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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.

AAI Gateway gybob MCP server A gateway that keeps MCP servers and skills in one place: the agent pulls them in on demand and sees a short summary in context. CX Codex +1 ★ 91repo stars agentgate ciceroyang MCP server Audits MCP tools run by agents, collects scanner evidence, and validates setups against safety policies in CI or runtime environments. CX Codex +1 ★ 91repo stars Web Browser (kogiQA) atagon-GmbH MCP server Gives your agent a browser so it can dig into complex web apps: see what the page actually does and track down the bug. CX Codex +1 ★ 91repo stars Lumen ahmedEid1 MCP server Lumen connects AI agents to a learning platform that builds courses and answers questions from lesson material. Use it to create a course from a learning goal or inspect how an agent reached an answer. CX Codex +1 ★ 90repo stars codealive-mcp CodeAlive-AI MCP server Wires your AI agent into CodeAlive: semantic and regex search across indexed repos, file trees, file reads and artifact relationships. CX Codex +1 ★ 90repo stars DispatchSEO NeoZi12 MCP server Connects SEO tools to your coding agent to mine keywords, generate content as pull requests, and monitor search ranking trends. CX Codex +1 ★ 90repo stars trvl MikkoParkkola MCP server Searches flights, hotels and ground transport, merges the sources and hands back one route with the savings spelled out. CX Codex +1 ★ 89repo stars Joxo JoxoAI MCP server Puts every teammate's coding agent into one project with a common task board, a team chat and handoffs that carry the branch and commit. CX Codex +1 ★ 89repo stars alza-mcp lukabudik MCP server Community MCP server to search products on Alza.cz, inspect AlzaBox availability, and manage carts with token-protected checkout. CX Codex +1 ★ 88repo stars Fantasy Football Manager krmisystems MCP server Brings an ESPN fantasy league into an AI client: reads rosters and projections, works out a legal weekly lineup, and files free-agent moves. CX Codex +1 ★ 88repo stars Odoo MCP Pro pantalytics MCP server Connects an AI assistant to Odoo ERP 14–20 so you can search, create and update records by asking. Handy when clicking through the UI for a quick lookup is too slow. CX Codex +1 ★ 88repo stars freeq freeq-irc MCP server Connects AI agents to the freeq network to search discussion history, read channel messages, and verify cryptographic signatures. CX Codex +1 ★ 88repo stars Shuttle grarcht MCP server An MCP server that gives your agent the docs and recipes for the Shuttle Android framework, so large objects stop blowing up binder transactions. CX Codex +1 ★ 87repo stars mcp-cn-commerce TonyWang-hub MCP server Read-only stdio MCP server suite connecting AI agents to merchant operational metrics across Chinese marketplaces like Doudian, Taobao, and JD. CX Codex +1 ★ 87repo stars repo-graph James-Chahwan MCP server Builds a structural graph of your codebase — entities, calls, routes — so the agent navigates by relationships instead of reading everything and guessing. CX Codex +1 ★ 87repo stars seo-audit-console houtini-ai MCP server Joins Search Console history with a live crawl, then ranks each finding by the clicks a fix could bring back. CX Codex +1 ★ 86repo stars redmine-mcp-server jztan MCP server Wires an AI assistant into your Redmine instance so issues, projects, wikis, time entries and attachments show up as agent tools. Handy when triage should not mean tabbing into a browser. CX Codex +1 ★ 85repo stars tela zcag MCP server Links your self-hosted Tela workspace to AI assistants for browsing and editing pages. Helps agents search team documentation and store project notes. CX Codex +1 ★ 85repo stars GitHits githits-com MCP server Hooks your agent up to public open-source: code, docs, examples, vulnerabilities and changelogs. Useful when the model is guessing and local repo context runs out. CX Codex +1 ★ 119repo stars Kibana TocharianOU MCP server An MCP server that connects Kibana to your AI client, so you can check status, search saved objects and call the