer roles refining each figure. Needs an OpenAI or Gemini API key (billed per image), Python and uv. A community reimplementation, not by the original paper's authors.
- [Terraform Skill](https://hebbmind.com/de/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.
- [Rainman Translate Book](https://hebbmind.com/de/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.
- [Kubernetes MCP Server](https://hebbmind.com/de/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/de/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.
- [MCP Memory Service](https://hebbmind.com/de/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.
- [Freshservice CLI (Printing Press)](https://hebbmind.com/de/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.
- [Intercom CLI (Printing Press)](https://hebbmind.com/de/cli/intercom.md): [CLI] Unofficial Intercom CLI built with Printing Press, covering the full REST API: sync conversations and contacts for offline search, bulk-tag conversations about one incident, see customer overviews and SLA reports, and pull or push help articles. US, EU and AU regions; needs an access token.
- [Gorgias CLI (Printing Press)](https://hebbmind.com/de/cli/gorgias.md): [CLI] Unofficial Gorgias CLI built with Printing Press for e-commerce support: lets AI list, reply to and update tickets, look up customers, find stale or incomplete tickets, and sync data locally for full-text search and SQL. Includes a skill and MCP server. Needs a Gorgias account and API key.
- [OSS Review Toolkit (ORT)](https://hebbmind.com/de/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.
- [GitLab MCP Server](https://hebbmind.com/de/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/de/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.
- [Medical Research Agent Skills](https://hebbmind.com/de/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.
- [Telegram MCP](https://hebbmind.com/de/mcp/telegram-mcp.md): [MCP] Uses Telethon to operate Telegram as your personal account: search, send and receive messages, schedule sends, and manage contacts, groups and channels across 80+ tools, with an optional read-only mode. Needs a Telegram API ID and runs locally as a service.
- [CC Safety Net](https://hebbmind.com/de/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+.
- [Microsoft Learn MCP Server](https://hebbmind.com/de/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/de/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/de/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.
- [Open-WebSearch](https://hebbmind.com/de/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.
- [Slack MCP Server](https://hebbmind.com/de/mcp/slack-mcp-server.md): [MCP] Community-maintained Slack MCP: reads channel, DM and thread history, searches messages and fetches unread messages; write actions like posting are off by default and must be enabled explicitly. Works with user OAuth or bot tokens over stdio, SSE or HTTP.
- [Serverless Devs](https://hebbmind.com/de/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.
- [MATLAB MCP Server](https://hebbmind.com/de/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.
- [evil-read-arxiv](https://hebbmind.com/de/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.
- [Papis](https://hebbmind.com/de/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.
- [ToolUniverse](https://hebbmind.com/de/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.
- [gh-stack](https://hebbmind.com/de/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.
- [MCPVault](https://hebbmind.com/de/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+.
- [flyctl](https://hebbmind.com/de/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.
- [My Claude Code Setup (claude-code-my-workflow)](https://hebbmind.com/de/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.
- [Azure Skills](https://hebbmind.com/de/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/de/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.
- [Docker MCP Gateway](https://hebbmind.com/de/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/de/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.
- [DuckDuckGo Search MCP Server](https://hebbmind.com/de/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.
- [Brave Search MCP Server](https://hebbmind.com/de/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.
- [Qdrant MCP Server](https://hebbmind.com/de/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/de/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.
- [OpenContracts](https://hebbmind.com/de/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.
- [daymade-audio](https://hebbmind.com/de/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/de/tools.md?page=9&profession=devops%2Calgorithm%2Csupport%2Cresearch
