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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.

pond tenequm MCP server pond archives agent sessions and exposes them to search over MCP. Use it to retrieve an earlier fix or resume a session in another supported client. CX Codex +1 ★ 87repo stars Shuttle grarcht MCP server An MCP server that gives your agent the docs and recipes for the Shuttle Android framework, so large objects stop blowing up binder transactions. CX Codex +1 ★ 87repo stars mcp-cn-commerce TonyWang-hub MCP server Read-only stdio MCP server suite connecting AI agents to merchant operational metrics across Chinese marketplaces like Doudian, Taobao, and JD. CX Codex +1 ★ 87repo stars repo-graph James-Chahwan MCP server Builds a structural graph of your codebase — entities, calls, routes — so the agent navigates by relationships instead of reading everything and guessing. CX Codex +1 ★ 87repo stars CodeNib sysevol-ai MCP server CodeNib gives coding agents source-aware search and graph navigation across symbols. Use it when a repository needs traceable code exploration. CX Codex +1 ★ 87repo stars seo-audit-console houtini-ai MCP server Joins Search Console history with a live crawl, then ranks each finding by the clicks a fix could bring back. CX Codex +1 ★ 86repo stars xMatrix LambdaLabsHQ MCP server xMatrix gives people and coding agents shared channels. Mention an agent in a message to launch it in your repository and get its reply in a thread. CX Codex +1 ★ 86repo stars redmine-mcp-server jztan MCP server Wires an AI assistant into your Redmine instance so issues, projects, wikis, time entries and attachments show up as agent tools. Handy when triage should not mean tabbing into a browser. CX Codex +1 ★ 85repo stars hotelbooking-ai RollingGo-AI MCP server Gives your agent hotel search and booking tools: live prices, property details and search tags arrive inside the conversation. Useful when an agent builds a trip. CX Codex +1 ★ 85repo stars ae-mcp JUNKDOGE-JOE MCP server Connects AI assistants to an active After Effects session over MCP. It lets models inspect compositions, edit keyframes, and preview rendered frames. CX Codex +1 ★ 85repo stars tela zcag MCP server Links your self-hosted Tela workspace to AI assistants for browsing and editing pages. Helps agents search team documentation and store project notes. CX Codex +1 ★ 85repo stars mcp keboola MCP server Connect Claude Code to Keboola so an agent can query tables, create SQL transformations, and run jobs. Useful when you want to work with project data through natural-language requests. CX Codex +1 ★ 85repo stars GitHits githits-com MCP server Hooks your agent up to public open-source: code, docs, examples, vulnerabilities and changelogs. Useful when the model is guessing and local repo context runs out. CX Codex +1 ★ 119repo stars altium-designer-mcp embedded-society MCP server Gives AI agents file operations to generate and manage Altium Designer libraries. Helpful when turning datasheet specs into valid .PcbLib and .SchLib assets. CX Codex +1 ★ 84repo stars Kibana TocharianOU MCP server An MCP server that connects Kibana to your AI client, so you can check status, search saved objects and call the Kibana API from chat. CX Codex +1 ★ 84repo stars WTFM SupportPages-io MCP server Drafts end-user documentation from your repository and renders UI screenshots without launching the target application. CX Codex +1 ★ 84repo stars threadline-mcp JKHeadley MCP server An MCP server that lets your AI agent find other agents on the Threadline relay, message them, and pick up the replies. Useful when the task needs another agent on the other end. CX Codex +1 ★ 84repo stars mcp-server cap-js MCP server Lets your AI agent inspect a CDS project and search the CAP documentation, so its answers rest on the real model instead of guesses. CX Codex +1 ★ 117repo stars OrchestKit Docs MCP yonatangross MCP server Read-only MCP server for OrchestKit documentation. It searches manuals with full-text queries and extracts Markdown pages without credentials. CX Codex +1 ★ 298repo stars Transcripted r3dbars MCP server Give an AI read-only access to search and open notes saved by