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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.

Palinode phasespace-labs MCP server Keeps project memory in Git-tracked Markdown files for AI agents. It prevents agents from repeating discarded technical choices across coding sessions. CX Codex +1 ★ 46repo stars macuse macuse-app MCP server An on-device MCP server that lets your agent read and write Calendar, Mail, Notes, Reminders and Messages, and drive any Mac app. CX Codex +1 ★ 46repo stars kubently kubently MCP server Troubleshoots Kubernetes clusters using natural language prompts. Investigates crashing pods, checks fleet health, and inspects logs straight from your coding agent. CX Codex +1 ★ 46repo stars floom floomhq MCP server The floom MCP server connects an agent to a runtime for background AI workers: deploy, run, schedule and inspect every execution. CX Codex +1 ★ 46repo stars aidex CSCSoftware MCP server A local MCP server that keeps a project index, answers identifier and concept queries, and stores tasks and session notes. Useful when your agent keeps re-reading files. CX Codex +1 ★ 46repo stars Sipcode Anuj7411 MCP server Watches Claude's context window, catches duplicate file reads, and shows where your tokens went. CX Codex +1 ★ 46repo stars WormaCeptor wormaceptor MCP server WormaCeptor lets an agent inspect a running Android debug app, including its requests, crashes, logs and storage. Use it to investigate app issues without pasting logs into chat. CX Codex +1 ★ 46repo stars blockscout-mcp-server blockscout MCP server Feeds an AI agent balances, tokens, NFTs and contract metadata from Blockscout. Handy when you want to inspect a wallet or contract without leaving the editor. CX Codex +1 ★ 46repo stars VMware AIops vmware-skills MCP server Automates VMware vCenter and ESXi virtual machine tasks and troubleshooting using 61 dedicated MCP tools. CX Codex +1 ★ 79repo stars JavaLens pzalutski-pixel MCP server An MCP server that hands your agent 75 semantic Java tools built on Eclipse JDT: reference search, refactoring, type analysis. Useful when text search mixes up overloads and implementations. CX Codex +1 ★ 45repo stars fortnox erp-mafia MCP server Wires the Fortnox accounting system into your AI agent: invoices, customers, suppliers, vouchers and reports. Handy when the books live in Fortnox. CX Codex +1 ★ 45repo stars Backblaze B2 MCP Server backblaze-labs MCP server Backblaze's official MCP server puts B2 storage in your agent's hands: buckets, objects, application keys, Object Lock. Handy when you want to inspect a bucket or push a file without leaving the chat. CX Codex +1 ★ 45repo stars ATXP — Agent Payment & Wallet Infrastructure atxp-dev MCP server Equips AI agents with an Ethereum wallet and pay-as-you-go access to external APIs without managing vendor keys. CX Codex +1 ★ 45repo stars Cartographer BeppeTemp MCP server A team wiki that agents read and extend through MCP tools, with link checks and schema validation on every write. Keeps what one session learned. CX Codex +1 ★ 45repo stars Computer-Use Agents API hcompai MCP server Wires H Company's browser agents into any MCP client. Hand it a task in plain words and get back an answer plus the run's event log. CX Codex +1 ★ 45repo stars Duck Framework MCP duckframework MCP server Remote MCP server for building Python web apps with Duck Framework. Helps AI assistants scaffold project trees, wire routing, and set up reactive UI components. CX Codex +1 ★ 45repo stars Rootly rootlyhq MCP server Gives your coding agent access to Rootly: incidents, on-call schedules, analysis. Handy when you debug a failure without leaving the editor. CX Codex +1 ★ 45repo stars testrail-mcp-server uarlouski MCP server Wires your AI assistant into TestRail so it can look up and draft test cases, start runs, log results and upload attachments without leaving the chat. CX Codex +1 ★ 44repo stars Universal Blockchain MCP nirholas MCP server Connects AI agents to EVM networks and Solana for on-chain DeFi operations, market data feeds, and contract checks. Useful when agents need to perform swaps or pay for APIs via x402. CX Codex +1 ★ 44repo stars gadak midagedev MCP server Copies the Jira Cloud projects and Confluence spaces you pick into a single SQLite file on your