# Tools

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Resources for DevOps / SRE or ML / AI or Data analysis or Finance / Accounting: 606 items.

> - DevOps / SRE: Deployment, monitoring, cloud resources and reliability.
> - ML / AI: Model training, evaluation and LLM application development.
> - Data analysis: Querying, statistical analysis, reporting and visualization.
> - Finance / Accounting: Bookkeeping, reconciliation, financial statements, budgets and tax.

- [BioMCP](https://hebbmind.com/mcp/biomcp.md): [MCP] Searches about 30 biomedical sources, including PubMed, ClinicalTrials.gov, ClinVar and OncoKB, with one command syntax, covering literature, clinical trials, genetic variants, drugs and pathways. Ships as both a CLI and an MCP server.
- [WPS Skills](https://hebbmind.com/plugin/wps-skills.md): [Plugin] Controls local WPS Writer, Spreadsheets and Presentation via MCP with 200+ tools (formulas, pivot tables, layout, slide polishing) plus companion skills. The plugin installs only the skills; build the MCP server and WPS add-in per the README. Needs WPS Office and Node.js 18+.
- [Firecrawl](https://hebbmind.com/skill/firecrawl.md): [Skill] Official Firecrawl skill: drives the Firecrawl CLI to search, scrape, map site URLs, batch-crawl, interact with pages and monitor changes, returning LLM-ready Markdown. Search and scrape have a rate-limited free tier; crawling and monitoring need an account or self-hosted instance.
- [Firecrawl CLI](https://hebbmind.com/cli/firecrawl-cli.md): [CLI] Firecrawl's official CLI: scrape, search, map and crawl sites and interact with pages in a browser from the terminal, with Markdown output; can also install companion skills for coding agents. Needs a Firecrawl account or API key, or point it at a self-hosted instance.
- [Redis MCP Server](https://hebbmind.com/mcp/mcp-redis.md): [MCP] Redis's official MCP server: read and write strings, hashes, lists, streams, JSON and other data structures in natural language, with vector indexing and search and pub/sub. Bring your own Redis instance; runs via uvx.
- [Cloud Run MCP Server](https://hebbmind.com/mcp/cloud-run-mcp.md): [MCP] Lets agents deploy a local folder or file contents straight to Google Cloud Run, list services and view their details and logs, and list or create GCP projects. Maintained by Google; sign in with gcloud and set up Application Default Credentials first.
- [Railway CLI](https://hebbmind.com/cli/railwayapp-cli.md): [CLI] Railway's official CLI: deploy with railway up and manage infrastructure config, with token auth for non-interactive CI runs. The installer can set up the Railway skill and MCP for Claude Code, Codex and others in one step. Needs a Railway account.
- [Life Sciences](https://hebbmind.com/plugin/life-sciences.md): [Plugin] Anthropic's official life sciences plugin marketplace: install MCP plugins such as PubMed, BioRender, Synapse, ChEMBL and 10x Genomics, plus research skills for single-cell RNA QC, Nextflow pipelines and scvi-tools. Some data sources need an account or subscription.
- [dbt MCP Server](https://hebbmind.com/mcp/dbt-mcp.md): [MCP] Lets agents read dbt project models, lineage and Semantic Layer metrics, run build, run and test commands, and call the dbt platform Discovery and Admin APIs. Maintained by dbt Labs; Semantic Layer and platform tools need a dbt platform account.
- [DuckDB Skills](https://hebbmind.com/skill/duckdb-skills.md): [Skill] Official DuckDB skills: query local or S3 CSV, Parquet, Excel and JSON files with SQL or plain language, attach databases, convert formats, analyze spatial data and look up documentation. Needs the DuckDB CLI; tested only on macOS and Linux.
- [Chroma MCP Server](https://hebbmind.com/mcp/chroma-mcp.md): [MCP] Chroma's official MCP: lets agents create and manage collections, add documents, and retrieve them with vector search, full-text search and metadata filters. Connects to in-memory or local persistent stores, self-hosted instances or Chroma Cloud.
- [Elastic Agent Skills](https://hebbmind.com/skill/elastic-agent-skills.md): [Skill] Elastic's official skills teaching agents to use Elasticsearch and Kibana correctly: index design, ES|QL queries, search relevance tuning, dashboards, observability troubleshooting and security alert triage. Currently a technical preview.
