# 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 Type MCP, Resources for ML / AI or Security or Operations or Admin / Office: 158 items. > - ML / AI: Model training, evaluation and LLM application development. > - Security: Code audits, vulnerability triage, penetration testing and compliance. > - Operations: Content, campaign, community, user and e-commerce operations, plus performance reviews. > - Admin / Office: Docs, spreadsheets and slides, reports, email and calendars, meeting notes and daily admin. - [MarkItDown-MCP](https://hebbmind.com/mcp/markitdown-mcp.md): [MCP] From Microsoft: converts PDF, Word, Excel, PowerPoint, HTML and other files or URLs to Markdown so agents can read and search them. A single convert_to_markdown tool over STDIO or local HTTP. - [Knowledge Graph Memory Server](https://hebbmind.com/mcp/memory.md): [MCP] Gives agents long-term memory across sessions with a local knowledge graph of entities, relations and observations, stored in a local JSONL file you can query and edit. Official MCP reference implementation. - [Stripe MCP](https://hebbmind.com/mcp/stripe-modelcontextprotocol.md): [MCP] Lets agents call the Stripe API to manage customers, payments, subscriptions, invoices and refunds, and search Stripe docs and support articles. Maintained by Stripe; the remote server uses OAuth, or run it locally via npx with a secret key. - [Scrapling](https://hebbmind.com/mcp/scrapling.md): [MCP] MCP server built into the adaptive Python scraping framework Scrapling: supports plain HTTP requests, browser rendering and stealth fetching, and uses CSS selectors to pass only the target content to the AI, saving tokens and filtering out prompt injection. - [PaddleOCR MCP Server](https://hebbmind.com/mcp/paddlepaddle-mcp-server.md): [MCP] Official PaddleOCR MCP: text recognition and layout parsing for images and PDFs (PP-OCR, PP-StructureV3, PaddleOCR-VL), returning text or Markdown. Runs inference locally, or calls the official API or a self-hosted service. - [Filesystem MCP Server](https://hebbmind.com/mcp/filesystem.md): [MCP] Official MCP reference server for reading, writing, editing, moving and searching local files within an allowlist of directories, adjustable at runtime through Roots. Handy for organizing documents from a desktop client. - [Time MCP Server](https://hebbmind.com/mcp/time.md): [MCP] Gives agents the current time and IANA time zone conversion, detecting the system time zone automatically. No API key needed. Official MCP reference server, written in Python. - [Sequential Thinking MCP Server](https://hebbmind.com/mcp/sequentialthinking.md): [MCP] Provides a sequential_thinking tool that guides the model to break complex problems into revisable, branching steps. Good for planning, analysis and tasks that need careful iteration. Official MCP reference server. - [Reactive Resume MCP](https://hebbmind.com/mcp/reactive-resume.md): [MCP] Official remote MCP for the open-source resume builder Reactive Resume: agents draft and edit resumes and cover letters, export PDFs and track applications; job-based scoring and tailoring need an AI provider set in the app. Needs a free rxresu.me account or a self-hosted instance. - [Postiz](https://hebbmind.com/mcp/postiz-app.md): [MCP] MCP built into the open-source social media scheduler Postiz: agents draft, schedule and publish posts and view analytics across 30+ platforms including X, LinkedIn, Instagram and YouTube. The cloud version uses browser OAuth, no API key (paid after a 7-day trial); self-hosting is free. - [PostHog MCP](https://hebbmind.com/mcp/posthog-mcp.md): [MCP] PostHog's official hosted MCP: lets agents query product analytics with HogQL, manage feature flags and A/B experiments, and investigate errors and session replays. Sign in to PostHog to authorize; tool calls are free, though a few LLM-powered tools count toward AI usage. - [@agent-infra/mcp-server-browser](https://hebbmind.com/mcp/browser.md): [MCP] Browser automation MCP server open-sourced by ByteDance in the UI-TARS-desktop repo: drives pages through Puppeteer accessibility data with