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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.

CAPI Gateway surisoft-io MCP server Turns an existing REST API into an MCP tool with no changes on the backend. Register the service in Consul and the agent sees its tools right away. CX Codex +1 ★ 10repo stars fabric-dw sdebruyn MCP server An MCP server and CLI for Microsoft Fabric Data Warehouses and SQL Analytics Endpoints: run queries, read plans, check permissions and statistics from your agent. CX Codex +1 ★ 10repo stars resonite-mcp sandraschi MCP server This MCP server connects an AI assistant to Resonite for natural-language control of avatars, worlds, objects, and sessions. CX Codex +1 ★ 10repo stars WordPress MCP Server rnaga MCP server An MCP server that hands your assistant the WordPress database: posts, comments, users, terms, metadata and site settings. Useful when you edit content from a chat instead of wp-admin. CX Codex +1 ★ 10repo stars GodotLens pzalutski-pixel MCP server Connects coding agents to Godot 4.6+ to inspect GDScript, validate scene hierarchies, and drive gameplay headlessly without manual playtesting. CX Codex +1 ★ 10repo stars limps paulbreuler MCP server limps gives AI agents a shared local layer for Markdown files, plans, and task states. Use it when several MCP clients need the same project context. CX Codex +1 ★ 10repo stars heor-agent neptun2000 MCP server An MCP server for literature review, health economics models, and HTA dossier work. Connect it to Claude Code or another supported MCP host. CX Codex +1 ★ 10repo stars Gemini Media mordor-forge MCP server An MCP server that hands your agent Google's generative media models: images, video, speech and music. Useful when assets are needed mid-build. CX Codex +1 ★ 10repo stars Clipboard MCP mnardit MCP server Connects AI assistants directly to your system clipboard for reading and writing text without manual pasting. Handy for passing errors, rich text, or code straight to the agent. CX Codex +1 ★ 10repo stars Agent Relay mmmikael MCP server This MCP server lets an agent place files in an encrypted inbox and wait for human approval. Use it for reviewed deliveries and email drafts. CX Codex +1 ★ 10repo stars Zabbix MCP mhajder MCP server A Python MCP server that lets an AI agent read and change Zabbix data: hosts, triggers, problems, maintenance windows. CX Codex +1 ★ 10repo stars Cities2 MCP and Modding Toolkit mayor-modder MCP server A local MCP server for Cities: Skylines II questions and mod projects. It gives agents searchable game references and tools for building mods. CX Codex +1 ★ 10repo stars IBM Maximo markusvankempen MCP server Wires your AI assistant into IBM Maximo: it finds object structures, shows field schemas, runs OSLC queries and writes records back. CX Codex +1 ★ 10repo stars MGI-Mind madgodinc MCP server A local memory layer for AI agents with hybrid retrieval, a fact graph, and audit history. Useful when context must persist across sessions. CX Codex +1 ★ 10repo stars lynx lorenzo-cambiaghi MCP server A local MCP server that answers what grep cannot: who calls this, what breaks if I change it, where the code behind a behaviour lives. CX Codex +1 ★ 10repo stars Lockstep lockstep-team-agent MCP server Supplies AI coding agents with verified engineering decisions directly at session start. Catches changes that contradict agreed team rules before code ships. CX Codex +1 ★ 10repo stars Lightning Wallet lightningfaucet MCP server Hands an AI agent a Bitcoin wallet over Lightning Network: pays invoices and Lightning addresses, settles L402 and X402 APIs. Useful when your agent has to pay for access. CX Codex +1 ★ 10repo stars canicode let-sunny MCP server Audits Figma files before code generation, flags missing states and saves developer specifications into Dev Mode annotations. CX Codex +1 ★ 10repo stars ducklab jrullan MCP server A self-hosted harness that walks a project from brief to release with several models in fixed seats. Whether work passes is decided by a test command's exit code, not by a model. CX Codex +1 ★ 10repo stars mailbox-mcp jgalea MCP server Connects Gmail, IMAP, and JMAP mailboxes to your AI workflow. Reads threads, drafts replies, and