# Tools

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

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Resources for Full-stack / Indie or DevOps / SRE or ML / AI or Data engineering or Teachers / Students: 927 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.
> - Teachers / Students: Lesson prep, quizzes, grading and course materials; self-study and exam prep.

- [GEMBA](https://hebbmind.com/cli/gemba.md): [CLI] Microsoft Translator's translation quality tool: GPT scores each sentence using MQM error categories or a direct score; --list_mqm_errors shows error types and severity. Needs line-aligned source and target files, Python and an OpenAI or Azure OpenAI key (paid); a translator should still review.
- [Slack MCP and Skills Plugin](https://hebbmind.com/plugin/slack-skills-plugin.md): [Plugin] Slack's official plugin: connects the Slack-hosted MCP to search messages and files, send or schedule messages, and read and write canvases. Includes commands for channel summaries and standup reports, plus skills for building Slack apps. Requires workspace admin approval.
- [ChatPPT MCP](https://hebbmind.com/mcp/chatppt-mcp.md): [MCP] Official ChatPPT MCP from YOO-AI: generates slide decks from a topic, text or document, lets you change templates, colors, fonts and animations, writes speaker notes and downloads pptx. Closed-source cloud service; needs a yoo-ai.com API key; personal tokens are test-only with limited calls.
- [OpenZIM MCP Server](https://hebbmind.com/mcp/openzim-mcp.md): [MCP] Searches ZIM-format knowledge bases such as Wikipedia, Wiktionary and Stack Exchange offline: full-text search, read articles by section and follow links, even with no internet. Download .zim files from Kiwix first (hundreds of MB to tens of GB) into ~/zim-files, and install uv.
- [FHIR MCP Server](https://hebbmind.com/mcp/fhir-mcp-server.md): [MCP] Connects any FHIR-compliant EHR server (e.g. the Epic sandbox or HAPI) to agents to search, read, create and update patient clinical data in plain language, with SMART on FHIR auth. By WSO2. Needs a FHIR server URL, access token and uv; clinicians must review results.
- [TencentCloud CLI (TCCLI)](https://hebbmind.com/cli/tencentcloud-cli.md): [CLI] Tencent Cloud's official CLI: call any Tencent Cloud API by product and action name to manage resources (e.g. tccli cvm DescribeZones), with multiple profiles, role credentials and JSON or table output for scripting. Needs a SecretId and SecretKey.
- [Alibaba Cloud Ops MCP Server](https://hebbmind.com/mcp/alibaba-cloud-ops.md): [MCP] Alibaba Cloud's official ops MCP: manage ECS, RDS, OSS, VPC and other resources in plain language, view CloudMonitor metrics, and analyze a project and deploy it to ECS. Needs an Alibaba Cloud AccessKey and uv.
- [BibiGPT Skill](https://hebbmind.com/skill/bibigpt-skill.md): [Skill] Official BibiGPT skill: hand agents YouTube, Bilibili, podcast or local audio and video to get summaries, timestamped transcripts, chapter notes and mind maps. Needs a BibiGPT account (free tier has daily limits) plus its desktop app (with the bibi CLI) or an API key.
- [FRED MCP Server](https://hebbmind.com/mcp/fred-mcp-server.md): [MCP] Connects to the St. Louis Fed's FRED database: search and pull 800,000+ macroeconomic time series (GDP, unemployment, inflation, interest rates) with built-in year-over-year and period-over-period changes. For macro research, investing and teaching. Needs a free FRED API key and Node.js.
- [Alibaba Cloud ACK MCP Server](https://hebbmind.com/mcp/alibabacloud-ack-mcp-server.md): [MCP] Lets agents inspect Alibaba Cloud ACK clusters, run kubectl operations, query Prometheus metrics, control-plane and audit logs, and run resource diagnostics and health checks. Maintained by Alibaba Cloud; needs an AccessKey and cluster RBAC permissions.
- [MCP Server Plugin for Jenkins](https://hebbmind.com/mcp/mcp-server-plugin.md): [MCP] Jenkins plugin that turns Jenkins itself into an MCP server: agents can list jobs, trigger and rerun builds, page through and search build logs, and view test results and SCM info. Hosted in the official jenkinsci organization; authenticates with a Jenkins API token over Basic auth.