an optional vision mode, running locally over stdio or remotely over SSE or Streamable HTTP. - [Vibe-Trading](https://hebbmind.com/mcp/vibe-trading.md): [MCP] Trading research agent from HKU's HKUDS whose MCP server offers 70+ tools for quotes, financials, backtesting and research across A-shares, Hong Kong and US stocks and crypto. Needs local Python; HK, US and crypto research need no API key. For research only; not investment advice. - [Cognee MCP](https://hebbmind.com/mcp/cognee-mcp.md): [MCP] Runs the cognee memory engine as an MCP server whose remember, recall and forget tools write documents and conversations into a knowledge graph and vector store for cross-session retrieval. Start it with Docker or uv first; needs an LLM API key by default, or connect to Cognee Cloud. - [Graphiti MCP Server](https://hebbmind.com/mcp/getzep-mcp-server.md): [MCP] Writes conversations and business data into Graphiti's temporal knowledge graph so agents can retrieve long-term memory by entity, fact and time. Open source from Zep; start FalkorDB or Neo4j and the server with Docker first, and configure an LLM API key. - [Activepieces](https://hebbmind.com/mcp/activepieces.md): [MCP] Open-source Zapier alternative with a built-in MCP server: agents can build and test automations in plain language, manage tables, or call hundreds of apps like email, spreadsheets and chat. Use the cloud or self-host, enable the MCP server in settings and connect via OAuth. - [Skyvern MCP](https://hebbmind.com/mcp/skyvern-ai-mcp.md): [MCP] Skyvern's official MCP: drives a browser with vision LLMs to complete multi-step tasks like filling forms, downloading files and web research. Connect to Skyvern Cloud (OAuth or API key), or self-host Skyvern and run it as a local process. - [n8n-MCP](https://hebbmind.com/mcp/n8n-mcp.md): [MCP] Lets agents look up docs, properties and workflow templates for n8n's 2,000+ nodes and build and validate workflows; with an n8n API key configured it can create and update workflows in your instance directly. - [Screenpipe MCP Server](https://hebbmind.com/mcp/screenpipe-mcp.md): [MCP] Continuously records your screen and audio locally, extracting on-screen text and transcribing speech, so agents can search pages, docs and meetings you saw and summarize your day. Data stays local. Needs screenpipe running: source is free for personal use, desktop app is a subscription. - [FunASR MCP Server](https://hebbmind.com/mcp/modelscope-mcp-server.md): [MCP] Official MCP from the FunASR project: transcribes audio files locally with the SenseVoice model, supporting Mandarin, Cantonese, English, Japanese and Korean, with optional segment timestamps. Local inference needs no API key and audio stays on your machine. Docker image available. - [Semgrep MCP](https://hebbmind.com/mcp/semgrep-mcp.md): [MCP] Semgrep's official MCP server, now part of the main semgrep repo and started with semgrep mcp: lets agents run static security scans, find issues with custom rules and inspect syntax trees. Requires the Semgrep CLI; connecting to the AppSec platform needs SEMGREP_APP_TOKEN. - [Apify MCP Server](https://hebbmind.com/mcp/apify-mcp-server.md): [MCP] Lets agents call thousands of ready-made scrapers and automation Actors from Apify Store to pull data from social media, search engines, maps, e-commerce sites and more. Maintained by Apify; needs an Apify account (OAuth) or API token. - [HexStrike AI](https://hebbmind.com/mcp/hexstrike-ai.md): [MCP] Wraps 150+ security tools such as nmap, sqlmap and nuclei for agents to orchestrate, covering network recon, web pentesting, binary analysis and CTFs. Clone the repo, install the tools yourself and start the local server. For authorized testing only. - [IDA Pro MCP](https://hebbmind.com/mcp/ida-pro-mcp.md): [MCP] Lets agents decompile, disassemble and query cross-references in IDA Pro, and rename variables, change types and add comments, including headless idalib mode. Requires IDA Pro 8.3+ (IDA Free is not supported); the author now recommends Hex-Rays' official IDA MCP instead. - [Chrome MCP