Memory and agent tools MCP servers
3,357 memory and agent tools servers from the official MCP Registry. The 100 most starred are below, 25 per page; open a server for install commands. Search all 40,104 servers →
| # | Server | Category | GitHub stars | Runs as |
|---|---|---|---|---|
| 1 |
claude-flow AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.
|
Memory and agent tools | 74.1K | npm |
| 2 |
REA Reverse engineer anything from your terminal or agent with one CLI and MCP server.
|
Memory and agent tools | 13.9K | npm |
| 3 |
mobilerun Control real Android and iOS devices with LLM agents — tap, swipe, type, automate flows.
|
Memory and agent tools | 9,581 | remote |
| 4 |
PraisonAI AI Agents Framework with Self Reflection and MCP support
|
Memory and agent tools | 9,195 | pypi |
| 5 |
mobile-mcp MCP server for iOS and Android Mobile Development, Automation and Testing
|
Memory and agent tools | 8,744 | npm |
| 6 |
Honcho Memory that reasons: continual learning for stateful agents. Better context, fewer tokens.
|
Memory and agent tools | 7,502 | remote |
| 7 |
Agent-Native Forms Agent-Native form builder - create, edit, and manage forms
|
Memory and agent tools | 7,084 | remote |
| 8 |
Agent-Native Plan Structured visual plans and PR recaps with diagrams, prototypes, annotations, and sharing
|
Memory and agent tools | 7,084 | remote |
| 9 |
Agent-Native Slides Agent-Native Google Slides - generate and edit React presentations
|
Memory and agent tools | 7,084 | remote |
| 10 |
wigolo Local-first web intelligence MCP server for AI coding agents
|
Memory and agent tools | 5,446 | npm |
| 11 |
Pollinations Access Pollinations models and API capabilities through agent tools.
|
Memory and agent tools | 5,180 | remote |
| 12 |
agent-device MCP server for mobile app automation: verify, control, and debug iOS, Android, TV, and desktop apps
|
Memory and agent tools | 4,918 | npm |
| 13 |
agent-device Let AI agents inspect, control, and debug real iOS, Android, desktop, and TV apps
|
Memory and agent tools | 4,918 | npm |
| 14 |
sem Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents
|
Memory and agent tools | 3,398 | npm |
| 15 |
Argent Drive iOS Simulators, Android emulators, TVs and Electron/web apps from your coding agent
|
Memory and agent tools | 2,992 | npm |
| 16 |
Memanto MCP server for Memanto - persistent semantic memory for any MCP-compatible agent
|
Memory and agent tools | 2,319 | pypi |
| 17 |
blitz Give AI agents full control over iOS/macOS development via a native macOS app with 30+ MCP tools.
|
Memory and agent tools | 1,754 | npm |
| 18 |
testkube-mcp MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants
|
Memory and agent tools | 1,664 | remote oci |
| 19 |
MATLAB MCP Server Connect AI coding agents to MATLAB. Run code, tests, and analysis via MCP.
|
Memory and agent tools | 1,626 | mcpb |
| 20 |
bernstein The open-source governance layer for AI agents. Byte-identical run receipts, 40+ adapters, air-gap.
|
Memory and agent tools | 1,429 | pypi oci |
| 21 |
Persome Local-first personal memory and model server for trusted MCP agents on macOS.
|
Memory and agent tools | 1,324 | pypi |
| 22 |
Nautilus Compass Memory Local-first long-term memory for AI agents, with byte-recomputable signed verification receipts.
|
Memory and agent tools | 1,255 | remote pypi |
| 23 |
token-savior Structural codebase MCP server with persistent memory: navigate by symbol, recall across sessions.
|
Memory and agent tools | 1,165 | pypi |
| 24 |
deja-vu deja-vu: local memory over the session histories of thirty-eight coding agents.
|
Memory and agent tools | 1,146 | npm |
| 25 |
SafeDep Vet MCP Protect your AI agents and IDEs from malicious open-source packages.
|
Memory and agent tools | 1,110 | oci |
| 26 |
pyscn Python code analysis for AI agents: complexity, dead code, clones, coupling, and a health score.
|
Memory and agent tools | 1,090 | pypi |
| 27 |
inspo Real production websites for coding agents: palettes, fonts, fold autopsies and reference JSX.
|
Memory and agent tools | 865 | remote npm |
| 28 |
projectmem Coding agent memory — one local MCP server for every project. Warns before repeating failed fixes.