- [Argo CD MCP Server](https://hebbmind.com/mcp/mcp-for-argocd.md): [MCP] Manage Argo CD in natural language: list and inspect applications, create, update and delete them and trigger syncs, and view resource trees, workload logs and events. Maintained by Argo Project Labs; needs your Argo CD URL and an API token, with an optional read-only mode.
- [Docker Skills](https://hebbmind.com/skill/docker-skills.md): [Skill] Official Docker skills: containerize projects, optimize and harden Dockerfile builds, orchestrate with Compose, use Docker Sandboxes and Docker Agent, with confirmation guardrails before deletes and other destructive actions.
- [ClickHouse Agent Skills](https://hebbmind.com/skill/clickhouse-agent-skills.md): [Skill] Official ClickHouse skills: best practices for schema design, primary keys, JOINs and inserts ranked by impact, advice on real-time architecture decisions, in-process SQL and pandas-compatible analysis with chDB, and local and cloud deployment workflows.
- [Google Security Operations and Threat Intelligence MCP Server](https://hebbmind.com/mcp/mcp-security.md): [MCP] Google's official security MCP servers for Google SecOps (Chronicle), SecOps SOAR, Google Threat Intelligence and Security Command Center: investigate alerts, hunt threats, look up IOCs and review cloud risks. Needs Google Cloud credentials or a VirusTotal API key.
- [lean-lsp-mcp](https://hebbmind.com/mcp/lean-lsp-mcp.md): [MCP] MCP server for the Lean 4 theorem prover: lets agents read proof goals, diagnostics and definitions and search theorems via LeanSearch and Loogle, helping mathematicians and students with formal proofs. Needs uv and the Lean toolchain; run it from the Lean project root.
- [Claude Office Skills](https://hebbmind.com/skill/claude-office-skills-skills.md): [Skill] 130+ office skills for contract review, NDAs, job descriptions, offer letters, invoices and expenses, meeting notes, email, and Excel, PowerPoint and PDF work. Writing skills work as-is; Airtable, Slack and other automations need those services. Legal and finance output needs expert review.
- [financial-modeling](https://hebbmind.com/skill/financial-modeling.md): [Skill] Builds a linked three-statement forecast (income statement, balance sheet, cash flow) from 2-3 years of financials and assumptions like growth and gross margin, with base, bull and bear cases, for budgeting and fundraising. Prompt-only; outputs Markdown tables. Have finance review it.
- [Prometheus MCP Server](https://hebbmind.com/mcp/prometheus-mcp-server.md): [MCP] Lets agents query Prometheus metrics with PromQL and browse metric metadata and scrape targets to help investigate alerts and performance issues. Supports basic auth, bearer tokens and multi-tenancy; Docker is the recommended way to run it.
- [Stata MCP](https://hebbmind.com/mcp/stata-mcp.md): [MCP] Connects Stata to VS Code or Cursor and exposes a local MCP endpoint so Claude Code or Codex can write and run do-files and read regression output, with graphs shown in the editor; for empirical research. Needs a licensed Stata 17+, the extension installed and the editor open.
- [freee-mcp](https://hebbmind.com/mcp/freee-mcp.md): [MCP] Official MCP and skills from freee, Japan's cloud accounting service: accounting, invoices, HR and payroll, timesheets, fixed assets and tax filings. Remote server with freee OAuth recommended; freee Sign e-contracts are local-only for now. Have an accountant check results.
- [ElevenLabs Skills](https://hebbmind.com/skill/elevenlabs-skills.md): [Skill] Official ElevenLabs skills: text to speech, speech to text, sound effects and music generation, voice changing, vocal isolation, multilingual dubbing and building voice agents. Needs an ElevenLabs API key.
- [Tavily Agent Skills](https://hebbmind.com/skill/tavily-ai-skills.md): [Skill] Official Tavily skills: let agents search the web, extract page content, discover site URLs, crawl in bulk and run cited deep research through the Tavily CLI (tvly). Install the CLI first; search and extract have a limited no-login tier, other features need sign-in or an API key.
- [Salesforce DX MCP Server](https://hebbmind.com/mcp/salesforcecli-mcp.md): [MCP] Lets agents work with Salesforce orgs authorized on your machine: SOQL queries, metadata deploy and retrieve, Apex test runs and permission set assignment, plus toolsets for LWC development. Maintained by Salesforce; authorize your org with the Salesforce CLI first.
