# Tools

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Resources for ML / AI or Data engineering or Data analysis or Hardware engineering or Finance / Accounting: 453 items.

> - ML / AI: Model training, evaluation and LLM application development.
> - Data engineering: Data pipelines, warehouse modeling, ETL and data quality.
> - Data analysis: Querying, statistical analysis, reporting and visualization.
> - Hardware engineering: Part and assembly modeling, schematics and PCB review, simulation, and BOM and production files.
> - Finance / Accounting: Bookkeeping, reconciliation, financial statements, budgets and tax.

- [rustledger](https://hebbmind.com/ru/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.
- [FinLab AI](https://hebbmind.com/ru/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.
- [ComfyUI MCP Server](https://hebbmind.com/ru/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/ru/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.
- [QGIS MCP (nkarasiak)](https://hebbmind.com/ru/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.
- [Massive.com MCP Server](https://hebbmind.com/ru/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/ru/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.
- [Rhino MCP Platform](https://hebbmind.com/ru/mcp/rhinoai.md): [MCP] McNeel's official Rhino MCP: lets Claude, Codex and other agents model, edit and organize layers in Rhino and Grasshopper, for architectural concepts and product forms. Needs licensed Rhino 8 or 9; install Rhino-MCP-Platform from the package manager and connect with MCPConnect.
- [Xero MCP Server](https://hebbmind.com/ru/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.
- [SEC EDGAR MCP](https://hebbmind.com/ru/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.
- [DDC Skills for AI Agents in Construction](https://hebbmind.com/ru/skill/ddc-skills-for-ai-agents-in-construction.md): [Skill] 200+ skills for construction firms: export Revit, IFC and DWG quantities to Excel, estimate with international unit rates, produce daily and photo site reports, and track budget and schedule variance. Needs Python 3.9+; Revit/DWG conversion is Windows-only; some need Docker or an OpenAI key.
- [Databricks Agent Skills](https://hebbmind.com/ru/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/ru/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.
- [NetSuite AI Companion](https://hebbmind.com/ru/plugin/netsuite-ai-companion.md): [Plugin] Official Oracle NetSuite plugin for the AI Connector: has AI use standard reports and saved searches first, applies debit/credit, multi-subsidiary consolidation and currency rules, and safety-checks SuiteQL to avoid reporting errors. Needs NetSuite with AI Connector; finance should verify.
- [NetSuite Finance Analyst](https://hebbmind.com/ru/plugin/netsuite-finance-analyst.md): [Plugin] Official Oracle NetSuite plugin that uses live NetSuite data for CFO dashboards, budget vs. actuals, month-end close readiness, journal entry review, AR/AP aging and cash runway analysis, and drafts board updates. Needs NetSuite with the AI Connector enabled; have finance review results.
- [ofxstatement](https://hebbmind.com/ru/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.
- [Facebook/Meta Ads MCP Server](https://hebbmind.com/ru/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/ru/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.
- [Mapbox MCP Server](https://hebbmind.com/ru/mcp/mapbox-mcp-server.md): [MCP] Mapbox's official MCP: geocoding, POI search, driving, walking and cycling directions, travel-time matrices, multi-stop route optimization, isochrones and map rendering, plus offline distance and area calculations. Needs a Mapbox access token; an official hosted endpoint is available.
- [Tableau MCP](https://hebbmind.com/ru/mcp/tableau-mcp.md): [MCP] Tableau's official MCP: lets agents query published data sources, search workbooks and views and fetch view images. Use the hosted server for Tableau Cloud with OAuth, or run locally with a personal access token for Tableau Server or Cloud.
- [Apache Doris MCP Server](https://hebbmind.com/ru/mcp/doris-mcp-server.md): [MCP] Apache Doris's official MCP: gives agents read-only access to explore table metadata, run and explain SQL, diagnose slow queries, and check cluster status, load jobs and data governance info. Needs Python 3.12+ and Doris 2.0 or later.
- [Finance Guru](https://hebbmind.com/ru/plugin/finance-guru.md): [Plugin] Self-hosted family office system: 11 specialist agents use tested Python calculators for risk, Monte Carlo and backtests, store broker CSVs in local SQLite and gate purchases with guardrails; mostly US equities. Needs Python 3.12+, uv and CLI comfort. Educational only, not investment advice.
- [Frappe Assistant Core](https://hebbmind.com/ru/mcp/frappe-assistant-core.md): [MCP] Connects the open-source ERPNext to AI assistants: query invoices, customers and inventory, run reports and handle approvals in plain language, with permissions following ERPNext accounts and every call audit-logged. An admin must install the app first; have finance check the analysis.
