# 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 Data engineering or Product / Projects or Hardware engineering: 649 items.

> - 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.
> - Product / Projects: Specs, user research, roadmaps, scheduling and project delivery.
> - Hardware engineering: Part and assembly modeling, schematics and PCB review, simulation, and BOM and production files.

- [GeoServer MCP Server](https://hebbmind.com/de/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.
- [MLflow Skills](https://hebbmind.com/de/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+.
- [Pulumi Agent Skills](https://hebbmind.com/de/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.
- [Pulumi Agent Skills](https://hebbmind.com/de/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.
- [RevenueCat](https://hebbmind.com/de/plugin/revenuecat.md): [Plugin] Official RevenueCat plugin: configure in-app purchase projects, products, entitlements and offerings from chat, view revenue, conversion funnels and experiment data, with SDK skills for iOS, Android, Flutter and more. Needs RevenueCat OAuth sign-in; SDK setup needs a developer.
- [Trello MCP Server](https://hebbmind.com/de/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/de/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/de/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.
- [LPM Skills](https://hebbmind.com/de/skill/lpm-skills.md): [Skill] 16 legal project management skills: turn emails and meeting notes into matter status reports and risk registers, manage scope changes, budgets, billing and outside counsel, and generate daily matter briefs. Optional Microsoft 365 access for mail and files. Oriented to US/UK firms; review all output.
- [Trivy MCP Server](https://hebbmind.com/de/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.
- [Alibaba Cloud DataWorks MCP Server](https://hebbmind.com/de/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.
- [Airtable](https://hebbmind.com/de/plugin/airtable.md): [Plugin] Airtable's official plugin for Claude Code, Codex and Cursor: connects the official Airtable MCP and adds filtering, CLI, and product, marketing and sales ops skills, so agents can create tables, define fields, read and write records, and build shared views. Needs Airtable account authorization.
- [Netlify Skills](https://hebbmind.com/de/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).
- [Supabase Agent Plugin](https://hebbmind.com/de/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.
- [Amplitude](https://hebbmind.com/de/plugin/amplitude.md): [Plugin] Amplitude's official plugin with a remote MCP and nearly 30 analysis skills: build charts and dashboards in plain language, interpret A/B experiments, summarize user feedback, and generate daily or weekly data briefs. Needs an Amplitude account with data (free plan exists); browser sign-in.
- [GitGuardian MCP Server](https://hebbmind.com/de/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.
- [Snowflake Cortex Code](https://hebbmind.com/de/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/de/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.
- [Langfuse Observability Plugin](https://hebbmind.com/de/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+.
- [Teamwork MCP Server](https://hebbmind.com/de/mcp/teamwork-mcp.md): [MCP] Teamwork.com's official MCP: query and update projects, tasks, milestones and time logs in plain language, and handle Desk support tickets and Spaces wiki pages, with role-based tool sets (e.g. project manager, support). Needs a Teamwork.com account with AI/MCP enabled by an admin.
- [AWS Startup Advisor](https://hebbmind.com/de/plugin/aws-startup-advisor.md): [Plugin] AWS's official plugin for startups: answers AWS Activate credit eligibility and 60+ startup perks, gives architecture and cost advice by funding stage, team size and runway, and plans migrations from GCP, Azure or Heroku. Perk lookups need no AWS account; migrations need your repo.
- [ModelScope MCP Server](https://hebbmind.com/de/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.
- [Weblate MCP Server](https://hebbmind.com/de/mcp/weblate-mcp.md): [MCP] Community MCP for Weblate, the open-source translation platform (self-hosted or hosted): translators can find untranslated or needs-editing strings in plain language, write translations in bulk, and check per-language progress and change history. Needs your Weblate API URL and token, and Node.js.
- [Datadog](https://hebbmind.com/de/plugin/claude-code-plugin.md): [Plugin] Preconfigures the Datadog MCP in Claude Code to query logs, metrics, traces, dashboards and monitors in plain language while troubleshooting production. Maintained by Datadog; needs a Datadog account (OAuth or API key). In preview.
- [Grafana AI Marketplace](https://hebbmind.com/de/plugin/ai-marketplace.md): [Plugin] Grafana's official plugin marketplace with three plugins: the hosted Grafana Cloud MCP, the local mcp-grafana and Grafana Assistant, covering dashboards, data sources, Prometheus and Loki queries, alerting and incident management. Works with Claude Code and Codex.