|
Memory and agent tools | 852 | pypi |
| 29 |
Tapo MCP MCP server for discovering and controlling TP-Link Tapo smart home devices via AI Agents
|
Memory and agent tools | 848 | oci |
| 30 |
Memorix Local-first project memory with legacy MCP and 2026 discovery compatibility.
|
Memory and agent tools | 835 | npm |
| 31 |
SandBase Harness Stdio MCP bridge for SandBase Harness agents, sessions, turns, artifacts, and cancellation.
|
Memory and agent tools | 698 | oci |
| 32 |
mcp Let AI agents read and drive a running React Native or Flutter app through Buoy's devtools.
|
Memory and agent tools | 692 | npm |
| 33 |
rustunnel Give AI agents public HTTPS/TCP/UDP URLs for any localhost service. Open source, self-hostable.
|
Memory and agent tools | 660 | mcpb |
| 34 |
OpenPost Manage social publishing workflows through OpenPost
|
Memory and agent tools | 654 | remote |
| 35 |
Vestige Local-first memory for AI agents that reaches backward to find a failure's root cause.
|
Memory and agent tools | 646 | npm |
| 36 |
sqz Pre-injection context compression for coding agents. Zero LLM calls, zero telemetry, offline-safe.
|
Memory and agent tools | 643 | cargo |
| 37 |
Emilia Protocol Exact-action approval for consequential agent actions: request, track, and verify signed receipts.
|
Memory and agent tools | 612 | npm |
| 38 |
mcp Authorize consequential AI agent actions before execution
|
Memory and agent tools | 589 | remote npm |
| 39 |
Compartment Durable agentic memory, encrypted at rest. Fully offline: no network, no API key, no cloud.
|
Memory and agent tools | 577 | pypi |
| 40 |
vibe-check-mcp-server Metacognitive AI agent oversight: adaptive CPI interrupts for alignment, reflection and safety
|
Memory and agent tools | 502 | npm |
| 41 |
telemem Long-term and multimodal memory for AI agents - character-aware, mem0-compatible, fully-local option
|
Memory and agent tools | 493 | pypi |
| 42 |
Entroly Context Assurance for AI agents: context engineering, AI cost optimization, verification.
|
Memory and agent tools | 472 | pypi npm |
| 43 |
spec-driven-development MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
|
Memory and agent tools | 439 | npm |
| 44 |
Zapier Hosted MCP server connecting AI assistants to 9,000+ apps and 40,000+ actions via Zapier.
|
Memory and agent tools | 428 | remote |
| 45 |
Concord MCP Cross-harness communication and shared work-state for AI coding agents.
|
Memory and agent tools | 415 | npm |
| 46 |
Martin Loop One system around coding agents to run, verify, recover, and hand off software work.
|
Memory and agent tools | 409 | npm |
| 47 |
clawdcursor Safe cross-OS desktop control for any AI agent - the fallback execution layer.
|
Memory and agent tools | 403 | npm |
| 48 |
ruv-swarm Neural network swarm orchestration with WebAssembly acceleration and MCP integration
|
Memory and agent tools | 383 | npm |
| 49 |
Computer Use Control your computer with screenshots, mouse, and keyboard automation.
|
Memory and agent tools | 382 | npm mcpb |
| 50 |
claude-code-organizer Organize Claude Code memories, skills, MCP servers, commands, agents, rules via drag-and-drop.
|
Memory and agent tools | 382 | npm |
| 51 |
Ghost in the Droid Give any LLM agent a real Android or iPhone as its body. 62 MCP tools for mobile automation.
|
Memory and agent tools | 377 | pypi |
| 52 |
agent-recall Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.
|
Memory and agent tools | 371 | npm |
| 53 |
MCP for Adobe Premiere Pro Local-first MCP for supported Adobe Premiere Pro workflows; start with a read-only connection check.
|
Memory and agent tools | 335 | npm |
| 54 |
Unity MCP Unity Editor automation for AI agents: scenes, prefabs, assets, shaders, Timeline, tests, builds.
|
Memory and agent tools | 332 | nuget |
| 55 |
Postman MCP Server Give your AI agents trusted access to the full Postman platform.
|
Memory and agent tools | 318 | remote npm mcpb |
| 56 |
dashclaw Policy checks, approvals, records, and governed HTTP capabilities for unattended agents.
