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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.

zaxy syndicalt MCP server Auditable agent memory powered by Eventloom event sourcing and LadybugDB. Keeps session provenance intact with cited facts and replayable execution logs. CX Codex +1 ★ 17repo stars Engram rwnalds MCP server Engram gives agents a shared Markdown vault backed by Git and filters out notes marked as outdated. It suits projects where multiple agents need to read and update the same knowledge base. CX Codex +1 ★ 17repo stars Agentic Task System (ATS) renezander030 MCP server An MCP server that exposes tasks from TickTick, Notion, Obsidian or a markdown folder to any MCP client. Your agent can read, create and link items. CX Codex +1 ★ 17repo stars plonk ostapondo MCP server Gives AI agents tools to manage macOS windows, trigger local OCR, grab screenshots, and save workspaces. Requires the Plonk menu bar app. CX Codex +1 ★ 17repo stars ocm-mcp-server ocm-mcp-server MCP server Lets an AI agent work across several Kubernetes clusters through an Open Cluster Management hub. Reads go through freely, changes wait for policy checks and a human signature. CX Codex +1 ★ 17repo stars MPM-Coding halflifezyf2680 MCP server Indexes code with Tree-sitter, locates symbols via AST, and maps call impacts. Keeps agent context clean in large codebases without grep noise. CX Codex +1 ★ 17repo stars GraphPilot graphpilot-oss MCP server GraphPilot builds a local TypeScript/JavaScript code graph and gives coding agents structural facts about symbols, calls, and change impact. CX Codex +1 ★ 17repo stars matchcn francesco0242 MCP server Discovers shadcn UI components across external registries by behavior and layout description rather than exact package names. CX Codex +1 ★ 17repo stars Geartowns MCP Server drhelius MCP server Connects Geartowns to an AI agent for emulator debugging, including execution control, memory inspection, and hardware status checks. CX Codex +1 ★ 17repo stars mcp-server-polarion devemberx MCP server An MCP server that lets an AI assistant read and modify Polarion ALM documents, work items and test runs. CX Codex +1 ★ 17repo stars cruxible-core cruxible-ai MCP server Deterministic state engine for AI agents. It organizes knowledge in a typed graph, gates unsafe writes with reviews, and tracks outcomes with receipts. CX Codex +1 ★ 17repo stars crabeye-mcp-bridge crabeye-ai MCP server Routes multiple MCP servers through one connection, with searchable tools and execution rules. Useful when an assistant has too many MCP schemas in context. CX Codex +1 ★ 17repo stars mcp-server configcat MCP server Wires your coding agent to ConfigCat so it can read, create and edit feature flags through the Management API without leaving the editor. CX Codex +1 ★ 17repo stars activitypub-mcp cameronrye MCP server Connect LLMs to the Fediverse. It lets assistants inspect Mastodon, Misskey, and ActivityPub actors in read-only mode or publish posts. CX Codex +1 ★ 17repo stars Model Ledger block MCP server Model Ledger maps deployed models, their dependencies, and changes over time. Its MCP server lets an AI agent query that inventory. CX Codex +1 ★ 17repo stars Google Workspace (multi-account) bakissation MCP server Gives an agent 942 tools across 29 Google services and works with any number of accounts, picked by alias or hit all at once. CX Codex +1 ★ 17repo stars Promptheus abhichandra21 MCP server MCP server that refines prompts through adaptive clarification questions. Works with six providers: Google, Anthropic, OpenAI, Groq, Qwen, Zhipu. CX Codex +1 ★ 17repo stars mcp-as-a-judge OtherVibes MCP server A validation layer between your coding assistant and the model: plans, diffs and tests get judged before a task can close. CX Codex +1 ★ 17repo stars Lockkeeper Hannay001 MCP server Selects only the matching skills and MCP tools for each coding prompt to save context. Includes a local firewall against prompt injections. CX Codex +1 ★ 17repo stars calm-mcp Eilodon MCP server calm-mcp gives coding agents a live call graph, dependency context, and checked writes. It fits refactoring tasks where missed callers are risky. CX Codex +1 ★ 17repo stars catalog-cli-pro BWB03 MCP server An MCP server that runs 14 listing quality checks on an Amazon catalog. Point it at