Server](https://hebbmind.com/mcp/mcp-chrome.md): [MCP] A Chrome extension that hands the browser you use every day to your agent, keeping your logins and settings, with screenshots, network monitoring, bookmarks and history, and semantic search over tab content. Install the extension and mcp-chrome-bridge first. - [Arize Phoenix MCP Server](https://hebbmind.com/mcp/phoenix-mcp.md): [MCP] Connects to the Arize Phoenix observability platform so agents can query LLM traces and sessions, manage prompts, browse datasets and read experiment evaluation results. Maintained by Arize; needs a self-hosted or cloud Phoenix instance. - [Presenton](https://hebbmind.com/mcp/presenton.md): [MCP] Open-source AI presentation generator that builds slides from a topic or uploaded documents and exports PPTX or PDF, with a built-in MCP endpoint for agents. Good for lesson decks and reports. Self-host with Docker and configure an LLM API key, then have an admin create an MCP key. - [Windows-MCP](https://hebbmind.com/mcp/windows-mcp.md): [MCP] Lets agents operate the Windows desktop directly: launch apps, switch windows, simulate keyboard and mouse, read UI elements and run PowerShell, without needing a vision model. Windows only. - [OpenShorts](https://hebbmind.com/mcp/openshorts.md): [MCP] Cuts long videos like podcasts, webinars, livestreams and interviews into captioned vertical shorts, with optional dubbing and publishing to TikTok, YouTube and more. Hosted version needs an API key (free tier is watermarked and time-limited), or self-host with Docker and your own keys. - [Ghidra MCP Server](https://hebbmind.com/mcp/ghidra-mcp.md): [MCP] 250+ MCP tools for Ghidra: decompilation, cross-references, data-flow analysis, bulk renaming and commenting, P-code emulation and live debugging, with headless mode support. Requires Java 21 and Ghidra 12.1, and the plugin must be built and deployed first. - [MCP Atlassian](https://hebbmind.com/mcp/mcp-atlassian.md): [MCP] Community-maintained MCP for Jira and Confluence: search with JQL/CQL and create or update issues, pages and comments. Supports both Cloud and Server/Data Center deployments; needs an API token or personal access token. - [Peekaboo](https://hebbmind.com/mcp/peekaboo.md): [MCP] macOS screen capture, accessibility-tree inspection and native UI automation, served over MCP so agents can see the screen and click, type and operate menus. Requires macOS 15+ with Screen Recording and Accessibility permissions granted. - [Notion MCP Server](https://hebbmind.com/mcp/notion-mcp-server.md): [MCP] Notion's official self-hosted MCP: uses an integration token to search, read and write pages and data sources, and can read and edit pages as Markdown. Notion now recommends its hosted Remote Notion MCP, and this repo is no longer actively maintained. - [mcp-obsidian](https://hebbmind.com/mcp/mcp-obsidian.md): [MCP] Uses Obsidian's community Local REST API plugin so agents can list, read, search, append to and delete notes, and insert content at a heading, block reference or frontmatter field. Install that plugin and configure its API key first. - [AntV MCP Server Chart](https://hebbmind.com/mcp/mcp-server-chart.md): [MCP] Generates 26+ chart types with AntV, including line, bar, Sankey, word cloud, mind map and pivot table, returning image links. Officially maintained by Ant Group's AntV team; uses a public rendering service by default and can be self-hosted. - [Excel MCP Server](https://hebbmind.com/mcp/excel-mcp-server.md): [MCP] Create, read and modify xlsx workbooks without Microsoft Excel installed: formulas, formatting and conditional formatting, charts, pivot tables and tables. Runs locally over stdio or as a remote HTTP service. - [DaVinci Resolve MCP Server](https://hebbmind.com/mcp/davinci-resolve-mcp.md): [MCP] Lets agents control DaVinci Resolve via its built-in scripting API: edit timelines, organize the media pool, color grade, work with Fusion and render. Requires DaVinci Resolve Studio; the free version works only up to 21.0.x through the in-app scripting bridge. - [Google Analytics MCP Server](https://hebbmind.com/mcp/google-analytics-mcp.md): [MCP] Query