- [SonarQube](https://hebbmind.com/plugin/sonarqube-agent-plugins.md): [Plugin] Sonar's official plugin bringing SonarQube checks into the agent coding loop: secrets-scanning hook, issue fixing, quality gates, coverage and dependency risk; with Vortex analysis on, every edit is checked. Needs SonarQube (free Community Build works), the sonar CLI and Docker.
- [Twilio MCP](https://hebbmind.com/mcp/twilio-labs-mcp.md): [MCP] From Twilio Labs: exposes Twilio's public APIs (SMS, voice, phone numbers, Serverless and more) as MCP tools generated from its OpenAPI specs, with filtering by service or tag. Needs a Twilio API key; marked as a proof of concept.
- [Slopgent](https://hebbmind.com/skill/slopgent.md): [Skill] Shapes the agent's own replies rather than your documents: separates what changed from what was verified, cuts invented confidence, leads with the action and keeps load-bearing caveats. Manually invoked and stays on until you say stop; a script can enable it in CLAUDE.md or AGENTS.md.
- [Neon Postgres](https://hebbmind.com/plugin/neon-postgres.md): [Plugin] Neon's official plugin combining the Neon MCP and skills to manage serverless Postgres: projects and branches, object storage, Functions and the AI Gateway. Signs in to Neon via OAuth the first time you use the MCP.
- [Canvas MCP Server](https://hebbmind.com/mcp/mcp-canvas-lms.md): [MCP] Third-party MCP for Canvas LMS (not by Instructure): teachers can review courses and assignments, grade, comment, and create quizzes and discussions; students can check due dates and grades; admins can create courses and export reports. Needs a Canvas API token, your school domain and Node.js.
- [Term Radar](https://hebbmind.com/skill/term-radar.md): [Skill] When the user describes a concept in their own words that matches an established term of art, the agent appends that single term after its answer, linked to a Google Images search, so the user learns the proper name and can see examples.
- [Wolfram AgentTools](https://hebbmind.com/mcp/agenttools.md): [MCP] Wolfram's official agent tools: use the Wolfram Language and Wolfram|Alpha for symbolic and numeric math and scientific and statistical data, for teaching and research. The command runs the official Docker image with a free developer license; Wolfram 15+ users can install it in the app.
- [Chalk Logic](https://hebbmind.com/skill/chalk-logic.md): [Skill] Turns one idea into a sparse, wordless white-chalk illustration on an even green board. Picks one of six composition families, generates an image, checks it against a gated QA list and repairs it up to twice. Needs image generation and inspection; otherwise returns the prompt and recipe.
- [GeoServer MCP Server](https://hebbmind.com/mcp/geoserver-mcp.md): [MCP] Connects to GeoServer's REST API so agents can manage workspaces, data stores, layers and styles, run CQL spatial queries, and access features and render maps via WMS/WFS, for publishing and maintaining map services. Needs a running GeoServer with an admin account, Python 3.10+ and uv.
- [PostHog](https://hebbmind.com/plugin/ai-plugin.md): [Plugin] PostHog's official plugin with a built-in MCP and 30+ skills: query product analytics, feature flags, A/B experiments, dashboards and error tracking from chat, and optionally send Claude Code sessions to LLM Analytics. Needs OAuth sign-in with a PostHog account.
- [render-deploy](https://hebbmind.com/skill/render-deploy.md): [Skill] Analyzes your codebase and generates a render.yaml Blueprint, or creates services directly through the Render MCP, to deploy apps to Render. Maintained by Render and included in OpenAI's curated skills. Needs a Render account and code pushed to GitHub, GitLab or Bitbucket.
- [MLflow Skills](https://hebbmind.com/plugin/mlflow-skills.md): [Plugin] MLflow's official skills plugin: lets coding agents add MLflow Tracing to LLM apps, analyze failed traces, build evaluation datasets and scorers, and query token and latency metrics, closing the instrument, evaluate, iterate loop. Needs MLflow 3.8+.
- [MarsWave Skills (ListenHub)](https://hebbmind.com/skill/marswaveai-skills.md): [Skill] Official ListenHub skills: agents turn a topic, article or link into podcasts, explainer videos and slides, and can also do voiceovers, voice cloning, background music and image generation. Needs a ListenHub account (free credits included) and the listenhub CLI.
