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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.

Oya Browser OyadotAI MCP server Gives your agent a real Chrome: opens pages, reads them as numbered markdown, clicks and types. You watch the run and can take control. CX Codex +1 ★ 351repo stars COTAL actions (cotal.ai) Cotal-AI MCP server A remote MCP server for cotal.ai that gives your agent product overview, site search, build log, feedback, Cloud waitlist, updates and calls. CX Codex +1 ★ 349repo stars humanizer-ru ilyautov MCP server Detects AI patterns and boilerplate in Russian text. It helps agents perform targeted stylistic editing without rewriting the underlying message. CX Codex +1 ★ 489repo stars mcp-documentation-server andrea9293 MCP server A local document store with semantic search for AI coding agents. Useful when the agent should search your own notes instead of the web. CX Codex +1 ★ 343repo stars Unity MCP isuzu-shiranui MCP server Hosts an MCP endpoint directly inside Unity Editor to inspect logs and modify project scenes directly from your AI agent. CX Codex +1 ★ 335repo stars ori-memory aayoawoyemi MCP server Keeps agent memory available across sessions, clients, and machines, with search over linked knowledge. Useful when project context needs to outlast a single chat. CX Codex +1 ★ 333repo stars tw-legal-rag aa0101181514 MCP server Connects an AI assistant to semantic search over Taiwan court judgments and administrative interpretations, with citation checks on every bundle. CX Codex +1 ★ 333repo stars no_human no-human-ai MCP server An MCP server that files a task with your local nohuman and reports back on it. Useful when you want to drive no_human from inside your agent. CX Codex +1 ★ 331repo stars AKShare agentpit-io MCP server Gives the model three tools to search, inspect and call AKShare functions for China market data. Useful when a fixed list of sources is not enough. CX Codex +1 ★ 570repo stars Audio audiojs MCP server An MCP server for audio work: it measures loudness, checks specs, cleans recordings, applies EQ, cuts files, and converts formats. CX Codex +1 ★ 329repo stars Context Engine melonelish MCP server Prepares dense, noise-free context from logs, RAG chunks, and code for LLMs. It trims boilerplate repetitions and sorts key evidence within a token budget. CX Codex +1 ★ 326repo stars mcp-server-tauri hypothesi MCP server An MCP server for Tauri v2 apps that lets AI agents inspect the UI, read logs, monitor IPC, and run debugging actions. CX Codex +1 ★ 326repo stars Postman MCP Server postmanlabs MCP server Connect Claude Code to Postman to work with collections, workspaces, and API definitions from your editor. Choose a tool mode based on what you need the agent to access. CX Codex +1 ★ 325repo stars Jacobian morluto MCP server Hands your agent a set of typed math operations: find one, run it, pass the result on. Useful when you need an exact answer instead of a guess. CX Codex +1 ★ 322repo stars spotifyscraper AliAkhtari78 MCP server An MCP server for fetching public Spotify metadata, track lyrics, and podcast details. Works without official developer API keys. CX Codex +1 ★ 322repo stars mcp-server PackmindHub MCP server Connects team engineering playbooks and shared coding standards from Packmind directly to AI coding agents. CX Codex +1 ★ 319repo stars Apollo MCP Server apollographql MCP server Turns GraphQL operations into tools an AI agent can call by name. Useful when a model needs to reach your GraphQL API for real, not just read a description of it. CX Codex +1 ★ 317repo stars shodh-memory varun29ankuS MCP server Equips your agent with three-tier cognitive memory, vector semantic search, and a built-in GTD task manager. CX Codex +1 ★ 315repo stars dashclaw ucsandman MCP server Evaluates governance policies and halts execution until human operator approval. Keeps an audit trail for automated workflows. CX Codex +1 ★ 313repo stars Beancount.io bex-co MCP server Connects your AI agent to a hosted Beancount ledger: BQL queries, reports, files and bank imports. CX Codex +1 ★ 313repo stars Search Console MCP saurabhsharma2u MCP server Wires Google Search Console, Bing, GA4 and AdSense into your AI agent so you can