# Tools > Every listed resource, editors’ picks first. The filters below can be combined. - Search: append `?q=` 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=` to the URL. - Filter by profession: append `?profession=` 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=` 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 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. - [Salesforce Hosted MCP Servers](https://hebbmind.com/de/mcp/mcp-hosted.md): [MCP] Salesforce's official hosted MCP servers: after an admin enables them in Setup with an OAuth external client app, agents can query and update CRM records and run Flows under the user's permissions. Needs Enterprise Edition or higher, or a free Developer Edition org. Repo holds docs and Q&A. - [FRED MCP Server](https://hebbmind.com/de/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. - [Zendesk MCP Server](https://hebbmind.com/de/mcp/zendesk-mcp-server.md): [MCP] Lets agents view, create and update Zendesk tickets and comments, read Help Center articles as a knowledge base, and use built-in prompts for ticket analysis and reply drafting. Each support rep signs in with OAuth after an admin registers an OAuth client. Install from source. - [Medical MCP Server](https://hebbmind.com/de/mcp/medical-mcp.md): [MCP] Runs locally with no API key: looks up drug labels and adverse events from FDA, EMA and DailyMed, plus WHO health statistics, PubMed papers, clinical trials and clinical guidelines, with auto-generated evidence-level tags on papers. Needs Node.js. Have a doctor or pharmacist verify results. - [Alibaba Cloud ACK MCP Server](https://hebbmind.com/de/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/de/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. - [Twilio MCP](https://hebbmind.com/de/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. - [Neon Postgres](https://hebbmind.com/de/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. - [DICOM MCP](https://hebbmind.com/de/mcp/dicom-mcp.md): [MCP] Connects to PACS and other DICOM servers: query images by patient, study and series, read text from PDF reports embedded in DICOM, and forward series to AI nodes such as segmentation. Needs uv and a YAML config. Not for clinical use or real patient data (per the author). - [render-deploy](https://hebbmind.com/de/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. - [Wolfram AgentTools](https://hebbmind.com/de/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. - [ClinicalTrials.gov MCP Server](https://hebbmind.com/de/mcp/clinicaltrialsgov-mcp-server.md): [MCP] Searches 600,000+ studies registered on ClinicalTrials.gov, shows protocols and posted results (efficacy, adverse events), and matches patients to recruiting trials by age, sex, condition and location. Public data, no API key; needs Node.js 24+. Unofficial; results must be reviewed by a doctor. - [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+. - [Lex](https://hebbmind.com/de/mcp/lex.md): [MCP] UK legal research service from i.AI, the UK government's AI incubator, with a remote MCP: semantic search over UK legislation, amendments and explanatory notes. Connect directly, no account. Officially experimental; case law is temporarily disabled and results need a lawyer's review. - [Discourse MCP](https://hebbmind.com/de/mcp/discourse-mcp.md): [MCP] Discourse's official MCP: lets agents search and read forum topics and posts and view categories and users. Read-only by default and no account needed for public forums; posting and replying require a site API key and the --allow_writes flag. Needs Node.js 24+. - [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. - [Readwise CLI](https://hebbmind.com/de/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. - [Zendesk CLI (ZCLI)](https://hebbmind.com/de/cli/zcli.md): [CLI] Zendesk's official CLI: preview, import and publish Help Center themes locally, and create, package and deploy Zendesk apps such as ticket sidebar apps. Needs a Zendesk account, Node.js 20.17+ and yarn, some HTML/CSS for themes; run zcli login first. - [Agent Skills for Healthcare & Life Sciences](https://hebbmind.com/de/skill/hcls-agent-skills.md): [Skill] 42 official AWS skills for healthcare and life sciences: medical coding and terminology mapping, FHIR/HL7 parsing, claims and prior authorization rules, medical imaging, pharmacoepidemiology and genomics, per US standards. Some need local software. Not for clinical decisions; expert review required. - [Freshdesk MCP Server](https://hebbmind.com/de/mcp/freshdesk-mcp.md): [MCP] Lets agents create, search, update and reply to Freshdesk tickets, add internal notes, and look up contacts, companies and agents, so support teams can process and summarize tickets in bulk. Needs a Freshdesk API key and account domain; runs locally with uvx. - [Patsnap IP Intelligence MCP Servers](https://hebbmind.com/de/mcp/ip-intelligence.md): [MCP] Patsnap's official patent MCP servers: search 200M+ patents worldwide, check legal status and annuity fees, and run novelty, FTO, valuation and portfolio analyses. Needs a Patsnap Open Platform API key; each service connects separately (the command adds advanced search). - [LegalMCP](https://hebbmind.com/de/mcp/legal-mcp.md): [MCP] Taps CourtListener's 4M+ US court opinions: search case law by topic, trace citing and cited cases, and parse Bluebook citations; with accounts configured it also queries PACER federal dockets and Clio matters and time entries. Needs Python (uv); a licensed attorney must