Google Analytics 4 in natural language: read account and property info and run standard, funnel and realtime reports. Official from Google Analytics (experimental); requires Google Cloud Application Default Credentials. - [Google Workspace MCP Server](https://hebbmind.com/mcp/google-workspace-mcp.md): [MCP] Works with Gmail, Calendar, Drive, Docs, Sheets, Slides, Tasks, Chat and other Google Workspace services, with multi-user OAuth and read-only mode. You create your own Google OAuth client and run it in HTTP mode. - [Fli](https://hebbmind.com/mcp/fli.md): [MCP] Searches Google Flights for flights and the cheapest travel dates, filtering by route, date, cabin, stops, airline and alliance, good for trip planning. Open-source Python, no API key needed; built on reverse-engineered Google endpoints, so changes at Google may break it. - [arXiv MCP Server](https://hebbmind.com/mcp/arxiv-mcp-server.md): [MCP] Search and download arXiv papers and read the authors' LaTeX source section by section, export BibTeX and follow topic updates, with papers cached locally. No API key needed. - [OpenChatCut](https://hebbmind.com/mcp/openchatcut.md): [MCP] Open-source local video editor with a multi-track timeline. Claude Code or Codex can rough-cut by chat, cut flubs and pauses from the transcript, and add subtitles, transitions and music as drafts you approve. Needs the desktop app with a project open; AI features need your own API keys. - [Paper Search MCP](https://hebbmind.com/mcp/paper-search-mcp.md): [MCP] Unified search across 20+ academic sources including arXiv, PubMed, bioRxiv, Semantic Scholar and OpenAlex, returning deduplicated, normalized results and downloading full text via open-access channels first. Most sources need no API key. - [JADX AI MCP](https://hebbmind.com/mcp/jadx-ai-mcp.md): [MCP] A JADX decompiler plugin plus companion MCP server that lets agents read an APK's classes, methods, Smali and resources to assist Android reverse engineering and vulnerability hunting. Requires JADX-GUI and uv. - [Markdownify MCP Server](https://hebbmind.com/mcp/markdownify-mcp.md): [MCP] Converts PDF, Word, Excel, PowerPoint, images, audio, web pages and YouTube transcripts into Markdown that agents can read and cite. Built on Microsoft MarkItDown; the Docker image lacks audio transcription and image recognition, so build locally for full features. - [Vexa](https://hebbmind.com/mcp/vexa.md): [MCP] Open-source meeting bot and real-time transcription platform: sends a bot into Google Meet, Teams or Zoom and transcribes live by speaker, with MCP so agents can dispatch bots and read transcripts. Use the hosted service (API key) or self-host. - [x64dbg MCP Server](https://hebbmind.com/mcp/x64dbg-mcp-server.md): [MCP] A native x64dbg plugin that works as an MCP server, exposing dozens of debugging tools: agents can set breakpoints, step through code, read and write memory, analyze PE structure and locate the OEP of packed binaries. Windows only; install the plugin in x64dbg, then connect with a token. - [Bright Data MCP](https://hebbmind.com/mcp/brightdata-mcp.md): [MCP] Bright Data's official MCP: web search (Google, Bing, Yandex), any page to Markdown, structured data extraction from e-commerce, social and other platforms, and remote browser control. Needs an API token; includes 5,000 free requests a month. - [Tavily MCP Server](https://hebbmind.com/mcp/tavily-mcp.md): [MCP] Four tools for real-time web search, page content extraction, site mapping and full-site crawling, available as a remote server or run locally. Maintained by Tavily; needs an API key or OAuth sign-in, and a free account is available. - [VectCutAPI](https://hebbmind.com/mcp/vectcutapi.md): [MCP] Open-source video editing API and MCP server: add video, audio, subtitles, stickers, effects and keyframe animation, then generate drafts you can open and keep editing in CapCut or JianYing. Requires running the Python service locally and installing FFmpeg. Next page: https://hebbmind.com/tools.md?page=2&type=mcp&profession=algorithm%2Csecurity%2Coperations%2Coffice