ask about traffic, rankings and revenue without exporting CSVs. CX Codex +1 ★ 308repo stars canvas-mcp vishalsachdev MCP server Connects Claude Code to Canvas LMS for course data, assignments, grades, and content. It serves both student and educator workflows through MCP tools. CX Codex +1 ★ 307repo stars domain-check saidutt46 MCP server Checks domain availability through RDAP and embedded WHOIS directly from your AI agent. Helps discover project names or verify hundreds of extensions in batch. CX Codex +1 ★ 306repo stars homebutler Higangssh MCP server Keeps a snapshot of your homelab server and reports what moved since the last look: containers, ports, disks, backups. CX Codex +1 ★ 305repo stars HeyClaude — Claude & AI workflow directory JSONbored MCP server An MCP server that searches the HeyClaude directory of agents, MCP servers, skills, hooks, commands and prompts. Handy when you need a ready-made piece for a task. CX Codex +1 ★ 304repo stars AsDecided asdecided MCP server Grants coding agents read-only access to local architectural decisions and project roadmaps. It works entirely offline without embeddings or runtime model calls. CX Codex +1 ★ 299repo stars Tetrees MCP TetreesEX MCP server Connects coding agents to Tetrees AI Packs (.taip) to discover tools, inspect verification reports, and quote task runs. CX Codex +1 ★ 298repo stars BankMCP™ noskillish MCP server Self-hosted read-only MCP server connecting personal bank accounts to AI tools via Enable Banking. Lets assistants inspect balances without payment permissions. CX Codex +1 ★ 291repo stars google-surf-mcp HarimxChoi MCP server This MCP server searches the web, papers, and code, then stores results in a local project knowledge graph. Use it for research and codebase discovery. CX Codex +1 ★ 291repo stars PMB AI oleksiijko MCP server Local memory for your coding agent: decisions, lessons and project structure live in SQLite and come back in later sessions. No cloud, no API keys. CX Codex +1 ★ 286repo stars Guaardvark guaardvark MCP server Hooks your agent up to a self-hosted studio on your own GPU: chat over your files, plus video, image, music and voice generation. The Guaardvark app must be installed. CX Codex +1 ★ 282repo stars GeoLens geolens-io MCP server Hooks your coding agent up to a GeoLens instance so it can list datasets, read schemas, features and maps, and run read-only SQL during a dev session. CX Codex +1 ★ 281repo stars openbrowser-ai billy-enrizky MCP server Runs browser automation via direct Chrome DevTools Protocol commands and async Python execution. Useful for scraping dynamic pages, inspecting forms, and capturing screenshots. CX Codex +1 ★ 279repo stars Speakeasy Platform MCP speakeasy-api MCP server Links coding agents to the Speakeasy AI Control Plane to enforce tool permissions, scrub sensitive data, and monitor token expenses across teams. CX Codex +1 ★ 275repo stars CrowdStrike Falcon MCP Server CrowdStrike MCP server Wires your AI agent into the CrowdStrike Falcon platform: detections, threat intel, host management. Handy when you want to triage incidents without leaving the chat. CX Codex +1 ★ 273repo stars claude-code-organizer mcpware MCP server A local dashboard that shows what your AI coding harness actually loads: memories, skills, agents, hooks, MCP servers and settings. CX Codex +1 ★ 384repo stars stata-mcp SepineTam MCP server An MCP server that lets your AI agent call local Stata for regressions, econometrics and paper replication. Your data and license stay on your machine. CX Codex +1 ★ 270repo stars gopeak HaD0Yun MCP server gopeak connects an AI assistant to Godot projects so it can run games, inspect project state, and help debug errors. It requires Godot 4.x and Node.js 18+. CX Codex +1 ★ 269repo stars ResiMind 1105216375-alt MCP server A local MCP server for exact algebra and a memory of rules that passed checking. Domain checks decide which steps become facts. CX Codex +1 ★ 269repo stars Actual Budget MCP Server s-stefanov MCP server Gives an AI assistant access to your Actual Budget data: accounts, transactions, categories and reports, all through plain-language requests. CX Codex +1 ★ 268repo stars

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