review results. - [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. - [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. - [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). - [Help Scout MCP Server](https://hebbmind.com/de/mcp/help-scout-mcp-server.md): [MCP] Lets agents search Help Scout conversations, see a customer's or organization's full history and pull reports like CSAT; add a Docs API key to search the knowledge base. Write actions (draft replies, internal notes, tags) are off by default. Needs App ID and Secret from a Help Scout private app. - [Earthdata MCP](https://hebbmind.com/de/mcp/earthdata-mcp.md): [MCP] NASA's official MCP for its Common Metadata Repository: find Earth science and remote sensing datasets in plain language, check that data files exist for a given place and time, and get access services, related tools and citation info. No account to connect; downloads need an Earthdata login. - [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. - [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. - [Genesys Cloud MCP Server](https://hebbmind.com/de/mcp/genesys-cloud-mcp-server.md): [MCP] Community-built MCP for the Genesys Cloud contact center: supervisors and QA staff can check queue volumes, sample conversations, and read call quality, sentiment, topics and transcripts. Needs an OAuth client in your Genesys Cloud org with per-tool permissions, and Node.js. Still in development. - [CourtListener MCP Server](https://hebbmind.com/de/mcp/courtlistener-api-client.md): [MCP] Official hosted MCP from the nonprofit Free Law Project: search US federal and state court opinions, dockets and judges, extract and verify case citations in documents, and subscribe to case alerts. Needs a free CourtListener account (browser sign-in); a lawyer should review results. - [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+. - [HubSpot Agent CLI Skills](https://hebbmind.com/de/skill/agent-cli-skills.md): [Skill] HubSpot's official skills for running the CRM via the hubspot CLI: look up customers and history, filter audiences, dedupe records, advance deals, build sales reports and route support tickets. Needs the HubSpot Agent CLI (beta) signed in; dry-run bulk edits first; some features need paid plans. - [Jotform MCP Server](https://hebbmind.com/de/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. - [ticket-resolution](https://hebbmind.com/de/skill/ticket-resolution.md): [Skill] HubSpot's official skill: agents use the HubSpot Agent CLI to create and triage tickets, move them through pipeline stages, queue by priority, bulk-update status and log resolutions. Needs the HubSpot Agent CLI (beta), signed in, plus the repo's bulk-operations skill. Edits live data; try a sandbox. - [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. - [3DCityDB MCP Server](https://hebbmind.com/de/mcp/3dcitydb-mcp-server.md): [MCP] From TUM's Chair of Geoinformatics (a 3DCityDB co-developer): query CityGML 3D city models in 3DCityDB v5 in plain language, covering both spatial and semantic attributes, with read-only SQL. Needs a deployed 3DCityDB database and Python; register it from the folder with your .env config. - [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. - [Deslop](https://hebbmind.com/de/skill/deslop.md): [Skill] Strips AI writing patterns from prose: filler openers, emphasis crutches, business jargon, formulaic contrasts, tricolons, em dashes and bold-first bullets, in favor of active voice and specifics. Scores reviews on five dimensions. Covers manuscripts, grants, blogs, newsletters and memos. - [OpenCage Geocoding MCP Server](https://hebbmind.com/de/mcp/opencage-geocoding-mcp.md): [MCP] OpenCage's official MCP: geocode addresses and place names, reverse geocode coordinates (with admin area, time zone and more), and check API quota. For small lookups; use its CLI for batches. Needs an OpenCage API key (free trial), Node.js 20+, and manual setup from a repo clone. - [Chatwoot CLI](https://hebbmind.com/de/cli/chatwoot-cli.md): [CLI] Chatwoot's official CLI: AI can search conversations, reply to customers, add private notes, assign, label, prioritize and resolve, and look up help center articles; a bundled skill sets safety rules for customer-visible replies. Needs a Chatwoot account (cloud or self-hosted) and API key. - [Snowstorm MCP Server](https://hebbmind.com/de/mcp/snowstorm-mcp-server.md): [MCP] SNOMED International's official MCP: search and validate SNOMED CT terms, browse concept hierarchies and expand value sets in the International, US, UK, Australian and other editions. Hosted, no account. Unlicensed use is evaluation only, not for coding records. Clinicians should review. - [Vaquill MCP](https://hebbmind.com/de/mcp/vaquill-mcp.md): [MCP] Vaquill's official legal research MCP: search US federal and state codes, CFR, constitutions, court rules and the Federal Register, resolve Bluebook citations to statute text, plus Indian law. Needs a credit-based API key (non-commercial users can request free credits). A lawyer must review. - [HubSpot Agent CLI](https://hebbmind.com/de/cli/agent-cli.md): [CLI] HubSpot's official CLI for AI agents (beta): find and bulk-update contacts, companies, deals and tickets, log calls and meetings, advance deal stages and route conversations, with an official skill pack. Needs a HubSpot account and browser login; writes hit live data, so try --dry-run first. Next page: https://hebbmind.com/de/tools.md?page=13&profession=devops%2Calgorithm%2Csupport%2Cresearch