# Tools

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Type MCP, Resources for Full-stack / Indie or DevOps / SRE or ML / AI: 131 items.

> - Full-stack / Indie: General software work: coding-agent workflows, code review, debugging and Git collaboration.
> - DevOps / SRE: Deployment, monitoring, cloud resources and reliability.
> - ML / AI: Model training, evaluation and LLM application development.

- [MarkItDown-MCP](https://hebbmind.com/ru/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/ru/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.
- [Context7](https://hebbmind.com/ru/mcp/context7.md): [MCP] Injects up-to-date, version-specific docs and code examples for libraries and frameworks into the agent's context, so it stops using outdated or invented APIs. By Upstash; works anonymously, and a free API key raises the limits.
- [Playwright MCP](https://hebbmind.com/ru/mcp/playwright.md): [MCP] Lets agents drive a real browser through the accessibility tree: navigate, click, fill forms and take screenshots, without needing a vision model. Maintained by Microsoft.
- [GitHub MCP Server](https://hebbmind.com/ru/mcp/github.md): [MCP] GitHub's official MCP server: lets agents read and write repositories and code, manage issues and pull requests, and check Actions workflows and code-scanning alerts. Use the hosted remote server or run it locally in Docker; needs a personal access token or OAuth.
- [MCP Toolbox for Databases](https://hebbmind.com/ru/mcp/mcp-toolbox.md): [MCP] Google's open-source database MCP server with ready-made query and SQL tools for dozens of sources, including PostgreSQL, MySQL, BigQuery, Spanner and MongoDB. Define controlled custom queries in tools.yaml.
- [Cloudflare MCP Server](https://hebbmind.com/ru/mcp/mcp-server-cloudflare.md): [MCP] Cloudflare's official remote MCP servers: manage Workers and bindings such as KV, R2 and D1, and query logs and observability, builds, DNS analytics and Radar data. Authorizes with Cloudflare OAuth; some features need a paid plan.
- [shadcn MCP Server](https://hebbmind.com/ru/mcp/shadcn-ui-mcp.md): [MCP] MCP server built into the official shadcn CLI: lets agents browse and search components, blocks and templates in any configured registry, including private ones, and install them into your project in plain language. The project needs a components.json.
- [Browser Use MCP](https://hebbmind.com/ru/mcp/browser-use-mcp.md): [MCP] Local MCP server built into Browser Use: lets agents navigate, click, type and extract page content, or hand multi-step tasks to the built-in browser agent. Bring your own OpenAI or Anthropic API key.
- [Storybook MCP Addon](https://hebbmind.com/ru/mcp/storybookjs-mcp.md): [MCP] Official Storybook addon that exposes an MCP endpoint on the Storybook dev server so agents can look up component docs and props, write and preview stories, and run component and accessibility tests. Storybook must be running; AI features are in preview.
- [Filesystem MCP Server](https://hebbmind.com/ru/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.
- [Sequential Thinking MCP Server](https://hebbmind.com/ru/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.
- [Time MCP Server](https://hebbmind.com/ru/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.
- [Fetch MCP Server](https://hebbmind.com/ru/mcp/fetch.md): [MCP] Official MCP reference server that fetches web pages and converts them to Markdown for the model, reading long pages in chunks from a given offset. Zero config, but it can reach internal network addresses, so use it with care.
- [mcp-server-git](https://hebbmind.com/ru/mcp/git.md): [MCP] Official MCP reference server for local Git repos: view status and diffs, stage and commit, create and switch branches, and search the commit log by date. Written in Python and runs with uvx; still in early development.
- [PaddleOCR MCP Server](https://hebbmind.com/ru/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.
- [Scrapling](https://hebbmind.com/ru/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.
- [CodeGraph](https://hebbmind.com/ru/mcp/codegraph.md): [MCP] Prebuilds a local knowledge graph of your codebase (symbols, call chains, dependencies) so coding agents get relevant source and change impact in one call, kept in sync as files change. Fully local, supports dozens of languages; run codegraph init in each project first.
- [Chrome DevTools MCP](https://hebbmind.com/ru/mcp/chrome-devtools-mcp.md): [MCP] Lets agents control and inspect a real Chrome: read the console and network requests, take screenshots, and record performance traces with optimization suggestions. Maintained by the Chrome DevTools team.
- [codebase-memory-mcp](https://hebbmind.com/ru/mcp/codebase-memory-mcp.md): [MCP] Indexes a codebase into a persistent knowledge graph with tree-sitter so agents can query call chains, impact, architecture and dead code across 162 languages. A single native binary that runs fully locally with no API key; the installer configures detected clients automatically.
- [PostHog MCP](https://hebbmind.com/ru/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/ru/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.
- [Next AI Draw.io MCP Server](https://hebbmind.com/ru/mcp/dayuanjiang-mcp-server.md): [MCP] Lets agents create and edit draw.io diagrams such as flowcharts and architecture diagrams in plain language, with live browser preview, version history and export to .drawio, PNG or SVG. Includes an embedded server; runs locally with no API key.
- [Vibe-Trading](https://hebbmind.com/ru/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/ru/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/ru/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.
- [Serena](https://hebbmind.com/ru/mcp/serena.md): [MCP] Gives coding agents IDE-like symbol-level code search, editing and refactoring via language servers (LSP) across 40+ languages, with cross-session memory. An optional paid JetBrains plugin backend adds breakpoint debugging. Install with uv first.