- [Pulumi Agent Skills](https://hebbmind.com/skill/pulumi-agent-skills.md): [Skill] Pulumi's official skills: Pulumi program best practices, components and the Automation API, ESC secrets and config, debugging failed pulumi up runs, and migrating from Terraform, CDK, CloudFormation or ARM to Pulumi.
- [Pulumi Agent Skills](https://hebbmind.com/plugin/pulumi-agent-skills.md): [Plugin] Pulumi's official plugin marketplace: write infrastructure as code in TypeScript, Python, Go and more, migrate from Terraform, CDK, CloudFormation or ARM, and manage ESC secrets and config. Works with both Claude Code and Codex.
- [Readwise CLI](https://hebbmind.com/cli/readwise-cli.md): [CLI] Readwise's official CLI: lets agents search articles and highlights saved in Readwise and Reader, save web pages, tag items and organize reading lists, with a read-only mode to prevent accidental changes. Needs Node.js; Readwise is a paid subscription with a 30-day free trial.
- [Prisma Skills](https://hebbmind.com/skill/prisma-skills.md): [Skill] Prisma's official skills: the Prisma ORM CLI, Client query API, connection setup for various databases, a v6 to v7 upgrade guide, and deployment workflows for Prisma Postgres and Compute.
- [Trello MCP Server](https://hebbmind.com/mcp/trello-mcp-server.md): [MCP] Trello's official hosted MCP, maintained by Atlassian: after OAuth authorization of one workspace, agents can search boards, create and move cards, maintain checklists and tidy the inbox, without permanently deleting data. Works on any Trello plan.
- [Pinecone Plugin for Claude Code](https://hebbmind.com/plugin/pinecone-claude-code-plugin.md): [Plugin] Pinecone's official plugin: bundles the Pinecone MCP server and /pinecone skill commands to create vector indexes, upsert data, search in plain language, or build a document Q&A assistant with citations from Claude Code. Needs a Pinecone API key (free sign-up); Assistant features also need uv.
- [Vault MCP Server](https://hebbmind.com/mcp/vault-mcp-server.md): [MCP] HashiCorp's official MCP: lets agents manage Vault mounts, read and write KV secrets, enable PKI, create issuers and roles, and issue certificates. Needs a reachable Vault server and token; HashiCorp recommends using it only in trusted local environments.
- [Slide Wright](https://hebbmind.com/skill/slide-wright.md): [Skill] Turns a topic, rough notes or an outline into an animated web slide deck. Invents a custom theme, shows a two-slide preview and builds the full single-file HTML deck with speaker notes only after you approve. Also edits existing reveal.js decks and can export PDF or deploy.
- [Auth0](https://hebbmind.com/plugin/auth0.md): [Plugin] Helps agents add Auth0 authentication to apps: detects 35+ frameworks and covers login, MFA, SSO, RBAC, JWT validation, migration from other auth providers, and tenant security audits. Maintained by Auth0; needs an Auth0 account (free sign-up).
- [Alibaba Cloud DataWorks MCP Server](https://hebbmind.com/mcp/alibabacloud-dataworks-mcp-server.md): [MCP] Alibaba Cloud's official MCP server: through the DataWorks Open API, agents manage data development nodes and workflows, operate scheduled instances, query Data Map metadata and lineage, and configure data quality rules. Needs an Alibaba Cloud AccessKey.
- [Trivy MCP Server](https://hebbmind.com/mcp/trivy-mcp.md): [MCP] Trivy's MCP plugin: lets agents scan local projects, container images and remote repositories for vulnerabilities and misconfigurations in plain language, optionally checking policy compliance via the Aqua platform. Requires Trivy; maintained by Aqua Security.
- [Paddle MCP Server](https://hebbmind.com/mcp/paddle-mcp-server.md): [MCP] Official MCP for Paddle, the merchant of record: manage products and prices, customers, subscriptions, transactions and refunds from chat, download invoice PDFs and generate financial reports. Needs a Paddle Billing account and API key; start in sandbox with read-only or non-destructive tools.
- [Weblate Client (wlc)](https://hebbmind.com/cli/wlc.md): [CLI] Official CLI for Weblate, the open-source translation platform: check translation progress for projects and components, upload and download translation files, lock components, and commit or push repository changes. Hosted or self-hosted; needs the server URL, an API key and Python.
- [Legal Ed Agent Skills Hub](https://hebbmind.com/skill/lawskills-hub.md): [Skill] Legal education skills from Harvard's Library Innovation Lab: help teachers build casebook-based syllabi, run Socratic Q&A and mock exam feedback for students, help self-represented litigants frame issues and learn legal research, plus CLE plans for lawyers. US law school focus; not legal advice.