- [Mixpanel Headless](https://hebbmind.com/de/cli/mixpanel-headless.md): [CLI] Mixpanel's official CLI, mp (with a Python library): query event trends, funnels, retention and user flows, and manage dashboards, reports and cohorts. Needs Python 3.10+ and a Mixpanel account; run mp login to authorize in the browser. Pre-release; interfaces may change.
- [Icons8 MCP Server](https://hebbmind.com/de/mcp/icons8-mcp.md): [MCP] Icons8's official remote MCP: search and preview 420,000 icons in 132 styles, drop icons straight into web pages or projects, or swap an existing icon set for a new style. Free HD PNGs with attribution link after signing in to Icons8; SVG needs a paid subscription.
- [Balise UX Writing](https://hebbmind.com/de/skill/balise-ux-writing.md): [Skill] Reviews, rewrites, generates or harmonizes interface copy inside a Figma file, covering buttons, forms, errors, empty states, onboarding, confirmations and consent; edits only the selection, preserves components and Auto Layout, and never invents product facts.
- [Linear Monitor](https://hebbmind.com/de/skill/linear-monitor.md): [Skill] Health-checks Linear projects for targets at risk of slipping, In Progress issues with no comment in over 7 days, orphan issues without milestones, and common anti-patterns. Reads and comments only, never mass-creates or restructures. Can run from a Cursor Automation. Needs the Linear MCP.
- [Linear Setup](https://hebbmind.com/de/skill/linear-setup.md): [Skill] Bootstraps Linear tracking for a repo: checks for an existing project, anchors milestones to a North Star, backfills Done work only with evidence from the CHANGELOG, roadmap or git log, wires blockedBy links, and writes the protocol into CLAUDE.md, AGENTS.md or Cursor rules. Needs the Linear MCP.
- [Linear Sync](https://hebbmind.com/de/skill/linear-sync.md): [Skill] Syncs, audits or rescues an existing Linear project against repo reality: enumerates issues, milestones, labels and docs, scores it on a 20-point rubric with a gap list, asks per category before any write, fixes orphans, milestones and dependencies, then re-scores. Needs the Linear MCP.
- [Linear Discipline](https://hebbmind.com/de/skill/linear-discipline.md): [Skill] Keeps agent sessions honest in repos with a Linear tracking protocol: search before creating issues, move them to In Progress at start and Done only when shipped, and close the loop before ending. In untracked repos it asks once whether to run linear-setup. Needs the Linear MCP.
- [Linear Finish Install](https://hebbmind.com/de/skill/linear-finish-install.md): [Skill] Finishes installing the Linear tracking pack: writes an always-on rule that makes Linear the source of truth into Cursor user rules or global files such as ~/.claude/CLAUDE.md and AGENTS.md, then verifies Linear MCP auth. On Cursor it can also set up a weekly health-check automation.
- [Linear Methodology](https://hebbmind.com/de/skill/linear-methodology.md): [Skill] Entry point of the Linear tracking pack: anchors tracking to the project's North Star and real roadmap, routes requests to linear-setup, linear-sync, linear-monitor or linear-finish-install, and applies linear-discipline throughout the session. Needs the Linear MCP.
- [Lovable](https://hebbmind.com/de/plugin/lovablelabs-mcp.md): [Plugin] Lovable's official plugin: includes the Lovable remote MCP to create, edit, deploy and manage websites and apps in plain language, so founders and PMs can build interactive prototypes fast. Needs a Lovable account; generation and edits use Lovable credits.
- [Dovetail MCP Server](https://hebbmind.com/de/mcp/dovetail-mcp.md): [MCP] Official MCP for user research platform Dovetail: product managers, designers and researchers can pull research projects, raw data such as interviews, and insights into chat, citing user evidence when writing requirements. Needs a Dovetail API token, Node.js 22+ and the released script file.
- [Mintlify](https://hebbmind.com/de/plugin/mintlify-claude-plugin.md): [Plugin] Mintlify's official plugin: reference for Mintlify components, docs.json config, navigation and API docs, plus Mintlify docs search and site management, for building and updating product docs and help centers. Needs a Mintlify docs project; management needs browser sign-in.