filters hidden prompt injections. CX Codex +1 ★ 10repo stars hivemind hiveforge-sh MCP server Connects local Obsidian vaults to coding assistants via MCP. Keeps AI responses grounded in verified notes and project lore without hallucinations. CX Codex +1 ★ 10repo stars Word AI flyfish-dev MCP server Modifies Word DOCX files with atomic patches while preserving styles, tables, and numbering intact. Useful for safe agentic document updates without markup distortion. CX Codex +1 ★ 10repo stars dbgprobe-mcp-server es617 MCP server Connects AI assistants to hardware debug probes over the MCP protocol. It lets agents flash target chips, inspect memory, and set breakpoints from conversation. CX Codex +1 ★ 10repo stars Decompose echology-io MCP server Splits text into semantic units tagged by authority, risk and attention. Useful when an agent has to read a spec or contract before reasoning over it. CX Codex +1 ★ 10repo stars Zotero Native MCP dvdsosa MCP server Links AI assistants to a local Zotero 10 library without plugins or web credentials. It lets models query citations, manage collections, and link PDF files on disk. CX Codex +1 ★ 10repo stars KLYPIX Shared Project Memory dahshanlabs MCP server An MCP server keeps project decisions, corrections, and handoffs in brain.klypix so separate coding sessions can use the same context. CX Codex +1 ★ 10repo stars Krita Codex MCP cyyprezz MCP server A local MCP server that lets your agent read a Krita document, paint with native brushes and export files. Useful when artwork is driven from code. CX Codex +1 ★ 10repo stars Orchestrator crAK1644 MCP server A local MCP server that lets one coding agent consult another — Codex, Claude, OpenCode, GitHub Copilot or Antigravity. Handy when a diff needs a second pair of eyes. CX Codex +1 ★ 10repo stars Pipedrive CRM ckalima MCP server Wires Pipedrive into your AI assistant with 155 tools covering deals, contacts, organizations and activities. Capability modes decide what the agent can even see. CX Codex +1 ★ 10repo stars Callosium callosium MCP server Connects your AI assistants to a single memory stored in local Markdown files. Keeps your notes private and stops repetitive project explanations. CX Codex +1 ★ 10repo stars canvas-lms-mcp bruchris MCP server Brings Canvas LMS into your AI agent: read courses and assignments, post grades, handle files and admin tasks. CX Codex +1 ★ 10repo stars memory-arbiter-mcp billy12151 MCP server A local SQLite MCP server for agent memory, traceable facts, version history, and conflict notices. Use it when memory must stay on the machine. CX Codex +1 ★ 10repo stars ControlKeel aryaminus MCP server Enforces project policies on AI agent outputs using deterministic validation checks and human review gates. CX Codex +1 ★ 10repo stars mcp-listen decibri MCP server Lets an agent reach the microphone: list input devices, record a WAV file, transcribe speech on the same machine and hand the text to Ollama. CX Codex +1 ★ 10repo stars Lore agentkitai MCP server Lore gives AI agents shared memory, semantic recall, and linked facts across sessions. It fits projects where context must persist between agents. CX Codex +1 ★ 10repo stars PostgreSQL MCP Server YawLabs MCP server Gives an agent access to PostgreSQL: queries, schema introspection, EXPLAIN plans and health checks. Read-only unless you opt in. CX Codex +1 ★ 10repo stars Prism Shailesh200 MCP server A local MCP server that hands your agent the right files before an edit and checks what the change left behind. Your code stays on the machine. CX Codex +1 ★ 10repo stars Jev agent tools NomenAK MCP server This MCP server asks evidence-based repository questions, reviews finished diffs, and selects existing tests when code needs investigation. CX Codex +1 ★ 10repo stars genome NORTHTEKDevs MCP server Local memory for AI agents: writes with no LLM calls, semantic recall, offline operation and an auditable fact history. CX Codex +1 ★ 10repo stars since-cutoff MohammadHijjawi97 MCP server Detects Python API calls that changed after your model's cutoff date and writes instructions to keep assistants from using deprecated signatures. CX Codex +1 ★ 10repo stars

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