Kibana API from chat. CX Codex +1 ★ 84repo stars threadline-mcp JKHeadley MCP server An MCP server that lets your AI agent find other agents on the Threadline relay, message them, and pick up the replies. Useful when the task needs another agent on the other end. CX Codex +1 ★ 84repo stars mcp-server cap-js MCP server Lets your AI agent inspect a CDS project and search the CAP documentation, so its answers rest on the real model instead of guesses. CX Codex +1 ★ 117repo stars brain — the recorder mordechaipotash MCP server Records Claude, Codex and Pi sessions before cleanup deletes them, then makes them searchable with citations you can verify. CX Codex +1 ★ 81repo stars MarkuprPlus hashfunction MCP server Records your screen and voice, then hands back one annotated frame per mark. Useful when your agent needs to see the bug instead of reading about it. CX Codex +1 ★ 80repo stars picocalc-mcp LofiFren MCP server An MCP server that lets your AI assistant reach a MicroPython PicoCalc over USB: write code, push it, test on the device. CX Codex +1 ★ 80repo stars ExecBro igorzheludkov MCP server Hooks an AI agent into a running React Native app: reads logs and network traffic, taps the UI, takes screenshots and runs JS inside the app. CX Codex +1 ★ 80repo stars membase unibaseio MCP server The membase MCP server gives agents one long-term memory: search, profile, adding facts and documents. Handy when you switch between models and tools. CX Codex +1 ★ 80repo stars logclaw-mcp-server logclaw MCP server Connects AI agents to LogClaw incidents, logs, and anomaly detections. Works with cloud API or self-hosted instances. CX Codex +1 ★ 79repo stars Skill of Skills the911fund MCP server An MCP server that puts a quality-ranked catalog of coding skills, plugins and MCP servers inside your agent. Good for picking tools without tab-hopping. CX Codex +1 ★ 79repo stars Preloop preloop MCP server Sits between your agent and its tools, allowing, denying or holding each call for approval. Adds budgets and per-model spend tracking. CX Codex +1 ★ 79repo stars Tailwind Shades bourhaouta MCP server Turns any color into a full Tailwind palette from 50 to 950 and finds the closest default shade, so the agent stops guessing. CX Codex +1 ★ 78repo stars Skillsmith smith-horn MCP server A team-scoped registry for agent skills: publish with versions, scan for risk, track what actually gets used. Useful once more than one team ships skills. CX Codex +1 ★ 77repo stars Folio evergreen-it-dev MCP server Lets an AI agent search, read and edit your team wiki — pages, data tables and whiteboards. Useful when docs live in Git next to the code. CX Codex +1 ★ 77repo stars pagespeed-insights-mcp ruslanlap MCP server Wires Google PageSpeed Insights and the Chrome UX Report into your AI client. Useful when a page is slow and you want a ranked list of fixes, not just a score. CX Codex +1 ★ 76repo stars The Brains VicPitic MCP server Wires a searchable set of founder and investor talks, essays and posts into your agent. Every hit comes back with its source. CX Codex +1 ★ 75repo stars mcp-victorialogs VictoriaMetrics MCP server Connects your agent to a VictoriaLogs instance: log queries, streams and fields, stats as metrics. Bundled docs are searchable offline. CX Codex +1 ★ 105repo stars Apple Mail MCP imdinu MCP server An MCP server for reading and searching Apple Mail. Body search runs over an FTS5 index that covers the whole mailbox, not just recent messages. CX Codex +1 ★ 74repo stars LMCP colibird-ai MCP server Connects your AI assistant to email, calendars, messages and files on Mac or Windows. Useful when the answer sits in several apps at once. CX Codex +1 ★ 73repo stars workflowy mholzen MCP server Connects your Workflowy outline to an AI assistant: search, create and edit nodes, run usage reports, work offline from a backup. CX Codex +1 ★ 72repo stars figma-mcp-rust alvinindra MCP server An MCP server that reads and edits a live Figma file through a plugin bridge. No REST API token, no call limits. CX Codex +1 ★ 72repo stars

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