- [PagerDuty](https://hebbmind.com/de/plugin/claude-code-plugins.md): [Plugin] PagerDuty's official plugin: analyzes your current git diff against the service's past incidents and change events, gives a 0-5 risk score and suggestions before you commit, and can create PagerDuty SRE Agent skills (early access program required). Needs a PagerDuty API token.
- [Vanta](https://hebbmind.com/de/plugin/vanta-mcp-plugin.md): [Plugin] Vanta's official plugin: from Claude Code, review control gaps for SOC 2, ISO 27001 and other frameworks, failing tests, vendor risk and policies, and generate fixes for code-level issues. Needs admin access to a paid Vanta account (browser auth); have compliance conclusions reviewed by an expert.
- [Lucid MCP Server](https://hebbmind.com/de/mcp/lucid-mcp-server.md): [MCP] Lucid's official hosted MCP: search and summarize documents in your Lucid account, generate flowcharts, org charts (importable from CSV) and sequence diagrams from a sentence, edit shapes, export PNGs and create share links. Needs a Lucid account (free plan works) with OAuth on first connect.
- [Sentry for Claude Code](https://hebbmind.com/de/plugin/plugin-claude.md): [Plugin] Sentry's official plugin: skills for SDK setup across platforms, production issue debugging, Sentry-aware code review and alert configuration, plus the hosted Sentry MCP to query errors and stack traces. Needs a Sentry account.
- [Atlassian Teamwork Graph CLI](https://hebbmind.com/de/plugin/twg-plugins.md): [Plugin] Atlassian's official plugin: run /twg-setup to install and sign in to the Teamwork Graph CLI, then Claude Code can query and act on issues, pages and pull requests across Jira, Confluence, Bitbucket, Trello and more. Needs an Atlassian Cloud account; terminal or desktop only.
- [Circleback](https://hebbmind.com/de/plugin/circlebackai-claude-code-plugin.md): [Plugin] Circleback's official plugin: agents search meeting notes, timestamped transcripts, action items, calendar events and connected email via its remote MCP, for post-meeting notes and follow-ups. Needs a Circleback account recording your meetings (free tier works); authorize via /mcp.
- [LogRocket](https://hebbmind.com/de/plugin/logrocket.md): [Plugin] LogRocket's official plugin: when users report problems, agents pull up their session replays, network requests and errors and analyze the cause, so support doesn't have to keep asking for repro steps. Needs Claude Code and a site or app on paid LogRocket (14-day trial); sign in on first use.
- [Pendo Analytics](https://hebbmind.com/de/plugin/pendo-analytics.md): [Plugin] Pendo's official product analytics plugin: summarize account activity and feedback before customer meetings, analyze feature adoption, group user feedback into themes and find session replays. Needs a Pendo subscription; authorize via /mcp after install.
- [Pendo Guides](https://hebbmind.com/de/plugin/pendo-guides.md): [Plugin] Pendo's official plugin: two short rounds of questions capture your goals and brand style, then it generates ready-to-launch in-app guides such as walkthroughs, announcements, reminders, polls and promotions as HTML/CSS/JS. Needs a Pendo account authorized in Claude Code.
- [POEditor MCP Server](https://hebbmind.com/de/mcp/poeditor-mcp.md): [MCP] POEditor's official remote MCP: translators and localization teams can manage projects, terms and translations from chat, run Google, Microsoft or DeepL machine translation, check quality and export language files. Needs a POEditor account (browser sign-in or API token).
- [SimpleLocalize MCP Server](https://hebbmind.com/de/mcp/simplelocalize-mcp-server.md): [MCP] SimpleLocalize's official MCP: translators and localization teams can view and edit keys and translations from chat, trigger auto-translation, maintain glossaries, and export or publish translation files. Needs a SimpleLocalize project API key and Node.js.
- [Smartling MCP Docker](https://hebbmind.com/de/mcp/smartling-cli-mcp.md): [MCP] Smartling's official Dockerized MCP wrapping smartling-cli: agents list projects and target languages, upload source files, pull translations, check progress, run machine translation, and import or export glossaries. Needs Docker plus Smartling user ID, secret, project ID and account ID.