- [Context Mode](https://hebbmind.com/ru/mcp/context-mode.md): [MCP] Runs commands and scripts in a sandbox, indexes large tool outputs for full-text search and returns only results to the context window to save tokens; after compaction it can retrieve edits and task state. Supports Claude Code, Codex and more. Needs Node.js 22.5+.
- [Task Master](https://hebbmind.com/ru/mcp/claude-task-master.md): [MCP] Parses a PRD into a dependency-aware task list so Cursor, Claude Code and other coding agents break it down, implement it and track progress; also works as a CLI. Needs at least one model API key, or reuse a Claude Code or Codex CLI login.
- [Angular CLI MCP Server](https://hebbmind.com/ru/mcp/angular-mcp.md): [MCP] The MCP server built into the Angular CLI (ng mcp): lets agents search the official angular.dev docs, get best practices, list workspace projects, start the dev server and run build and test targets. Supports read-only and offline modes. Maintained by the Angular team.
- [Skyvern MCP](https://hebbmind.com/ru/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/ru/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.
- [Semgrep MCP](https://hebbmind.com/ru/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.
- [Claude Context](https://hebbmind.com/ru/mcp/claude-context.md): [MCP] From Zilliz: indexes your codebase as vectors in Milvus or Zilliz Cloud so coding agents find relevant code by semantic search, cutting context costs in large repos. Needs an embedding model (OpenAI, VoyageAI, Ollama and others) and a vector database.
- [Arize Phoenix MCP Server](https://hebbmind.com/ru/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.
- [PAL MCP](https://hebbmind.com/ru/mcp/pal-mcp-server.md): [MCP] Lets Claude Code, Codex and other agents call Gemini, GPT, Ollama and other models to collaborate on code review, debugging, planning and multi-model consensus, and can bridge to other CLI agents. Configure at least one provider (API key or local Ollama). Formerly Zen MCP.
- [Apify MCP Server](https://hebbmind.com/ru/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.
- [Desktop Commander MCP](https://hebbmind.com/ru/mcp/desktopcommandermcp.md): [MCP] Lets agents run terminal commands on your machine, manage long-running processes, and read, write, search and diff-edit files. Extends the official Filesystem server; collects pseudonymized telemetry by default (no file contents or command arguments), which you can turn off in config.
- [AWS Billing and Cost Management MCP Server](https://hebbmind.com/ru/mcp/billing-cost-management-mcp-server.md): [MCP] Lets agents query AWS bills, cost trends, budgets and spending anomalies, and recommends Savings Plans, Reserved Instances and rightsizing. Maintained by AWS; requires AWS credentials.
- [AWS Documentation MCP Server](https://hebbmind.com/ru/mcp/aws-documentation-mcp-server.md): [MCP] Official AWS MCP that searches and reads AWS documentation, converts it to Markdown for agents to cite, and suggests related pages. No AWS credentials needed; requires uv.
- [AWS IaC MCP Server](https://hebbmind.com/ru/mcp/aws-iac-mcp-server.md): [MCP] Official AWS MCP that validates CloudFormation templates for syntax and security compliance, diagnoses deployment failures, and searches CloudFormation and CDK docs, code samples and best practices. Replaces the deprecated Cloud Control API server; needs AWS credentials.
- [Amazon CloudWatch MCP Server](https://hebbmind.com/ru/mcp/cloudwatch-mcp-server.md): [MCP] Official AWS MCP that queries CloudWatch metrics, alarms and logs, analyzes log anomaly patterns and recommends alarm settings, helping agents with root cause analysis. Requires AWS credentials.
- [Amazon EKS MCP Server](https://hebbmind.com/ru/mcp/eks-mcp-server.md): [MCP] Official AWS MCP to create and manage EKS clusters, deploy apps, manage Kubernetes resources, and read pod logs and events for troubleshooting. Read-only by default; writes need --allow-write and reading logs needs --allow-sensitive-data-access.
- [GitMCP](https://hebbmind.com/ru/mcp/git-mcp.md): [MCP] Free remote MCP service that turns any GitHub repo or GitHub Pages site into a docs endpoint, so agents can read up-to-date docs and search code on demand and hallucinate fewer APIs. No sign-up or install; self-hosting is also possible.
- [Firecrawl MCP Server](https://hebbmind.com/ru/mcp/firecrawl-mcp-server.md): [MCP] Scrapes web pages into Markdown or structured data, with full-site crawling, sitemaps, web search and interaction with dynamic pages. Maintained by Firecrawl; the cloud needs an API key (self-hosting is possible), and the keyless hosted endpoint only offers scrape, search and parse.
- [BrowserTools MCP](https://hebbmind.com/ru/mcp/browser-tools-mcp.md): [MCP] Hands your current browser session to the agent through a Chrome extension: read console logs and network requests, take screenshots, and run Lighthouse performance, accessibility and SEO audits without signing in again.
- [21st MCP (formerly Magic MCP)](https://hebbmind.com/ru/mcp/magic-mcp.md): [MCP] 21st.dev's official MCP: lets agents search and fetch UI components, themes and template code from the 21st.dev community, and generate components from a description once AI access is enabled. Absorbs the former Magic MCP; requires a free API key from 21st.dev.
- [MCP Atlassian](https://hebbmind.com/ru/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.
- [ExecuteAutomation Playwright MCP Server](https://hebbmind.com/ru/mcp/mcp-playwright.md): [MCP] Community Playwright browser automation MCP from ExecuteAutomation (not Microsoft's official one): navigate, click, fill forms, screenshot and scrape page text, plus send HTTP requests, assert network responses and record actions into test code, with 143 device emulations built in.
- [Draw.io MCP Server](https://hebbmind.com/ru/mcp/drawio-mcp.md): [MCP] draw.io's official MCP: opens XML, CSV or Mermaid diagrams generated by the agent directly in the draw.io editor, good for flowcharts and architecture diagrams. A no-install remote version can also render diagrams inline in the chat.

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