disk. From there you query it with SQL, full-text search or a single issue view, offline. CX Codex +1 ★ 44repo stars Agent Memory MCP ipiton MCP server Keeps engineering context, project docs, and incident logs in a local SQLite database. Useful for platform and DevOps teams tracking operational decisions across coding sessions. CX Codex +1 ★ 44repo stars Substack MCP Server conorbronsdon MCP server Brings Substack into your AI assistant: prepare post drafts, search the archive, read analytics, publish Notes. CX Codex +1 ★ 44repo stars Ignite UI Theming MCP Server IgniteUI MCP server Lets an AI assistant write Ignite UI theme code: palettes, typography and light or dark themes in Sass. Handy when you need a starting theme fast. CX Codex +1 ★ 44repo stars mcp-apple-music Cifero74 MCP server Connects Apple Music to your AI assistant for catalog searches, library browsing, and playlist editing. Useful for managing tracks directly in chat. CX Codex +1 ★ 44repo stars git-courer blak0p MCP server Give an AI agent structured access to Git operations, with automatic backups before writes. Useful for isolated work sessions and agent-managed commits. CX Codex +1 ★ 44repo stars Waggle-mcp Abhigyan-Shekhar MCP server Project memory kept as a graph, so decisions and their reasons survive into the next session. Useful when re-pasting context has become a chore. CX Codex +1 ★ 44repo stars Gate Exchange MCP gate MCP server Connects Gate crypto exchange endpoints to AI agents for trading and analytics. It lets tools inspect wallet balances and execute exchange orders over HTTP. CX Codex +1 ★ 44repo stars ContextStream contextstream MCP server A hosted MCP server that gives your agent access to code, docs and saved project decisions. Useful when a fresh session starts from nothing. CX Codex +1 ★ 44repo stars Content Strategy Trends MCP trendsmcp-ai MCP server Gives your agent live trend numbers: keyword history, growth over set windows, and what is ranking on a platform right now. Useful before you commit to a topic. CX Codex +1 ★ 44repo stars Agent Spreadsheet MCP PSU3D0 MCP server Gives coding agents a direct way to inspect and recalculate Excel sheets without relying on desktop office suites. CX Codex +1 ★ 62repo stars socialclaw ndesv21 MCP server Wires your agent to social accounts through a hosted service: schedule, publish, inspect. Needs a workspace key and an active plan. CX Codex +1 ★ 98repo stars lean-memory Wuesteon MCP server Local memory for MCP agents: facts from a conversation land in a SQLite file and come back through hybrid search. Nothing leaves your machine. CX Codex +1 ★ 43repo stars Bitrise bitrise-io MCP server Wires your coding agent into Bitrise so it can inspect builds, explain failures and pull artifacts. Useful when iOS, Android, Flutter or RN CI runs on Bitrise. CX Codex +1 ★ 43repo stars test-coverage-mcp goldbergyoni MCP server Feeds your coding agent real coverage numbers from an LCOV file, so it can tell whether its edits helped or hurt the tests. CX Codex +1 ★ 42repo stars dittu Manish-Tamang MCP server Clones any public website's frontend into Next.js or Astro components and verifies visual accuracy with pixel diffs. CX Codex +1 ★ 42repo stars trayd-mcp trayders MCP server A remote MCP server for trading Robinhood directly from conversational agents. It handles live stock quotes, order placements, and long-term strategy notes. CX Codex +1 ★ 42repo stars alive-analysis with-geun MCP server Tracks data investigations in Markdown files across a five-stage ALIVE loop. It keeps reasoning, hypotheses, and conclusions searchable in your repo. CX Codex +1 ★ 41repo stars Agent MCP Gateway roddutra MCP server A proxy in front of your MCP servers. Three tools load at startup instead of every tool definition, and each subagent gets access by policy. CX Codex +1 ★ 41repo stars LogiSheets logisky MCP server A local Rust spreadsheet engine that replaces cell coordinates with named tables. Agents build genuine .xlsx files without breaking formulas on row shifts. CX Codex +1 ★ 41repo stars confdiff-mcp esperanza-volkov MCP server Diffs config files by parsed data instead of characters. Your agent sees the real changes and never gets the secrets. CX Codex +1 ★ 41repo stars

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