# 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 Research / Academia: 547 items. > - DevOps / SRE: Deployment, monitoring, cloud resources and reliability. > - ML / AI: Model training, evaluation and LLM application development. > - Research / Academia: Literature search and reviews, experimental data analysis, paper writing and submission. - [OpenZIM MCP Server](https://hebbmind.com/ja/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. - [Octagon MCP Server](https://hebbmind.com/ja/mcp/octagon-mcp-server.md): [MCP] Octagon AI's official research MCP: ask in plain language about SEC filings, earnings calls, financial metrics, stock and crypto prices and news; also prediction-market reports and a deep research agent. Needs a free API key and Node.js. Not investment advice; verify findings. - [VideoDB Skills](https://hebbmind.com/ja/skill/video-db-skills.md): [Skill] Official VideoDB skills: agents ingest video from local files, URLs, YouTube or live streams, then transcribe, index, search clips by content, generate subtitles, edit and dub, returning playable links. Needs Python 3.9+ and a VideoDB API key (free credits on sign-up). - [Alibaba Cloud Ops MCP Server](https://hebbmind.com/ja/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. - [FHIR MCP Server](https://hebbmind.com/ja/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. - [BibiGPT Skill](https://hebbmind.com/ja/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. - [TencentCloud CLI (TCCLI)](https://hebbmind.com/ja/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. - [FRED MCP Server](https://hebbmind.com/ja/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/ja/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. - [Medical MCP Server](https://hebbmind.com/ja/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. - [MCP Server Plugin for Jenkins](https://hebbmind.com/ja/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. - [Neon Postgres](https://hebbmind.com/ja/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/ja/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). - [ClinicalTrials.gov MCP Server](https://hebbmind.com/ja/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. - [Wolfram AgentTools](https://hebbmind.com/ja/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. - [GeoServer MCP Server](https://hebbmind.com/ja/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. - [render-deploy](https://hebbmind.com/ja/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/ja/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+. - [Readwise CLI](https://hebbmind.com/ja/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. - [Lex](https://hebbmind.com/ja/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. - [Pulumi Agent Skills](https://hebbmind.com/ja/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/ja/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. - [Agent Skills for Healthcare & Life Sciences](https://hebbmind.com/ja/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. - [Patsnap IP Intelligence MCP Servers](https://hebbmind.com/ja/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). - [Pinecone Plugin for Claude Code](https://hebbmind.com/ja/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. - [LegalMCP](https://hebbmind.com/ja/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. - [Vault MCP Server](https://hebbmind.com/ja/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/ja/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/ja/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). - [Earthdata MCP](https://hebbmind.com/ja/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/ja/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/ja/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. - [CourtListener MCP Server](https://hebbmind.com/ja/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/ja/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+. - [Jotform MCP Server](https://hebbmind.com/ja/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. - [AWS Startup Advisor](https://hebbmind.com/ja/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/ja/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/ja/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. - [Grafana AI Marketplace](https://hebbmind.com/ja/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. - [OpenCage Geocoding MCP Server](https://hebbmind.com/ja/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. - [Deslop](https://hebbmind.com/ja/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. - [Datadog](https://hebbmind.com/ja/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. - [Snowstorm MCP Server](https://hebbmind.com/ja/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/ja/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. - [PagerDuty](https://hebbmind.com/ja/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/ja/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. - [Sentry for Claude Code](https://hebbmind.com/ja/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.