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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.

Horosa Skill Horace-Maxwell MCP server A local MCP server for astrology and metaphysics calculations. Use it when an AI client needs offline tools, traceable results, and saved reports. CX Codex +1 ★ 477repo stars Tidewave Rails tidewave-ai MCP server Connects coding agents to a live Ruby on Rails application over HTTP. Lets models evaluate code in runtime, query databases, and resolve method locations. CX Codex +1 ★ 476repo stars EVMole cdump MCP server A local MCP server that inspects deployed EVM runtime bytecode: function selectors, arguments, mutability, storage access and compiler metadata. CX Codex +1 ★ 473repo stars Superserve superserve-ai MCP server Gives your agent isolated Firecracker microVMs: create a sandbox, run a command, move files around. Useful when code has to run off your own machine. CX Codex +1 ★ 467repo stars rustunnel joaoh82 MCP server Gives AI agents public HTTPS, TCP, and UDP addresses for localhost services. Useful when an agent needs to reach a local app. CX Codex +1 ★ 657repo stars gk-cli gitkraken MCP server A local MCP server for working with Git, GitHub, GitLab, Bitbucket and Jira through an AI agent. It also supports workflows across multiple repositories. CX Codex +1 ★ 462repo stars Atlassian Rovo MCP Server atlassian MCP server Connects Claude Code to Jira, Confluence, Loom, and other Atlassian services. Use it to search, create, and update work data from an AI client. CX Codex +1 ★ 1,121repo stars beever-atlas Beever-AI MCP server This MCP server turns team chats into a linked knowledge base and cited wiki. Use it when an agent needs answers grounded in past discussions. CX Codex +1 ★ 451repo stars mcp-server-trello delorenj MCP server MCP server connecting AI agents to Trello boards, cards, checklists, and comments. Handles rate limits and acceptance criteria extraction. CX Codex +1 ★ 447repo stars abell abelljs MCP server This MCP server connects AI coding tools with Abell, a static-site generator. Use it when you want to work with Abell from Claude Code or another supported client. CX Codex +1 ★ 444repo stars godot-mcp tomyud1 MCP server Connects AI assistants directly to the Godot 4.4+ editor to inspect and edit scenes, nodes, and scripts without switching windows. CX Codex +1 ★ 443repo stars spec-driven-development formulahendry MCP server This MCP server guides an agent from requirements to a design document and implementation code. Use it to give a project a written specification before code generation. CX Codex +1 ★ 438repo stars Code Context Engine elara-labs MCP server A local index of your codebase so the agent searches it instead of re-reading files. Cuts input tokens on long sessions. CX Codex +1 ★ 437repo stars Molio Knowledge Base zhuzhaoyun MCP server Connects Claude Code to a local Molio knowledge base for search, reading, browsing, and AI Q&A. Useful when an agent needs access to your stored materials. CX Codex +1 ★ 434repo stars context neuledge MCP server A local MCP server that hands documentation to your AI agent without touching the network. Useful when you need fast doc lookup inside a closed environment. CX Codex +1 ★ 428repo stars marm-mcp-server Lyellr88 MCP server This server gives AI agents shared local memory for notes, decisions, and project history. It can also index a repository so agents can find symbols and trace code paths. CX Codex +1 ★ 422repo stars mcp-local-rag shinpr MCP server Local semantic and keyword search for PDF, DOCX, and Markdown files without sending data to external APIs. Useful for querying internal technical docs directly from an agent. CX Codex +1 ★ 421repo stars shaft-mcp ShaftHQ MCP server An MCP server for browser automation and offline failure diagnosis. Useful when an agent writes or fixes SHAFT tests. CX Codex +1 ★ 417repo stars uniprof indragiek MCP server Profiles CPU usage across runtimes without code modifications or extra packages. Gives AI assistants structured data on execution bottlenecks. CX Codex +1 ★ 409repo stars Equation.io aantthony MCP server Turns equations into interactive 2D and 3D graphs and returns a link that carries the whole graph state. Handy when a formula needs a picture