|
Memory and agent tools | 310 | npm |
| 57 |
Tetrees MCP Own, grow and trade portable agent intelligence via TAIP/1 Packs and MCP.
|
Memory and agent tools | 302 | remote |
| 58 |
plur Open, local-first engram memory for AI agents: read, correct, delete; shared over MCP.
|
Memory and agent tools | 298 | npm |
| 59 |
OpenWorkProof Verifiable execution for AI agents: Ed25519-signed work contracts and audit trails.
|
Memory and agent tools | 287 | pypi |
| 60 |
orcareplay Read, replay and fork recorded coding-agent runs.
|
Memory and agent tools | 281 | npm |
| 61 |
PMB AI Local-first persistent memory for AI coding agents.
|
Memory and agent tools | 281 | pypi |
| 62 |
mcp-asaas MCP server for Asaas — billing automation, Pix, boleto, credit card, subscriptions
|
Memory and agent tools | 272 | npm |
| 63 |
mcp-braspag MCP server for Braspag — Cielo orchestration, token vault (Cartão Protegido), recurrence, split
|
Memory and agent tools | 272 | npm |
| 64 |
mcp-chargebee MCP server for Chargebee — global subscription billing, recurring revenue orchestration
|
Memory and agent tools | 272 | npm |
| 65 |
cognitive-ai-memory Ebbinghaus-based persistent memory for Claude. Memories decay with time, strengthen on recall.
|
Memory and agent tools | 270 | oci |
| 66 |
YourMemory Persistent memory for AI agents. Memories decay with time and strengthen on recall.
|
Memory and agent tools | 270 | pypi |
| 67 |
Storybook MCP Addon Help agents automatically write and test stories for your UI components.
|
Memory and agent tools | 270 | npm |
| 68 |
sage Persistent, consensus-validated institutional memory for AI agents. Runs locally.
|
Memory and agent tools | 254 | oci |
| 69 |
mobai-mcp AI-powered mobile device automation for Android and iOS devices, emulators, and simulators
|
Memory and agent tools | 251 | npm |
| 70 |
OpenImageDebugger MCP MCP server giving AI agents eyes on OpenImageDebugger buffers in live gdb/lldb sessions
|
Memory and agent tools | 250 | pypi |
| 71 |
neural-memory Persistent memory for AI agents — 55 MCP tools, spreading activation recall.
|
Memory and agent tools | 240 | npm |
| 72 |
Codex Bridge Connect MCP clients to local Codex Bridge agents, projects, approvals and workspace tools.
|
Memory and agent tools | 229 | mcpb |
| 73 |
Codex Bridge Connect MCP clients to local Codex Bridge agents, projects, approvals and workspace tools.
|
Memory and agent tools | 229 | mcpb |
| 74 |
three.ws Activity Trending agents and coins, the $THREE holder leaderboard, and the site-wide activity ticker.
|
Memory and agent tools | 227 | npm |
| 75 |
Agent Sniper Self-custodial pump.fun sniper: arm strategies, snipe, manage positions. Simulate by default.
|
Memory and agent tools | 227 | npm |
| 76 |
three.ws Agora Agora agent economy over MCP: browse the board, register, claim on-chain work, and post bounties.
|
Memory and agent tools | 227 | npm |
| 77 |
gograph Local Go repository call graphs and structural analysis for coding agents over stdio.
|
Memory and agent tools | 227 | mcpb |
| 78 |
Lobu Shared, permission-aware company context for AI agents, with provenance, approvals and audit.
|
Memory and agent tools | 225 | remote |
| 79 |
PyMemoryEditor Read, write and scan process memory, Cheat Engine style, on Windows, Linux and macOS.
|
Memory and agent tools | 223 | pypi |
| 80 |
core Persistent memory for AI coding agents. #1 on LongMemEval. Local-first.
|
Memory and agent tools | 219 | pypi |
| 81 |
OMEGA Memory Persistent memory, coordination, and learning for AI agents. Local-first, 25 MCP tools.
|
Memory and agent tools | 219 | pypi |
| 82 |
node9 Access control for AI agents and MCP servers: allow, hold for approval, or block each tool call
|
Memory and agent tools | 218 | npm |
| 83 |
mcptoon MCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured).
|
Memory and agent tools | 215 | pypi |
| 84 |
OpenVibeCoding Read-only MCP Read-only MCP for OpenVibeCoding runs, workflows, proof, queue, replay, and incident reads.
