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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.

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.

Manages Outlook mail, calendar, folders and inbox rules through Microsoft Graph, uploads, searches and shares OneDrive files, and can trigger Power Automate flows. Register an Azure app for a client ID and secret, clone and run it with Node.js, and sign in via the auth server on first use.

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.

Customer success plugin from gtm-agents: three commands with subagents for account health monitoring, adoption plans and escalation playbooks, plus skills for risk scoring, executive business reviews (EBRs) and feedback loops. Prompt-only; bring your own usage, ticket and NPS data.

Renewal management plugin for customer success and account managers: segment-based renewal forecasts with upside and downside scenarios, save plays and escalation paths for at-risk accounts, and post-renewal retrospectives. Prompt-based; you supply contract values, usage and other data.

Voice of customer plugin: organizes tickets, interviews, surveys and community feedback into one taxonomy, estimates revenue and churn impact by theme, produces insight briefs for leadership or product, and tracks feedback loops and advocacy programs. No code; supply your own feedback data.

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.

monday.com's official CRM plugin: build a sales pipeline from scratch in plain language, get a daily prioritized deal brief, create forecast dashboards, turn meeting notes into deal updates, and bulk-clean duplicate and bad data. Free plan supported; browser authorization on first use.

MCP module of MintHCM, an open-source self-hosted HR system: lets agents query, count and edit employee, recruiting, onboarding, offboarding, attendance, leave and performance records and run reports, keeping data on your server. Deploy MintHCM first; sign in via browser on first connect.

monday.com's official MCP: lets agents read and write boards, items, groups and columns, create forms, and call the full API through a dynamic GraphQL tool. The hosted server with OAuth is recommended; running locally needs an API token.

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.

Give it a folder of resumes (PDF, Word or text) and a job description: it scores each against the requirements citing resume text as evidence, then gives a tiered shortlist, advance or decline email drafts and interview questions. Never sends; ignores protected traits. For Claude Cowork and Code.

Generates a structured interview scorecard for a role and level: weighted criteria, behavioral questions grouped by competency, independent interviewer score sheets, red and green flags, reference check questions and a debrief process, as one Markdown file ready for the panel.

Helps small businesses write job posts: interviews you on the real day-to-day, trims requirements to 4-6 true must-haves, states honest selling points, pushes for a posted salary range and outputs job board and social versions. Looks up local pay transparency rules online.

200+ single-file skills, mostly for sales, marketing, consulting and operations: deal strategy, forecasts, outreach emails, proposals and SOWs, contract review, resume screening, expense checks and RFP responses, plus personal finance and job search. Contract and tax output needs expert review.

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.

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.

Drafts an employee handbook for small firms without dedicated HR: interviews the owner on actual practice, then writes plain-language attendance, leave, pay, conduct and anti-harassment policies, flagging clauses to check against local law. Based on US state rules; needs employment lawyer review.

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.

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).

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.

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.

Three skills for US utility patents: audit a draft against a 316-item checklist before filing, have a subagent play a USPTO examiner to simulate prosecution, then test design-arounds from a competitor's view. Needs Python 3; not legal advice, so have a patent attorney or agent review.