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MCP servers for Agent setup: memory, context, orchestration

MCP servers for Agent setup: memory, context, orchestration: what each one does, an install command and example prompts.

GitHub official github MCP server Wires your AI agent into GitHub: read code, open issues and pull requests, watch Actions runs. Saves a trip to the browser. CX Codex +1 ★ 33,918repo stars Netdata netdata MCP server Hands your AI agent live monitoring data: metrics, logs, alerts and anomaly detection. Useful when you need to know what a server is doing without opening the dashboard. CX Codex +1 ★ 81,115repo stars browser-use browser-use MCP server Give an agent browser tasks such as finding information, extracting page data, and filling forms. Connect it when those actions need to happen on the web. CX Codex +1 ★ 119,160repo stars Codebase Memory DeusData MCP server A local MCP server that maps your repo's code, docs and infrastructure into a graph. Gives the agent structural context without re-reading files. CX Codex +1 ★ 47,392repo stars mcp-server HeyPuter MCP server Connects your AI agent to Puter for files, websites and workers. Useful when the project already lives in Puter's cloud. CX Codex +1 ★ 43,872repo stars AIHawk feder-cr MCP server An MCP server that hands your agent a browser: it opens pages, clicks, types and reads them from plain-English instructions. CX Codex +1 ★ 32,221repo stars Reactive Resume reactive-resume MCP server Hooks your agent into the Reactive Resume builder so it can edit resumes, run checks and track job applications. CX Codex +1 ★ 44,874repo stars Serena MCP: the IDE for your agent oraios MCP server Gives your agent symbol-level search, references and refactoring through language servers. Useful on large codebases where text search falls apart. CX Codex +1 ★ 30,677repo stars dbx t8y2 MCP server An MCP server that lets an AI agent run database queries through connections already configured in DBX. CX Codex +1 ★ 27,669repo stars Agent Skills Search Server agentskills MCP server Searches and discovers agent skills in the skills.sh registry over an HTTP MCP endpoint. Helps an assistant find specialized workflows on demand. CX Codex +1 ★ 26,559repo stars Next AI Draw.io DayuanJiang MCP server This MCP server lets an agent build draw.io diagrams from project files and show them on a browser canvas you can edit. Useful when you and the agent share diagram work. CX Codex +1 ★ 36,398repo stars OpenWork MCP Gateway different-ai MCP server Connects an OpenWork organization's skills, workflows, plugins, and connections to AI agents via a single OAuth MCP endpoint. CX Codex +1 ★ 24,242repo stars Oh My Posh Validator JanDeDobbeleer MCP server Validates oh-my-posh configurations and single prompt segments against the official schema. Handy when a theme fails to load because of a typo in JSON, YAML or TOML. CX Codex +1 ★ 23,643repo stars CCXT ccxt MCP server Connects AI assistants to 100+ crypto exchanges and prediction platforms via CCXT. It provides market data, balance tracking, and guarded order execution. CX Codex +1 ★ 44,583repo stars screenpipe screenpipe MCP server Searches local screen recordings, audio transcripts, and desktop activity. Useful for pulling recent working context into your coding sessions. CX Codex +1 ★ 22,053repo stars Repomix yamadashy MCP server Packs an entire repository into a single file your coding agent can read or search. Handy when the model needs the whole codebase at once. CX Codex +1 ★ 29,027repo stars Compiler Explorer compiler-explorer MCP server Gives your agent access to godbolt.org: compile code, read the assembly, share links. Useful when you want to see what your C++ or Rust actually turns into. CX Codex +1 ★ 19,148repo stars GitDiagram ahmedkhaleel2004 MCP server Turns a public GitHub repository into an architecture diagram with an explanation and Mermaid source. Handy when you need to read unfamiliar code fast. CX Codex +1 ★ 18,446repo stars Coder coder MCP server Connect an AI coding client to Coder to manage workspaces, templates, and cloud development environments. CX Codex +1 ★ 17,160repo stars Metabase metabase MCP server Connects AI assistants directly to a Metabase instance to search catalog items, execute SQL queries, and