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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.

axe MCP Server dequelabs MCP server This MCP server checks web pages for accessibility issues and gives coding agents source-level fix guidance. It runs through Docker. CX Codex +1 ★ 8repo stars Cytoscape Desktop MCP cytoscape MCP server Connects an AI agent to a running Cytoscape Desktop to load, arrange, and style biological networks when network work needs agent control. CX Codex +1 ★ 8repo stars cygnus-ssh-mcp cygnussystems MCP server Wires your agent into remote servers over SSH and hands it 46 ready-made tools instead of one generic command runner. Linux, macOS, Windows. CX Codex +1 ★ 8repo stars McuBuddy cunjun MCP server MCP server linking AI assistants to physical microcontrollers for hardware debugging, FreeRTOS checks, and Keil firmware builds. CX Codex +1 ★ 8repo stars codeledger codeledgerECF MCP server Scans a repository, picks the files a task needs and writes a context bundle your agent reads before it starts. CX Codex +1 ★ 8repo stars kObsidian bezata MCP server kObsidian gives an AI agent filesystem access to Obsidian vaults and adds an LLM-Wiki layer. Use it to maintain notes and inspect knowledge links. CX Codex +1 ★ 8repo stars safeagent azender1 MCP server Blocks an AI agent from repeating the same action twice by tracking a stable request_id and rejecting duplicate calls. CX Codex +1 ★ 8repo stars mcp-pihole aplaceforallmystuff MCP server Wires Pi-hole v6 into your AI assistant: query stats, allow and deny lists, blocking on and off, all through plain sentences. CX Codex +1 ★ 8repo stars SEO Tools: Yandex Wordstat antohins MCP server Connects official Yandex Wordstat API v2 to an AI client via stdio. It provides keyword frequencies and search trend dynamics in JSON format. CX Codex +1 ★ 8repo stars webshift x-hannibal MCP server webshift searches the web, removes HTML noise, and returns size-controlled text to an agent. Use it when raw page markup is too costly. CX Codex +1 ★ 8repo stars densely alibaizhanov MCP server Packs large logs, JSON and dumps into 2–8x fewer tokens. Expands them back byte for byte, with a sha256 check. CX Codex +1 ★ 8repo stars aiseo-audit agencyenterprise MCP server This MCP server checks web pages for AI search readiness and shows where fetching, interpretation, or reuse of content breaks down. CX Codex +1 ★ 8repo stars wander-agent VirajMishra1 MCP server Connects your AI client to live flight searches, hotel listings, visa rules, and weather forecasts. Useful for building complete travel plans without manual lookups. CX Codex +1 ★ 8repo stars Elasticsearch TocharianOU MCP server Connects an Elasticsearch cluster to an AI agent for data queries, field checks, and security event analysis. CX Codex +1 ★ 8repo stars recall RecallWorks MCP server Local persistent memory for AI agents without external API keys or cloud tokens. It maintains project history and manages multi-agent file locks. CX Codex +1 ★ 8repo stars MetricBridge Apple Health PhilipAD MCP server Serves 190 Apple Health metrics to your agent from a local export: sleep, HRV, resting heart rate, steps, workouts. Read-only, no account, nothing leaves your machine. CX Codex +1 ★ 8repo stars oriel ParadoxInfinite MCP server Controls Docker and Colima environments through MCP clients. Masks runtime secrets and blocks destructive actions without explicit approval. CX Codex +1 ★ 8repo stars crbro-memory Octonove MCP server A local MCP server that keeps an agent's knowledge across sessions: facts, decisions, errors and session summaries stored as files. CX Codex +1 ★ 8repo stars metrillm MetriLLM MCP server Benchmarks local models from Ollama or LM Studio for speed and quality, then says whether your hardware handles them. Works from any MCP client. CX Codex +1 ★ 8repo stars Microsoft Teams API Maxim-Mazurok MCP server Connects Microsoft Teams with AI agents via the chat REST API. It lets your assistant check conversation feeds, post replies, and inspect members. CX Codex +1 ★ 8repo stars MTA:SA Documentation MCP Server Luminaire1337 MCP server Gives AI coding agents structured access to