- [Mustang](https://hebbmind.com/cli/mustangproject.md): [CLI] Open-source European e-invoicing tool whose CLI validates, extracts and creates ZUGFeRD, Factur-X and XRechnung invoices (PDF or XML) and renders XML invoices as readable HTML or PDF, for EU invoicing compliance. Needs Java; download the Mustang-CLI jar from the project site.
- [Equity Research Skill](https://hebbmind.com/skill/equity-research-skill.md): [Skill] Writes in-depth stock reports and earnings reviews: nine chapters on business, competition, governance, earnings quality and valuation, with DCF and EPV recomputed by script and key figures sourced. PDF output; US, Hong Kong and A-shares. Needs web access and Python; get expert review.
- [OpenAccountants](https://hebbmind.com/mcp/openaccountants.md): [MCP] MCP for an open-source tax guide library: when answering income tax, VAT and payroll tax questions, agents cite up-to-date guides covering 200+ jurisdictions, some reviewed by named licensed accountants. Hosted, no install. Reference only; check with an accountant before filing.
- [airtable-mcp-server](https://hebbmind.com/mcp/airtable-mcp-server.md): [MCP] Read and write Airtable bases: view table schemas, search, create and update records and add comments, handy for sign-up lists, project tracking, clients and content pipelines. Needs an Airtable account with a personal access token, and Node.js.
- [Astronomer Data Agents](https://hebbmind.com/plugin/astronomer-agents.md): [Plugin] Astronomer's official data engineering plugin: write Airflow DAGs to best practices, debug pipeline failures, trace data lineage, profile warehouse tables and migrate from Airflow 2 to 3, with a built-in Airflow MCP server and session hooks.
- [Claude Trading Skills (AGIPro)](https://hebbmind.com/skill/agiprolabs-claude-trading-skills.md): [Skill] 68 trading and quant skills focused on crypto and DeFi: market and on-chain data, technical indicators, backtesting, position sizing and risk, prediction markets, and tax tools for cost basis and wash sales. Most need Python and data API keys (often free tiers); get expert review.
- [Accounted](https://hebbmind.com/mcp/accounted.md): [MCP] Open-source accounting for Swedish sole traders and limited companies: 150+ MCP tools let AI categorize bank transactions, draft entries, reconcile and prepare VAT, payroll and year-end filings, all writes needing your approval. Hosted (OAuth) or self-hosted; accountant review advised.
- [QuickBooks Online MCP Server](https://hebbmind.com/mcp/quickbooks-online-mcp-server.md): [MCP] Lets agents read and write QuickBooks Online customers, invoices, bills, journal entries and more, and generate balance sheets, P&L and cash flow reports. Official from Intuit; register a developer app for OAuth, then build from source and run locally.
- [phd-skills](https://hebbmind.com/plugin/phd-skills.md): [Plugin] Research guardrails for PhD students: reproduce arXiv papers, debug training anomalies with evidence, compare runs at matched epochs, check paper-code consistency, verify BibTeX, find literature gaps and predict reviewer comments. No MCP or extra dependencies; mostly for ML research.
- [Math Modeling Skills](https://hebbmind.com/skill/math-modeling-skills.md): [Skill] Two skills for the MCM/ICM and China's CUMCM math modeling contests: solver breaks down problems, picks models from a 95+ scenario decision matrix and gives Python or MATLAB templates; paper coaches abstracts, model validation and formatting from winning papers. Needs Python or MATLAB.
- [FinLab AI](https://hebbmind.com/skill/finlab-ai.md): [Skill] Official FinLab quant skill: lets agents use FinLab data (mainly Taiwan stocks, plus US, Japan, Korea and Hong Kong) to write stock-picking strategies, run backtests and analyze factors. Needs a FinLab account (free tier has a daily data cap), Python 3.10+ and uv. Not investment advice.
- [rustledger](https://hebbmind.com/cli/rustledger.md): [CLI] Beancount plain-text accounting in Rust (rledger): validate ledgers, run BQL queries, build balance sheets and income statements, import bank CSV/OFX, track budgets, returns and capital gains. Has an MCP server and ag-rledger (JSON output) for agents. Tax figures need an accountant's review.
- [ComfyUI MCP Server](https://hebbmind.com/mcp/comfyui-mcp-server.md): [MCP] Lets agents run local ComfyUI workflows to generate images, audio and video, regenerate from earlier results with new parameters, check the queue and switch models. Install and start ComfyUI, then clone this repo and run the server with Python (port 9000 by default).