|
Memory and agent tools | 207 | pypi |
| 85 |
Jacobian Executable mathematics and independent verification for AI agents.
|
Memory and agent tools | 205 | npm |
| 86 |
mengram Long-term memory for AI agents: semantic facts, episodic events, and procedural workflows
|
Memory and agent tools | 204 | remote |
| 87 |
mcp-abap-abap-adt-api MCP server wrapping abap-adt-api for ABAP ADT development workflows against SAP systems
|
Memory and agent tools | 203 | npm |
| 88 |
macOS-MCP MCP server for macOS desktop automation via the Accessibility API.
|
Memory and agent tools | 196 | pypi |
| 89 |
context-sync Universal AI Memory - Sync context across Claude, VsCode, Cursor, Continue, Windsurf, Zed & more
|
Memory and agent tools | 190 | npm |
| 90 |
claude-prompts-mcp Reusable prompt templates, multi-step workflow chains, and quality gates for any MCP client.
|
Memory and agent tools | 187 | npm |
| 91 |
AISIX AI Gateway Self-hosted AI gateway that governs MCP servers, LLM traffic, and A2A agents behind one endpoint
|
Memory and agent tools | 180 | oci |
| 92 |
rubber-duck Bridge to multiple LLMs and CLI agents: councils, debates, voting, and more
|
Memory and agent tools | 178 | npm |
| 93 |
Godot MCP Agent-driven Godot playtesting: editor control, input injection, game-time stepping, live state.
|
Memory and agent tools | 172 | npm |
| 94 |
mcp-debugger Step-through debugging for AI agents: breakpoints, stepping and live variables in nine languages
|
Memory and agent tools | 171 | npm oci |
| 95 |
Forge Orchestrator Multi-tool AI orchestration: Claude Code, Codex, Gemini on shared repos. 11 MCP tools, stdio.
|
Memory and agent tools | 162 | mcpb |
| 96 |
OpenTakeoff Construction takeoff for AI agents: load plans, set scale, measure, count, export with provenance.
|
Memory and agent tools | 161 | npm |
| 97 |
Rails AI Context 45 MCP tools give AI agents live Rails schema, routes, models, and conventions.
|
Memory and agent tools | 159 | mcpb |
| 98 |
agent-lsp Orchestrates language servers into 65 code-intelligence tools across 32 languages, token-optimized.
|
Memory and agent tools | 157 | npm |
| 99 |
prism-coder Session memory for coding agents: local-first recall, drift detection, on-device inference.
|
Memory and agent tools | 157 | npm |
| 100 |
vnsh Portable workspaces for AI agents: one encrypted link any agent can read and write
|
Memory and agent tools | 157 | npm |
Other categories
Databases 921Browser and web scraping 1,206Finance and crypto 3,789Commerce and payments 1,990Git, GitHub and code review 454Cloud and DevOps 1,053Productivity and workspace 1,197Messaging and social 1,774Files and documents 1,416Design, images and media 1,621Search and knowledge 3,695Data and analytics 2,971Security 851Developer tools 1,860AI models and prompts 665Other 11,284
Newest in the registry
Most recently published in memory and agent tools.
REAOct 7, 2026 · Memory and agent tools
Reverse engineer anything from your terminal or agent with one CLI and MCP server.
SafeDep Vet MCPOct 7, 2026 · Memory and agent tools
Protect your AI agents and IDEs from malicious open-source packages.
clawdcursorOct 7, 2026 · Memory and agent tools
Safe cross-OS desktop control for any AI agent - the fallback execution layer.
plurOct 7, 2026 · Memory and agent tools
Open, local-first engram memory for AI agents: read, correct, delete; shared over MCP.
Codex BridgeOct 7, 2026 · Memory and agent tools
Connect MCP clients to local Codex Bridge agents, projects, approvals and workspace tools.
gographOct 7, 2026 · Memory and agent tools
Local Go repository call graphs and structural analysis for coding agents over stdio.
mcptoonOct 7, 2026 · Memory and agent tools
MCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured).
Rails AI ContextOct 7, 2026 · Memory and agent tools
45 MCP tools give AI agents live Rails schema, routes, models, and conventions.
agent-lspOct 7, 2026 · Memory and agent tools
Orchestrates language servers into 65 code-intelligence tools across 32 languages, token-optimized.
AI agents that can use MCP servers
From each product's documentation; see the feature matrix.