MTA:SA functions, events, and examples. Useful when API discovery should happen inside the coding workflow. CX Codex +1 ★ 8repo stars atest-mcp-server LinuxSuRen MCP server Wires your coding agent to atest so API tests can be run and inspected from the chat. Useful when your test suite already lives in atest. CX Codex +1 ★ 8repo stars komnet Komdosh MCP server Connects AI coding agents asynchronously over an ordinary Git repository. Useful when agents across different machines need to share context without a central server. CX Codex +1 ★ 8repo stars pylon-mcp JustinBeckwith MCP server Connects Claude Code to Pylon for customer support data and actions. Use it to query and update accounts, contacts, issues, tags, teams, and followers. CX Codex +1 ★ 8repo stars Disney Lorcana TCG Collection IcaroBichir MCP server Gives your coding agent Disney Lorcana card data: enrich a TCGPlayer export, look up cards, build and check decks. CX Codex +1 ★ 8repo stars indexio IOServicesLabs MCP server indexio indexes Git repositories and gives coding agents tools for code, symbol, and call-graph search. Use it when agents need context across repositories. CX Codex +1 ★ 8repo stars Fraise FraiseHQ MCP server An MCP server that gives your agent a memory database: it stores facts and pulls them back with FQL queries. Useful when context has to survive between sessions. CX Codex +1 ★ 8repo stars peek Cubenest MCP server peek lets an AI coding agent inspect locally recorded browser sessions and turn a failure into a reproducible Playwright test. CX Codex +1 ★ 8repo stars Covenant Guard open-covenant MCP server Enforces hard spending limits, sandboxes local execution, and logs signed receipts for unattended coding agents. Built for safe autonomous runs without constant human supervision. CX Codex +1 ★ 8repo stars Epoch KyaniteLabs MCP server An MCP server for estimating duration, business days, model costs, and schedule risk. Use it when an agent needs calculations instead of rough guesses. CX Codex +1 ★ 8repo stars formio-mcp formio MCP server Wires your agent into Form.io so it can build forms, resources, actions, roles and projects from chat. Useful when the forms live in Form.io rather than in your code. CX Codex +1 ★ 8repo stars crawlio-browser Crawlio-app MCP server Wires your own Chrome into an AI agent through a browser extension and CDP, so the agent sees the tabs, cookies and pages you already have open. CX Codex +1 ★ 8repo stars FitLLM click6067-ship-it MCP server Checks whether a local LLM fits in the memory of your GPU, multi-GPU rig or Mac, with the VRAM and KV-cache math behind the verdict. CX Codex +1 ★ 8repo stars sms virtualsms-io MCP server An MCP server that provides physical SIM numbers for SMS verification, rentals, and proxies. Useful when agents automate signup and OTP flows. CX Codex +1 ★ 8repo stars Tomba MCP Server tomba-io MCP server Wires the Tomba API into your agent: it looks up addresses by domain or name, checks deliverability, and fills in person and company details. CX Codex +1 ★ 8repo stars SumUp MCP Server sumup MCP server Connects Claude Code to SumUp accounts, payments, customers, and payouts through MCP. Use it to query SumUp data in plain language. CX Codex +1 ★ 8repo stars SammaPix — Image & PDF tools for AI agents samma1997 MCP server Remote MCP server that brings image compression, resizing, and PDF manipulation to AI assistants. Runs over HTTP with zero local dependencies. CX Codex +1 ★ 8repo stars litmus polygraphso MCP server Grades MCP servers and skills using the open behavioral litmus methodology, A to F. Local install runs the full probe suite; hosted endpoint serves lookups only. CX Codex +1 ★ 8repo stars Commit — Supply Chain Risk Scoring piiiico MCP server An MCP server that scores npm, PyPI, Cargo and Go packages by behavioural signals instead of stars or download counts. CX Codex +1 ★ 8repo stars Blue Synergy Cortex novotapeter-bs MCP server External cognitive memory engine backed by PostgreSQL and a knowledge graph. Keeps architectural requirements stable across agent sessions without drift. CX Codex +1 ★ 8repo stars

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