- [MCP Server for Odoo](https://hebbmind.com/mcp/mcp-server-odoo.md): [MCP] Connects to Odoo ERP so agents can search, create, update and delete customers, products, invoices and other records in natural language, with aggregations and attachment reading. In production, install the companion MCP module in Odoo; for testing, YOLO mode connects directly.
- [Massive.com MCP Server](https://hebbmind.com/mcp/mcp-massive.md): [MCP] Official MCP from Massive (formerly Polygon.io): three tools (search, call and SQL query) cover market and fundamentals data for US stocks, options, forex, crypto and futures, with built-in option Greeks and return calculations. Needs an API key; still experimental.
- [AkTools MCP Server](https://hebbmind.com/mcp/mcp-aktools.md): [MCP] Financial data MCP built on open-source AKShare: quotes and financials for China A-shares, Hong Kong and US stocks, A-share limit-up pools, top trader lists and fund flows, plus financial news and crypto prices. Free, no token; needs uv. Trading suggestions are for reference only.
- [Nextcloud MCP Server](https://hebbmind.com/mcp/nextcloud-mcp-server.md): [MCP] Connects to self-hosted or managed Nextcloud so agents can manage files, calendars, contacts, notes, Deck boards and mail, and read PDF and Word content (OCR for scans is opt-in); suits teams that value data ownership. Needs a Nextcloud account with an app password, and uv.
- [Xero MCP Server](https://hebbmind.com/mcp/xero-mcp-server.md): [MCP] Lets agents read and write Xero accounting data: contacts, chart of accounts, invoices, payments, journals and reports such as profit and loss; payroll queries work only for NZ and UK organisations. Maintained by Xero; create a Custom Connection in the developer portal.
- [QGIS MCP (nkarasiak)](https://hebbmind.com/mcp/nkarasiak-qgis-mcp.md): [MCP] Install the QGIS MCP plugin from the QGIS plugin repository and agents get 125 tools to manage layers, edit features, run processing algorithms, style maps, build layouts and atlases, and run SQL across layers; supports QGIS 3.28 to 4.x. Needs QGIS and uv; no repo download required.
- [SEC EDGAR MCP](https://hebbmind.com/mcp/sec-edgar-mcp.md): [MCP] Queries SEC EDGAR 10-K, 10-Q and 8-K filings, XBRL financial statements and insider trades, with links to the source documents for checking; for investment research and compliance due diligence. Free, no API key; needs uv and a SEC_EDGAR_USER_AGENT with your name and email.
- [ofxstatement](https://hebbmind.com/cli/ofxstatement.md): [CLI] Converts banks' proprietary statement exports into standard OFX files, so agents can batch-process transactions for import into GnuCash, HomeBank and other accounting apps. Needs Python plus a plugin for your bank; existing plugins are mostly for European banks, others need writing.
- [Databricks Agent Skills](https://hebbmind.com/plugin/databricks-agent-skills.md): [Plugin] Official Databricks plugin with skills for the CLI and auth, Genie data queries, Apps, Lakebase, Lakeflow jobs and pipelines, Model Serving and DABs deployment, plus hooks for prompt routing, session context and auth failure hints. Needs a Databricks account.
- [Databricks Agent Skills](https://hebbmind.com/skill/databricks-agent-skills.md): [Skill] Official Databricks skills guiding agents to build Lakeflow pipelines and jobs, Apps, Lakebase, Vector Search, Model Serving and AI/BI dashboards on the lakehouse. Needs the Databricks CLI.
- [Facebook/Meta Ads MCP Server](https://hebbmind.com/mcp/facebook-ads-mcp-server.md): [MCP] Lets agents read delivery data and change history for Facebook and Instagram ad accounts, campaigns, ad sets and creatives to analyze performance and spot underperforming ads; read-only. Needs a Meta access token (the GoMarble installer can generate one); runs from source with Python.
- [shinkoku](https://hebbmind.com/plugin/shinkoku.md): [Plugin] Japan tax return (kakutei shinkoku) plugin for sole proprietors and employees: bookkeeping, receipt OCR, year-end statements, income and consumption tax, and browser automation for the NTA filing site. Japan only; needs Python 3.11+, uv and Claude in Chrome or Playwright. Review before filing.

Next page: https://hebbmind.com/tools.md?page=11&profession=devops%2Calgorithm%2Cdata%2Cfinance