Transcripted. Useful for finding decisions or follow-ups from past meetings. CX Codex +1 ★ 82repo stars jDataMunch MCP jgravelle MCP server Local tabular retrieval for CSV, Excel, Parquet, and JSONL without dumping millions of raw rows into LLM context. It aggregates and filters datasets on your machine. CX Codex +1 ★ 82repo stars plumb-mcp tathagat22 MCP server Bidirectional MCP server for Figma and code: transforms layouts into React, verifies rendered UI against the source, and drafts Figma designs from prompts. CX Codex +1 ★ 81repo stars sverklo sverklo MCP server sverklo gives coding agents repository context through symbols, relationships, diffs, and Git decisions. Use it before edits that require more than an exact-string search. CX Codex +1 ★ 81repo stars brain — the recorder mordechaipotash MCP server Records Claude, Codex and Pi sessions before cleanup deletes them, then makes them searchable with citations you can verify. CX Codex +1 ★ 81repo stars robrain adelinamart MCP server Stores engineering decisions and rejected alternatives in Postgres. Prevents coding agents from repeating approaches your team already dismissed. CX Codex +1 ★ 81repo stars CogniCore cognicore-dev MCP server CogniCore gives agents persistent memory across sessions, reflects on failed attempts, and screens unsafe prompts. It works through an MCP connection. CX Codex +1 ★ 81repo stars Nutrition MCP akutishevsky MCP server A hosted server that keeps a food diary through chat: meals and macros, USDA and barcode lookups, history, and a CSV import from another tracker. CX Codex +1 ★ 81repo stars MarkuprPlus hashfunction MCP server Records your screen and voice, then hands back one annotated frame per mark. Useful when your agent needs to see the bug instead of reading about it. CX Codex +1 ★ 80repo stars Lific VoidNullable MCP server Lific keeps issues and plans in SQLite and exposes them to AI agents through MCP. It fits work that must continue after a session ends. CX Codex +1 ★ 80repo stars picocalc-mcp LofiFren MCP server An MCP server that lets your AI assistant reach a MicroPython PicoCalc over USB: write code, push it, test on the device. CX Codex +1 ★ 80repo stars cybersec-toolkit 26zl MCP server This MCP server lets an agent find and run security tools for CTFs, pentests, and DFIR. External targets and script execution need explicit permission. CX Codex +1 ★ 80repo stars ExecBro igorzheludkov MCP server Hooks an AI agent into a running React Native app: reads logs and network traffic, taps the UI, takes screenshots and runs JS inside the app. CX Codex +1 ★ 80repo stars Dabble Me Journal parterburn MCP server Connects Dabble Me to an AI client through OAuth for journal search, analysis, and entry creation. A PRO subscription is required. CX Codex +1 ★ 80repo stars membase unibaseio MCP server The membase MCP server gives agents one long-term memory: search, profile, adding facts and documents. Handy when you switch between models and tools. CX Codex +1 ★ 80repo stars logclaw-mcp-server logclaw MCP server Connects AI agents to LogClaw incidents, logs, and anomaly detections. Works with cloud API or self-hosted instances. CX Codex +1 ★ 79repo stars raxol DROOdotFOO MCP server An Elixir and OTP runtime that exposes UI component trees as MCP tools for agents without pixel scraping. CX Codex +1 ★ 79repo stars Skill of Skills the911fund MCP server An MCP server that puts a quality-ranked catalog of coding skills, plugins and MCP servers inside your agent. Good for picking tools without tab-hopping. CX Codex +1 ★ 79repo stars Preloop preloop MCP server Sits between your agent and its tools, allowing, denying or holding each call for approval. Adds budgets and per-model spend tracking. CX Codex +1 ★ 79repo stars Tailwind Shades bourhaouta MCP server Turns any color into a full Tailwind palette from 50 to 950 and finds the closest default shade, so the agent stops guessing. CX Codex +1 ★ 78repo stars Skillsmith smith-horn MCP server A team-scoped registry for agent skills: publish with versions, scan for risk, track what actually gets used. Useful once more than one team ships skills. CX Codex +1 ★ 77repo stars

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