By job / Memory & context
🧠 Best MCP servers for memory & context
The 50 most used MCP servers for memory & context, ranked daily from downloads and GitHub data. Snapshot 2026-10-14.
| # | Server | Weekly downloads | Stars |
|---|---|---|---|
| 1 | mcp-server-chart active A Model Context Protocol server for generating charts using AntV. | 4,606 | 4,397 |
| 2 | sem active Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents | 5,724 | 3,411 |
| 3 | ServiceNow MCP Server (NowAIKit) active ServiceNow MCP server: 450+ tools for Claude, ChatGPT, Copilot & any AI. Read-only by default. | 3,625 | 267 |
| 4 | Memorix active Local-first project memory with legacy MCP and 2026 discovery compatibility. | 1,035 | 841 |
| 5 | Anki MCP Server active MCP server for Anki flashcards: adaptive review, notes, media, and deck management via AnkiConnect. | 1,346 | 515 |
| 6 | mengram activeremote Long-term memory for AI agents: semantic facts, episodic events, and procedural workflows | — | 204 |
| 7 | mcp-arr active MCP server for *arr media suite - Sonarr, Radarr, Lidarr, Readarr, Prowlarr | 1,461 | 226 |
| 8 | Lunch Money active MCP server for managing LunchMoney personal finances: transactions, budgets, categories, and more. | 1,994 | 109 |
| 9 | Acquisition.gov active SAM.gov readiness, entities, exclusions, opportunities, awards, hierarchy, and subawards. 20 tools. | 10.7k | 24 |
| 10 | mcptoon active MCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured). | 1,146 | 219 |
| 11 | sunomcp activeremote MCP server for Suno AI music generation, lyrics, and covers | 1,405 | 67 |
| 12 | Nutrition MCP activeremote Nutrition tracking: log meals and macros, USDA and Open Food Facts lookups, history, app import. | — | 79 |
| 13 | jevmem activenew Automatic project memory for Claude Code. Also works with Cursor and Codex. | 474 | 123 |
| 14 | figma-context-mcp Give your coding agent access to your Figma data. Implement designs in any framework in one-shot. | 106.2k | — |
| 15 | mcp-for-api active MCP (Model Context Protocol) server for Appwrite | — | 72 |
| 16 | Joplin MCP Server active FastMCP server exposing Joplin notes, notebooks, tags, and imports. | 193 | 173 |
| 17 | cap-js/mcp-server Model Context Protocol (MCP) server for AI-assisted development of CAP applications. | 72.1k | — |
| 18 | figma-mcp-rust active Figma MCP server in Rust: plugin bridge, no API token, no rate limits, 73 tools. | 407 | 66 |
| 19 | nx-console A Model Context Protocol server implementation for Nx | 69.1k | — |
| 20 | myc active Task queue, decisions and memory for coding agents. Local SQLite, no network. Requires Bun. | 1,436 | 14 |
| 21 | ResiMind activenew Exact polynomial checks, sparse expansion and verified rule memory. Local MCP tools, no model key. | — | 106 |
| 22 | gdharness active A harness for driving a Godot 4 project from an agent: addons, runtime bridge, MCP server, CLI. | 7,736 | 2 |
| 23 | Kshana PNT-resilience simulator active Validated Kshana PNT simulator: orbits, GNSS, fusion, receiver trust, interference maps. | 1,911 | 6 |
| 24 | seedancemcp activeremote MCP server for ByteDance Seedance AI video generation | 839 | 20 |
| 25 | AlgoVault — Crypto Quant Trade Calls activeremote The Brain Layer for AI Trading Agents — quant calls + cross-venue arb across perp venues via MCP. | 910 | 10 |
| 26 | robrain active Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach. | 105 | 82 |
| 27 | kubernetes-mcp-server A Model Context Protocol (MCP) server for Kubernetes and OpenShift | 13.5k | — |
| 28 | simplenote-mcp active MCP server for reading Simplenote notes across macOS, Linux, and Windows | 317 | 28 |
| 29 | mcp-sitecore-server active A Model Context Protocol server for Sitecore | 96 | 52 |
| 30 | Codex Control Plane MCP active Durable MCP control plane for long-running Codex Desktop tasks. | 65 | 125 |
| 31 | aicanvas active Browse and install 75+ free animated, shadcn-compatible React components from AI Canvas. | 98 | 68 |
| 32 | Midjourney activeremote MCP server for Midjourney AI image generation and editing | 657 | 14 |
| 33 | Codebase Memory Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens. | 9,343 | — |
| 34 | align-cli active Cross-tool decision memory for AI coding agents: search your decision graph, check changes over MCP. | 3,088 | 2 |
| 35 | nakkas at-risk MCP server that turns AI into an SVG artist. One rendering engine, AI decides everything. | 174 | 29 |
| 36 | Bitbucket MCP Model Context Protocol (MCP) server for Bitbucket Cloud and Server API integration | 5,791 | — |
| 37 | BLS OEWS active Federal Register proposed/final rules, notices, executive orders, FAR cases. 8 tools. | — | 24 |
| 38 | Zikkaron at-risk Biologically-inspired persistent memory engine for Claude Code MCP agents | 44 | 63 |
| 39 | Türk Hukuku İçtihat active Türk yargı kararlarını (Yargıtay, Danıştay, AYM) resmî kaynaklardan yapay zekâya açan MCP sunucusu. | 216 | 12 |
| 40 | DevProjex active Read-only MCP server that turns a folder or repository into redacted, token-efficient context. | 73 | 34 |
| 41 | mcp-proxmox active Manage Proxmox VE clusters through AI assistants — VMs, containers, and more | 148 | 16 |
| 42 | StatementSure activenew Bank statement PDFs to verified QuickBooks, Xero, OFX, CSV and Excel files. Runs locally. | 4,242 | 0 |
| 43 | zigbee2mqtt-mcp active Administer a Zigbee2MQTT estate: health, mesh diagnostics, OTA, pairing, device management. | 88 | 31 |
| 44 | anairyspirit new An AI agent's own long-term memory, on your machine. Needs a one-time: npx anairyspirit setup | 2,933 | — |
| 45 | claude-checkpoint-mcp new MCP server that checkpoints Claude Code session context to survive crashes and token limits | 2,660 | — |
| 46 | ToolTrust Scanner active Scans MCP servers for prompt injection, data exfiltration, and privilege escalation. | 73 | 19 |
| 47 | google-health-fitbit-mcp active Privacy-first Google Health API MCP server for health, sleep, activity and HR agents | 103 | 18 |
| 48 | Solumbe active Deterministic local repository context, impact analysis, and merge-readiness evidence for AI agents. | 874 | 2 |
| 49 | Pinto Notes activenewremote Search, read and edit your notes in Pinto Notes: folders, checklists, tables and trackers. | — | 20 |
| 50 | appstoreconnect-mcp active App Store Connect for MCP clients: PPP pricing, subscriptions, TestFlight, reviews, reports & more | 274 | 5 |