- [QuantConnect Lean CLI](https://hebbmind.com/ru/cli/lean-cli.md): [CLI] QuantConnect's official CLI drives the open-source LEAN engine locally or in the cloud to download data, backtest and optimize quant strategies and deploy them live. Requires a paid-tier QuantConnect organization; strategies in Python or C#; local runs need Docker. Get expert review.
- [Charlie CFO Skill](https://hebbmind.com/ru/skill/charlie-cfo-skill.md): [Skill] CFO advisor skill from Every for bootstrapped small companies: helps founders model cash runway, burn rate and unit economics (LTV:CAC, payback), assess hiring ROI, and build 13-week cash flow and scenario forecasts. Framework-only, no account; check big decisions with a pro.
- [Comfy MCP](https://hebbmind.com/ru/mcp/comfy-mcp.md): [MCP] ComfyUI's official MCP: lets agents drive local ComfyUI image and video workflows, list installed nodes, models and templates, submit jobs and fetch results, and start or stop ComfyUI. Needs a machine that can run ComfyUI (usually a GPU) and comfy-cli; partner models consume Comfy credits.
- [factur-x](https://hebbmind.com/ru/cli/factur-x.md): [CLI] Python library with a CLI for Factur-X (ZUGFeRD 2.x), the French-German e-invoicing standard: combine a regular PDF invoice and XML into a Factur-X invoice, extract the XML from invoice PDFs and validate it against the official XSD; also handles Order-X and UBL. Needs Python 3.
- [Hugging Face MCP Server](https://hebbmind.com/ru/mcp/hf-mcp-server.md): [MCP] Hugging Face's official MCP server: lets agents search models, datasets and Spaces on the Hub and call thousands of Gradio AI apps directly. Hosted remotely; sign in with your Hugging Face account or authorize with a token.
- [Alibaba Cloud Skills](https://hebbmind.com/ru/skill/alibabacloud-aiops-skills.md): [Skill] Alibaba Cloud's official agent skills: ECS diagnosis and DR, RDS/PolarDB database checks, PAI training and EAS deployment, ACK clusters, RAM permissions, OSS and network troubleshooting, and Model Studio. Needs an AccessKey or aliyun CLI credentials.
- [Actual Budget MCP Server](https://hebbmind.com/ru/mcp/actual-mcp.md): [MCP] Connects to Actual Budget, the open-source budgeting app: query accounts and transactions, analyze spending by category and payee, compare budget to actual, track cash flow and net worth; --enable-write adds editing of transactions, categories and rules. Needs an Actual server or local data.
- [FreeCAD Robust MCP Server](https://hebbmind.com/ru/mcp/freecad-addon-robust-mcp-server.md): [MCP] Model by conversation in open-source FreeCAD: create primitives and sketches, extrude and chamfer, run Booleans, export STEP/STL, and write and debug macros. Install and start the Robust MCP Bridge workbench from the FreeCAD Addon Manager, then pip-install the server (Python 3.11).
- [Firecrawl Plugin for Claude Code](https://hebbmind.com/ru/plugin/firecrawl-claude-plugin.md): [Plugin] Firecrawl's official plugin: brings the Firecrawl CLI in as skills so Claude Code can search the web, scrape pages to Markdown, map site links or crawl whole sites. Install firecrawl-cli and set an API key first; self-hosting supported.
- [MCP Server for Google Tag Manager](https://hebbmind.com/ru/mcp/google-tag-manager-mcp-server.md): [MCP] Stape's Google Tag Manager MCP: lets agents view, create and edit tags, triggers and variables in GTM containers, for tracking and conversion setup. Hosted version (routes data via Stape's servers) needs just Google sign-in on first use; or run locally with a service account key.
- [Razorpay MCP Server](https://hebbmind.com/ru/mcp/razorpay-mcp-server.md): [MCP] Official MCP from Razorpay, the Indian payments platform: query payments, orders, refunds, settlements and reconciliation reports, and create payment links and QR codes. The hosted remote server is recommended; generate a merchant token from your API key and secret.
- [MinerU Open MCP](https://hebbmind.com/ru/mcp/opendatalab-mcp.md): [MCP] MinerU's official MCP: parses PDF, Word, PowerPoint and images into Markdown via the mineru.net cloud API, keeping tables and formulas. The keyless Flash mode works out of the box; add a token for higher quotas and more formats.
- [Opik MCP Server](https://hebbmind.com/ru/mcp/opik-mcp.md): [MCP] Comet's official Opik MCP: query traces and spans of LLM apps in chat, log scores and comments, and manage datasets, experiments and prompt versions. Works with Opik Cloud (API key or browser sign-in) and self-hosted open-source Opik.
- [Alpha Vantage MCP Server](https://hebbmind.com/ru/mcp/alpha-vantage-mcp.md): [MCP] Official Alpha Vantage MCP: exposes its API as tools for stock and options quotes, fundamentals, news sentiment, forex, crypto, commodities, economic indicators and dozens of technical indicators. Needs a free API key; a remote OAuth server is also available.