build charts under user permissions. CX Codex +1 ★ 49,845repo stars tldraw tldraw MCP server Connects an interactive tldraw canvas to an AI agent for drawing, editor actions, and saved canvas state. CX Codex +1 ★ 51,091repo stars Figma-Context-MCP GLips MCP server MCP server that feeds layout data and styles from Figma to your coding assistant. Turn design links into code without pasting screenshots. CX Codex +1 ★ 16,062repo stars apify-mcp-server apify MCP server Connect an AI assistant to Apify Actors to collect data from websites, social platforms, search engines, and maps. Use it when a task calls for a ready-made scraper or crawler. CX Codex +1 ★ 12,927repo stars mcp kubeshark MCP server This MCP server gives AI agents access to Kubernetes network traffic. Use it to inspect API calls, investigate incidents, and trace failures across services. CX Codex +1 ★ 12,109repo stars Windows-MCP CursorTouch MCP server An MCP server that hands your AI agent the Windows desktop: launch apps, click, type, and read window state. CX Codex +1 ★ 10,221repo stars mobilerun droidrun MCP server Lets an agent drive a real Android or iOS device: tap, swipe, type, and carry out multi-step flows described in plain words. CX Codex +1 ★ 9,751repo stars kaneo usekaneo MCP server The official Kaneo MCP server lets your agent read and change tasks, projects and labels from the chat. Useful when your work lives in Kaneo and you'd rather not switch windows. CX Codex +1 ★ 9,602repo stars PraisonAI MervinPraison MCP server Autonomous agent framework with reflection and MCP support. It orchestrates multi-agent tasks directly inside your coding workflow. CX Codex +1 ★ 9,289repo stars openstatus openstatusHQ MCP server Manage openstatus monitors, status pages, incidents, and maintenance windows through an AI agent. CX Codex +1 ★ 9,221repo stars AIHOT KKKKhazix MCP server Connects your agent to the aihot.news feed to search topics, inspect trending AI events, and read curated daily or weekly briefs. CX Codex +1 ★ 8,544repo stars Repowise repowise-dev MCP server Repowise indexes code, call relationships, Git history, tests, and docs so an agent can answer questions about a repository. Use it when an agent needs to trace a change or find unused code. CX Codex +1 ★ 7,891repo stars Sui Knowledge Base (kapa.ai) MystenLabs MCP server Semantic search over Sui documentation and related knowledge sources, powered by kapa.ai. Useful when your agent writes Sui code and needs answers straight from the docs. CX Codex +1 ★ 7,784repo stars Firecrawl MCP Server firecrawl MCP server Extracts clean Markdown from web pages, crawls whole domains, and searches technical or academic papers. Built for AI agents needing live web context. CX Codex +1 ★ 7,676repo stars Agent-Native Assets BuilderIO MCP server Connect an AI agent to a digital asset manager to upload, organize, and find files, then create images and videos in your brand’s style. CX Codex +1 ★ 7,506repo stars basebalance.cloud — x402 RPC & MCP gateway Conway-Research MCP server Paid JSON-RPC to Base over MCP: 10 requests per minute free, then $0.50 per 10k. Comes with failover, cache and a ledger. CX Codex +1 ★ 7,506repo stars MCP Registry Server modelcontextprotocol MCP server Browse MCP servers in the official registry and publish your own with its CLI. Connect it when you want registry access from an MCP client. CX Codex +1 ★ 7,405repo stars Desktop Commander wonderwhy-er MCP server This MCP server lets an agent run terminal commands, work with files, and manage processes. Use it to delegate project edits or document tasks. CX Codex +1 ★ 10,107repo stars claude-flow ruvnet MCP server Connect Claude Code to claude-flow tools for agent coordination and shared task context. The MCP setup uses ANTHROPIC_API_KEY. CX Codex +1 ★ 79,357repo stars Ouroboros Q00 MCP server Turns a vague request into a testable spec through interview, crystallize, execute, evaluate. Useful when your agent keeps guessing requirements and redoing the same work. CX Codex +1 ★ 6,275repo stars Claude Code Ultimate Guide FlorianBruniaux MCP server Searches the Claude Code guide and machine-readable reference indexes directly from any MCP-compatible environment. CX Codex +1 ★ 6,237repo stars

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