in the reply. CX Codex +1 ★ 408repo stars clawdcursor AmrDab MCP server Lets an agent drive the desktop: turns the screen into a UI map and clicks elements by stable id. Useful when the app has no API but the task still has to get done. CX Codex +1 ★ 406repo stars PageIndex MCP VectifyAI MCP server This MCP server lets an agent search long PDFs through document structure and reasoning. It works with local and online files. CX Codex +1 ★ 404repo stars nanobanana-mcp-server zhongweili MCP server An MCP server that hands your coding agent image generation and editing through Gemini models. Useful when you want pictures without leaving the session. CX Codex +1 ★ 401repo stars Bagel Extelligence-ai MCP server Bagel lets an agent inspect robotics, drone, and IoT data through natural-language requests. Use it to audit logs or keep important edge-data windows. CX Codex +1 ★ 399repo stars MCPProxy smart-mcp-proxy MCP server A local proxy in front of every MCP server you run: the agent loads a short list of search tools, and new servers stay quarantined until you approve them. CX Codex +1 ★ 398repo stars Ghost in the Droid ghost-in-the-droid MCP server MCP server connecting LLM agents to physical or emulated Android and iOS devices. Gives your agent 62 mobile automation tools to inspect screens, tap, swipe, and type. CX Codex +1 ★ 397repo stars flutter-skill ai-dashboad MCP server Hooks an AI agent into a running app so it can see the screen, tap buttons and type text. You describe the test in plain words. CX Codex +1 ★ 395repo stars Martin Loop Keesan12 MCP server Martin Loop puts budgets, stop conditions, verification, and recovery around coding-agent jobs. Use it when a run needs a clear handoff and stored evidence. CX Codex +1 ★ 394repo stars ruv-swarm ruvnet MCP server Spins up a swarm of lightweight Rust and WebAssembly neural networks so agents can split a coding task between them. Useful when one agent is not enough. CX Codex +1 ★ 387repo stars Computer Use domdomegg MCP server An MCP server that gives your model desktop control through screenshots and keyboard actions. It automates local GUI tasks directly from your prompt. CX Codex +1 ★ 387repo stars Google News lewisdonovan MCP server Search Google News, fetch regional top stories, and scrape article contents without an API key or a headless browser. CX Codex +1 ★ 384repo stars mcptoon activeing123 MCP server Compacts MCP tool schemas down to 581 tokens to protect your model context. Useful when running dozens of local tools across desktop and CLI agents. CX Codex +1 ★ 382repo stars agent-recall Goldentrii MCP server Saves the fixes you tell your agent and checks later whether it stopped repeating the mistake. Records stay on your disk. CX Codex +1 ★ 372repo stars Everything Search mamertofabian MCP server This MCP server lets an agent search files and folders through the native index on Windows, macOS, or Linux. Use it for project-wide file lookup. CX Codex +1 ★ 367repo stars mcp-server mapbox MCP server Connects Mapbox location APIs to your AI assistant for geocoding, multi-modal routing, and map rendering. Helpful when building travel planners or spatial query assistants. CX Codex +1 ★ 363repo stars DBCode dbcodeio MCP server DBCode lets an AI agent query and inspect databases through your existing DBCode connections. It fits database work across PostgreSQL, MySQL, MongoDB, and more. CX Codex +1 ★ 360repo stars DeepSeek MCP Server DMontgomery40 MCP server Wires DeepSeek models into your coding agent: chat with images, FIM code completion, model discovery and balance checks. CX Codex +1 ★ 359repo stars mcp-omnisearch spences10 MCP server Combines web search, sourced AI answers, GitHub search, and webpage extraction. Use it when an agent needs to gather information from several services. CX Codex +1 ★ 357repo stars Funplay Cocos MCP FunplayAI MCP server Embeds an MCP server inside the Cocos Creator editor so an AI assistant can inspect and drive the running project. CX Codex +1 ★ 357repo stars Graphicle Graphicle-AI MCP server Turns a repository into a code graph, keeps your project's notes, and hands the agent excerpts with file and line references. Runs locally. CX Codex +1 ★ 352repo stars

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