- [hledger-flow](https://hebbmind.com/ru/cli/hledger-flow.md): [CLI] hledger workflow that files bank and card CSV exports in a set folder layout and applies rules to build journals in one step, rebuilding when rules change. Needs hledger; download from Releases (macOS and Linux only). Have an accountant check the books.
- [OpenSCAD MCP Server](https://hebbmind.com/ru/mcp/openscad-mcp-server.md): [MCP] Compiles AI-written OpenSCAD code or dimension parameters into editable SCAD and STL models, renders previews from four angles and can export 3MF. Good for parametric parts and 3D printing. Needs OpenSCAD and Python 3.11+ locally; clone the repo and run with uv. No API key.
- [Yahoo Finance MCP Server (yfmcp)](https://hebbmind.com/ru/mcp/yfinance-mcp.md): [MCP] Pulls Yahoo Finance data for free via yfinance: company profiles, financials, analyst estimates, news, option chains, fund holdings and sector rankings, plus candlestick charts. No API key, just uv. Data may be delayed; have investment conclusions reviewed by a professional.
- [mcptools](https://hebbmind.com/ru/mcp/mcptools.md): [MCP] Posit's official R package connecting R to Claude Code and other agents: register your own R functions as tools and run them in your open R session, using its data. Out of the box it only switches sessions; add the btw package for docs lookup and data inspection tools. Requires R.
- [GIS MCP Server](https://hebbmind.com/ru/mcp/gis-mcp.md): [MCP] Wraps Shapely, GeoPandas, PyProj, Rasterio, PySAL and other GIS libraries so agents can run geometry and overlay analysis, reproject coordinates, process rasters (e.g. NDVI), do spatial statistics and make maps, and fetch boundaries, land cover and satellite imagery. Needs Python 3.10+ and uv.
- [PayPal Agent Toolkit](https://hebbmind.com/ru/mcp/paypal-agent-toolkit.md): [MCP] PayPal's official agent toolkit, including the @paypal/mcp server: create and send invoices, handle orders and refunds, manage disputes, subscriptions, product catalogs and shipment tracking, and look up transactions. Needs a PayPal developer access token; defaults to the sandbox.
- [MongoDB](https://hebbmind.com/ru/plugin/mongodb.md): [Plugin] MongoDB's official plugin: runs the MongoDB MCP locally via npx and adds skills for query generation, index tuning, schema design, and full-text and vector search. Connects to self-hosted or Atlas databases with a connection string.
- [MongoDB Agent Skills](https://hebbmind.com/ru/skill/mongodb-agent-skills.md): [Skill] MongoDB's official skill library covering document model design, driver connection setup, query optimization, natural-language query generation, Atlas full-text and vector search, and stream processing. Works alongside the MongoDB MCP Server.
- [Mercury CLI](https://hebbmind.com/ru/cli/mercury-cli.md): [CLI] Official CLI for Mercury, the business banking platform for startups: check balances and transactions, download statements, manage recipients, customers, invoices and cards, and send payments. JSON/YAML output helps agents reconcile. Needs a Mercury login or API token; confirm payments by hand.
- [Seeed Studio KiCad MCP Server](https://hebbmind.com/ru/mcp/seeed-studio-kicad-mcp-server.md): [MCP] KiCad assistant maintained by hardware maker Seeed Studio: analyzes schematics and PCBs, traces connections pin by pin, runs ERC/DRC headlessly, generates device trees and hardware test code, and downloads footprints. Needs KiCad 8+ (9 or 10 recommended) and Python.
- [Onshape MCP Server](https://hebbmind.com/ru/mcp/onshape-mcp.md): [MCP] Lets AI do parametric cloud CAD through the Onshape REST API: sketches, extrudes and revolves, assembly mates, interference checks, variable tables, and STEP/STL export. Needs an Onshape account with API access and secret keys; clone the repo and install with Python 3.10+.
- [GEMBA](https://hebbmind.com/ru/cli/gemba.md): [CLI] Microsoft Translator's translation quality tool: GPT scores each sentence using MQM error categories or a direct score; --list_mqm_errors shows error types and severity. Needs line-aligned source and target files, Python and an OpenAI or Azure OpenAI key (paid); a translator should still review.
- [Financial Modeling Prep MCP Server](https://hebbmind.com/ru/mcp/financial-modeling-prep-mcp-server.md): [MCP] Gives agents 250+ Financial Modeling Prep endpoints: financials, valuation and technical indicators, insider and congressional trades, SEC filings and earnings calendars. Needs an FMP API key (free tier); connect to the author's hosted URL or run locally on Node.js 25.3+. Results need expert review.

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