- [Moodle MCP Server](https://hebbmind.com/mcp/moodle-mcp-server.md): [MCP] Lets agents read a Moodle course's student list, assignments and quizzes, view submissions and attempts, and grade assignments, write feedback and comment on quizzes. Needs a Moodle web service token from an admin and Node.js; build from source. Each config covers one course.
- [Netlify Skills](https://hebbmind.com/plugin/context-and-tools.md): [Plugin] Netlify's official plugin with skills for Functions, Edge Functions, Blobs, databases, forms, caching, netlify.toml configuration and deploys, plus the hosted Netlify MCP (OAuth sign-in on first use).
- [GitGuardian MCP Server](https://hebbmind.com/mcp/ggmcp.md): [MCP] GitGuardian's official MCP: scans code for leaked secrets with 500+ detectors, and lets agents triage and remediate incidents, generate honeytokens and open fix PRs. Needs a GitGuardian account; the hosted endpoint with OAuth sign-in is recommended.
- [Postman Plugin for Claude Code](https://hebbmind.com/plugin/postman-claude-code-plugin.md): [Plugin] Postman's official plugin: sets up the Postman MCP server so Claude Code can sync collections, run API tests and diagnose failures, generate client code, create mocks and docs, and run OWASP API security checks. Needs a Postman account.
- [Snowflake Cortex Code](https://hebbmind.com/plugin/cortex-code.md): [Plugin] Snowflake's official plugin: detects Snowflake-related requests and hands them to the Cortex Code CLI, whose 55+ built-in skills handle SQL, dynamic tables, data governance and more. Needs the cortex CLI installed and a Snowflake connection configured.
- [Tencent Cloud COS MCP Server](https://hebbmind.com/mcp/cos-mcp.md): [MCP] Lets agents upload, download and list files in Tencent Cloud Object Storage (COS), and use Cloud Infinite for image processing, QR code recognition, document-to-PDF conversion, video frame capture and natural-language search. Maintained by Tencent Cloud; needs a SecretId and SecretKey.
- [Supabase Agent Plugin](https://hebbmind.com/plugin/supabase-plugin.md): [Plugin] Supabase's official plugin: Supabase and Postgres best-practice skills plus the Supabase remote MCP to manage projects, run SQL, design schemas and RLS policies, and handle auth and storage. Needs a Supabase account.
- [Jotform MCP Server](https://hebbmind.com/mcp/jotform-mcp-server.md): [MCP] Jotform's official hosted MCP: lets agents create and edit forms, list forms, and query or add submissions by criteria, handy for event sign-ups, surveys, permission slips and feedback. Nothing to install; OAuth sign-in (only workspace admins can install). Free accounts are rate-limited.
- [Langfuse Observability Plugin](https://hebbmind.com/plugin/claude-observability-plugin.md): [Plugin] Langfuse's official plugin: uses hooks to send prompts, model calls, token usage and cost, tool calls and subagents from Claude Code sessions to Langfuse as traces for monitoring and review. Needs Langfuse keys (self-hosting supported) and uv or Python 3.10+.
- [EduBase MCP](https://hebbmind.com/mcp/edubase-mcp.md): [MCP] EduBase's official MCP: teachers and trainers can generate questions in bulk, build question banks and exams, schedule tests, manage classes and learners, and analyze results. Needs EduBase API credentials (App ID and secret, from Integrations; code MCPGITHUB unlocks it) and Node.js.
- [ModelScope MCP Server](https://hebbmind.com/mcp/modelscope-modelscope-mcp-server.md): [MCP] ModelScope's official MCP: search models, datasets, Studio apps, papers and MCP servers and view details, plus text-to-image and image-to-image generation. Needs a ModelScope API token.
- [Browser Use](https://hebbmind.com/plugin/browser-use.md): [Plugin] Browser Use's official plugin: connects the Browser Use MCP so Claude can drive your local Chrome or a cloud browser to browse, extract data, fill forms, test sites and take screenshots. Needs uv; cloud browsers need sign-in or an API key.

Next page: https://hebbmind.com/tools.md?page=19&profession=fullstack%2Cdevops%2Calgorithm%2Cdata-engineering%2Ceducation