a CLR file and read the issues. CX Codex +1 ★ 17repo stars LLMScribe AMRITO-KUNDU MCP server LLMScribe gives an agent a fixed repository map, file search and local reads. Use it when an agent needs focused project context. CX Codex +1 ★ 17repo stars notifyd rmzlb MCP server Gives the agent operator tools for a self-hosted notifyd: digest, jobs, retries, suppressions, test sends. Useful when the instance has no admin UI. CX Codex +1 ★ 17repo stars PipesHub pipeshub-ai MCP server Searches internal workspace platforms like Slack, Jira, and Google Drive while enforcing user permissions. Helpful when agents need direct context from team tools. CX Codex +1 ★ 17repo stars Nexscope nexscope-ai MCP server Remote MCP server over ecommerce APIs: marketplace search on Amazon, Walmart and Ozon, keyword research, background removal. Useful when the agent has to work from live marketplace data. CX Codex +1 ★ 17repo stars ng-blatui anousss007 MCP server The ng-blatui MCP server gives the agent access to a catalog of 157 components, 16 blocks, 70 charts and 35 page templates from the Angular UI library. The agent searches for elements and reads their typed API. CX Codex +1 ★ 17repo stars Komplyt Zero Komplyzen MCP server A shared memory graph for coding agents across multiple editors. It retains technical decisions and reasoning so projects keep context across restarts. CX Codex +1 ★ 17repo stars Perfboard Designer MaurerKrisztian MCP server An MCP server that has your AI agent lay out perfboard and stripboard circuits: it finds parts, writes the board, checks the wiring and hands back an editor link. CX Codex +1 ★ 17repo stars Montycat MCP - Shared Memory for AI Agents MontyGovernance MCP server Shared memory for coding agents: decisions and project context persist between sessions and stay readable from any MCP client you point at it. CX Codex +1 ★ 24repo stars ThumbGate IgorGanapolsky MCP server ThumbGate checks tool calls before execution and stops selected risky actions. Use it when an agent can expose secrets or damage project files. CX Codex +1 ★ 29repo stars Delimit — Keep the state. Change the model. delimit-ai MCP server Stores tasks, architectural notes, and decisions on your workstation across agent runs. Useful when switching between multiple coding assistants without restarting discussions. CX Codex +1 ★ 23repo stars Suede Skills MCP JasonColapietro MCP server Gives agents read-only access to a catalog of 71 Suede skills. Use it to find skills, check install options, and access SEO audit and site grading scaffolds. CX Codex +1 ★ 125repo stars Agent Wikis tonbistudio MCP server Connects coding agents to structured knowledge bases with confidence signals and source tracking. Runs for free without an account. CX Codex +1 ★ 16repo stars skillfed-mcp skill-federation MCP server Finds vetted agent skills from an abstract task description while keeping your plan, files, and output on the local machine. CX Codex +1 ★ 16repo stars mcpsmith sepehr071 MCP server Turns OpenAPI specs, Postman collections, cURL calls, SQL databases and logged-in sites into a handful of agent tools. Handy when you need an MCP server for one specific API without hand-writing it. CX Codex +1 ★ 16repo stars Remembra Relay remembra-ai MCP server Passes Git state, test results, and unfinished work from one coding session to the next. Useful when a different agent or machine picks up the project. CX Codex +1 ★ 16repo stars unbrowser by Unchained protostatis MCP server Stateful web runtime for agents without Chrome: keeps cookies, returns DOM element refs and page signals. CX Codex +1 ★ 16repo stars SperaxOS Sperax MCP server An MCP server linking AI assistants to Sperax DeFi protocols. Inspect USDs stablecoin metrics, veSPA staking details, and Demeter yield farms on Arbitrum. CX Codex +1 ★ 16repo stars MCP Imagenate mimo-3 MCP server Wires image and short-video generation into your coding agent through Google Gemini, Anthropic, BFL FLUX or Reve, with one install line and one set of keys. CX Codex +1 ★ 16repo stars ntobjmanager-mcp lupingQAQ MCP server This server connects AI agents to the NtObjectManager PowerShell module for Windows RPC research. It helps inspect exposed interfaces, check ALPC ports, and study context handles. CX Codex +1 ★ 16repo stars

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