# Tools

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

- Search: append `?q=<keywords>` 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=<cli|skill|plugin|mcp>` to the URL.
- Filter by profession: append `?profession=<profession id>` 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=<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 Data engineering or Finance / Accounting or Research / Academia: 718 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.
> - Finance / Accounting: Bookkeeping, reconciliation, financial statements, budgets and tax.
> - Research / Academia: Literature search and reviews, experimental data analysis, paper writing and submission.

- [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.
- [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.
- [Square MCP Server](https://hebbmind.com/de/mcp/square-mcp-server.md): [MCP] Official MCP (beta) from payments and POS platform Square: lets agents query and manage transactions, orders, refunds, invoices, inventory and customers for reconciliation and reporting. Hosted, with Square OAuth sign-in, nothing to install; confirm refunds and other writes manually.
- [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.
- [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.
- [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.
- [Nutrient DWS MCP Server](https://hebbmind.com/de/mcp/nutrient-dws-mcp-server.md): [MCP] Official MCP from Nutrient (formerly PSPDFKit): merge PDFs, convert between Office and PDF, OCR, watermark, redact personal data, add digital signatures, and extract fields from invoices and contracts. Files are processed in Nutrient's cloud; needs a free account (page-based credits) and Node.js.
- [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.
- [beanquery](https://hebbmind.com/de/cli/beanquery.md): [CLI] Beancount's official query tool, bean-query: run SQL-like queries on plain-text double-entry ledgers to get balances, income and expense summaries and account details, for agent-assisted bookkeeping. Needs uv or Python 3.8+ and a Beancount ledger; have an accountant review reports.
- [HLedger MCP Server](https://hebbmind.com/de/mcp/hledger-mcp.md): [MCP] Reads local hledger plain-text ledgers to produce balance sheets, income and cash flow statements and spending stats, and can add or edit entries (dry-run previews, backups before writes). Needs hledger and Node.js; start read-only. Have an accountant review reports.
- [Norman MCP Server](https://hebbmind.com/de/mcp/norman-mcp-server.md): [MCP] Official MCP for Norman, a German bookkeeping and tax service: create invoices (including ZUGFeRD e-invoices), categorize transactions, match receipts, preview and file VAT returns, and prepare GmbH/UG formation documents. Needs a Norman account (OAuth); a tax advisor should review filings.
- [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.
- [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).
- [Ramp CLI](https://hebbmind.com/de/cli/ramp-cli.md): [CLI] Official CLI for Ramp spend management: query transactions and cards, submit and approve reimbursements, approve bills, upload receipts and book travel, with JSON output; installs skills for your agents. Needs a Ramp business account (browser login); defaults to sandbox. Confirm approvals by hand.
- [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.
- [mcp-server-ledger](https://hebbmind.com/de/mcp/mcp-server-ledger.md): [MCP] Lets AI read Ledger CLI plain-text double-entry ledgers and query balances, registers, accounts, payees and budget performance. Easiest with Docker and the author's image (Ledger CLI included), or install Ledger CLI yourself; needs your ledger file.
- [Paddle MCP Server](https://hebbmind.com/de/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.
- [EODHD Claude Skills](https://hebbmind.com/de/plugin/eodhd-claude-skills.md): [Plugin] EODHD's official plugin (remote MCP, 7 workflow skills, an analyst subagent): quotes, fundamentals and macro data from 70+ exchanges worldwide, company briefs, stock screening and portfolio risk analysis. Needs an EODHD account; free tier: 20 calls/day, basic US data only. Not investment advice.
- [Xero Command Line](https://hebbmind.com/de/cli/xero-command-line.md): [CLI] Xero's official CLI (alpha): lets AI query and enter contacts, invoices, quotes, payments, bank transactions and manual journals, export invoice PDFs, and run P&L, balance sheet and trial balance reports for multiple orgs. Needs a Xero account and OAuth app; have an accountant review.
- [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.
- [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.
- [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+.
- [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.
- [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.
- [Pigment AI Plugins](https://hebbmind.com/de/plugin/ai-plugins.md): [Plugin] Pigment's official plugin: bundles the Pigment MCP and 30+ modeling skills to query business data and compare budget vs. actuals in plain language; with advanced mode on, build budget and forecast models, metrics and boards. Needs an enterprise Pigment workspace with MCP on; have finance review.
- [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.
- [Apideck MCP Server](https://hebbmind.com/de/mcp/apideck-libraries-mcp.md): [MCP] Apideck's official MCP: one unified API to read and write invoices, ledgers and reports in QuickBooks, Xero, NetSuite and other accounting systems, plus HR, CRM and ATS data. Needs a paid Apideck account (30-day trial), API key and App ID, with your systems connected. An accountant should review.
- [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.
- [kFinance](https://hebbmind.com/de/mcp/kfinance.md): [MCP] Official kFinance library and MCP server from Kensho (S&P Global): lets AI query S&P Capital IQ financials, prices and market caps, consensus estimates, M&A and funding, earnings call transcripts and more. Needs an S&P LLM-ready API subscription or trial; verify outputs.
- [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.
- [Carta Cap Table](https://hebbmind.com/de/plugin/carta-cap-table.md): [Plugin] Carta's official equity plugin: ask about cap tables, option grants and vesting, SAFE conversions, 409A valuation history and liquidation waterfall scenarios, plus compensation benchmarks and drafting share issuances. Needs a Carta account (OAuth); collects usage telemetry. Have results reviewed.

Next page: https://hebbmind.com/de/tools.md?page=15&profession=devops%2Calgorithm%2Cdata-engineering%2Cfinance%2Cresearch
