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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.

gitmem gitmem-dev MCP server gitmem keeps decisions, mistakes, and unfinished work available across AI agent sessions. Use it when a project needs durable working context. CX Codex +1 ★ 9repo stars trello-mcp enthouan MCP server Connects coding assistants to Trello boards, cards, and checklists. Useful for managing project tasks directly inside your AI workflow. CX Codex +1 ★ 9repo stars BrandKit MCP ejwhite7 MCP server BrandKit MCP gives AI clients structured access to a company’s verbal and visual brand rules for building sites, apps, and marketing assets. CX Codex +1 ★ 9repo stars Shell Exec domdomegg MCP server Gives your agent two tools: run a bash command, check on a background job. Handy for builds, file searches and long-running servers. CX Codex +1 ★ 9repo stars bezelbub-mcp cwooddgr MCP server Wraps screenshots and screen recordings in iPhone, iPad, Mac and Apple TV bezels. macOS only. CX Codex +1 ★ 9repo stars Causari croviatrust MCP server Tracks how many lines from AI-tagged commits persist via git blame and exposes local agent run logs over MCP. CX Codex +1 ★ 9repo stars calc-mcp coo-quack MCP server calc-mcp gives AI coding clients local tools for calculations, dates, encoding, hashes, and random values. Use it when repeatable results matter. CX Codex +1 ★ 9repo stars Python Docs MCP Server ayhammouda MCP server Provides an offline SQLite index of Python stdlib documentation for coding agents. Fetches exact symbols and sections per language version without scraping web pages. CX Codex +1 ★ 9repo stars mcp-threatintel aplaceforallmystuff MCP server One request checks an IP, domain, hash or URL against OTX, AbuseIPDB, GreyNoise, abuse.ch and Feodo Tracker. Handy during incident response and security research. CX Codex +1 ★ 9repo stars garmin-local-mcp anup-shesh MCP server Downloads Garmin biometric records into a local SQLite store for fast offline queries. It lets coding assistants evaluate recovery trends without hammering remote endpoints. CX Codex +1 ★ 9repo stars Cursor Delegate andreilungeanu MCP server This MCP server hands implementation work to Cursor CLI and returns a structured result for review. It fits multi-file changes and codebase questions. CX Codex +1 ★ 9repo stars Microsoft SQL Server alyiox MCP server Lets your agent read a SQL Server schema, run SELECT-only queries and inspect execution plans. Writes stay off until you turn them on per profile. CX Codex +1 ★ 9repo stars mcp-context-server alex-feel MCP server Saves text and image context across agent runs in SQLite or PostgreSQL. Lets multiple assistants share state across threads with fine-grained access rules. CX Codex +1 ★ 9repo stars Google Search Console acamolese MCP server This MCP server reads Google Search Console data, checks indexing, and builds SEO audits. Use it for recurring reviews and traffic issue analysis. CX Codex +1 ★ 9repo stars tinycontext TinySuiteHQ MCP server Keeps an agent's notes and facts in SQLite and hands back only what fits a set token budget. Useful when old conversations keep bloating the context. CX Codex +1 ★ 9repo stars repo2graph Srinivasan-78 MCP server Maps codebase relationships with Tree-sitter and returns cited code excerpts within a strict token limit. Useful for coding agents tracing cross-file calls without external API keys. CX Codex +1 ★ 9repo stars RoadRaven Shuffzord MCP server Wires your agent into the RoadRaven desktop app so it can read the open roadmap, edit nodes and keep statuses current as work moves. CX Codex +1 ★ 9repo stars PromptBranch PromptBranch MCP server Local-first prompt versioning and library for developers. Lets coding agents query templates, log test runs, and submit revisions without altering active instructions. CX Codex +1 ★ 9repo stars ableton-mind — Ableton Live MCP server Pantani MCP server Control Ableton Live from an MCP client with Live Object Model tools, device knowledge, recipes, and state checks. It fits agent-driven music workflows. CX Codex +1 ★ 9repo stars omnicord OrygnsCode MCP server Controls Discord servers via local bot automation: manages moderation, drafts channel layouts, and runs administrative checks. CX Codex +1 ★ 9repo stars Samsung Notes Mhemd139 MCP server Lets your agent work with the Samsung Notes library on your computer: search it, read handwriting, open attachments and PDFs. Notes stay untouched. CX Codex +1 ★ 9repo stars package-version-check-mcp MShekow MCP server Feeds your coding agent the current version of a dependency instead of the one it remembers. Covers npm, PyPI, Go, Docker, Helm and GitHub Actions. CX Codex +1 ★ 9repo stars Turbo Quant Memory Lexus2016 MCP server A local store of decisions and notes for your coding agent. Search hands back short cards instead of whole documents, and nothing leaves your machine. CX Codex +1 ★ 9repo stars Docker MCP Server L337-org MCP server Hands your agent the Docker API: containers, images, networks, volumes, Swarm. Useful when you need to triage a crash or check disk usage from the chat. CX Codex +1 ★ 9repo stars web-fetch-mcp KylinMountain MCP server This MCP server lets an agent read web pages, summarize them, compare URLs, and pull out requested details. CX Codex +1 ★ 9repo stars personal-finance-mcp JosueM1109 MCP server Brings your banks, cards, loans and brokerage accounts in through Plaid. Ask about your own finances in plain English, with no third-party aggregator in the middle. CX Codex +1 ★ 9repo stars engram HBarefoot MCP server Adds local persistent memory to AI agents using SQLite and on-device embeddings without external APIs. Useful when keeping agent context between sessions entirely on your machine. CX Codex +1 ★ 9repo stars kvm-pilot DustinTrap MCP server MCP server for managing bare-metal machines over IP-KVM, BMC, and SSH without installing background software on the target. CX Codex +1 ★ 9repo stars dakera-mcp Dakera-AI MCP server A self-hosted MCP server that gives agents persistent, searchable memory. Use it when context must carry across sessions. CX Codex +1 ★ 9repo stars agentskb Cranot MCP server Hooks your coding agent up to a base of researched answers on databases, frameworks and infrastructure. Handy when you want a fact with a source link rather than a guess. CX Codex +1 ★ 9repo stars CPersona Cloto-dev MCP server Keeps agent project memory across coding sessions in a local SQLite database using three-layer hybrid retrieval. CX Codex +1 ★ 9repo stars janusmcp Bayway MCP server A local credential broker that sits in front of your MCP servers and keeps several accounts for the same service. Useful when one agent has to act as different clients. CX Codex +1 ★ 9repo stars Citation Intelligence AutomateLab-tech MCP server Tracks which links AI search engines cite in their answers. It checks visibility across Perplexity, Claude, ChatGPT, and Gemini directly from your editor. CX Codex +1 ★ 9repo stars Fitatu MCP Unofficial AndekQR MCP server Connects your personal Fitatu account to coding assistants over MCP. It lets an agent search food catalogs, log meals, and pull daily nutrition stats directly from chat. CX Codex +1 ★ 9repo stars ui-ticket-mcp 0ics-srls MCP server Click an element in the browser, leave a comment, and your coding agent picks it up over MCP and edits the code. Handy when showing a layout beats describing it. CX Codex +1 ★ 9repo stars Labby dinglebear-ai MCP server Labby routes HTTP and stdio MCP servers through one gateway. Use it to filter exposed tools, protect routes, and run Code Mode actions. CX Codex +1 ★ 9repo stars Gerrit Code Review GaijinEntertainment MCP server This MCP server lets an AI agent inspect Gerrit changes, diffs, and discussions, then post reviews or change states when write groups are enabled. CX Codex +1 ★ 9repo stars digline digline MCP server Lets a coding agent inspect stored digline runs, measure a new one and explain the result. Promoting a baseline is not among its tools. CX Codex +1 ★ 9repo stars growmos codician-team MCP server Keeps one shared memory of your repository for you and your agents: answers questions with edge citations, records facts, and fact-checks claims. CX Codex +1 ★ 9repo stars Release Notes Index buildinternet MCP server Supplies AI coding assistants with parsed changelogs and breaking change tags from hundreds of vendors. Handy during package upgrades and bug triage. CX Codex +1 ★ 9repo stars

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