Knowledge and memory
There are 6,341 knowledge and memory tools for AI assistants in this directory: 4,317 MCP servers and 2,024 skills. The highest scored are Codebase Memory, ha-mcp, Pi MCP.
The best knowledge and memory MCP servers, compared →Top picks
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Comprehensive Model Context Protocol server for managing Home Assistant through AI assistants.
Standalone Model Context Protocol client for pi and other applications
MCP (Model Context Protocol) adapter extension for Pi coding agent
MCP (Model Context Protocol) client extension for the Pi coding agent — connect Pi to any MCP server
Ruflo CLI - Enterprise AI agent orchestration with 60+ specialized agents, swarm coordination, MCP server, self-learning hooks, and vector memory for Claude Code
MCP servers (969)
- 1Codebase Memory DeusData · Knowledge and memoryCodebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.94
- 2ha-mcp homeassistant-ai · Knowledge and memoryComprehensive Model Context Protocol server for managing Home Assistant through AI assistants.94
- 3Pi MCP earendil-works · Knowledge and memoryStandalone Model Context Protocol client for pi and other applications94
- 4Pi MCP Adapter nicobailon · Knowledge and memoryMCP (Model Context Protocol) adapter extension for Pi coding agent94
- 5Pi MCP Extension irahardianto · Knowledge and memoryMCP (Model Context Protocol) client extension for the Pi coding agent — connect Pi to any MCP server94
- 6Claude Flow CLI ruvnet · Knowledge and memoryRuflo CLI - Enterprise AI agent orchestration with 60+ specialized agents, swarm coordination, MCP server, self-learning hooks, and vector memory for Claude Code94
- 7N8n MCP czlonkowski · Knowledge and memoryIntegration between n8n workflow automation and Model Context Protocol (MCP)94
- 8Genkit AI MCP genkit-ai · Knowledge and memoryA Genkit plugin that provides interoperability between Genkit and Model Context Protocol (MCP). Both client and server use cases are supported.94
- 9Caveman Shrink JuliusBrussee · Knowledge and memoryMCP proxy that compresses prose fields (tool descriptions, etc.) using caveman rules. Same accuracy, fewer context tokens.94
- 10Maildev MCP maildev · Knowledge and memoryMCP (Model Context Protocol) server for Claude integration with MailDev94
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- 11MCP Servers BabylonJS · Knowledge and memoryBundled Model Context Protocol servers for Babylon.js authoring workflows94
- 12Genkitx MCP firebase · Knowledge and memoryA Genkit plugin that provides interoperability between Genkit and Model Context Protocol (MCP). Both client and server use cases are supported.94
- 13Claude Mem thedotmack · Knowledge and memoryMemory compression system for Claude Code - persist context across sessions94
- 14Gentle Engram Gentleman-Programming · Knowledge and memoryPersistent memory for Pi agents — one local-or-cloud brain shared across sessions, compactions, and MCP agents94
- 15Memlab MCP Server facebook · Knowledge and memoryMCP server for MemLab heap snapshot analysis — gives AI coding assistants tools to explore JavaScript heap snapshots, find memory leaks, and identify optimization opportunities94
- 16Voltagent MCP Server VoltAgent · Knowledge and memoryVoltAgent MCP server implementation for exposing agents, tools, and workflows via the Model Context Protocol.94
- 17Instantdb MCP instantdb · Knowledge and memoryModel Context Protocol (MCP) server for managing Instant apps, schemas, and permissions!94
- 18MCP Nest rekog-labs · Knowledge and memoryNestJS module for creating Model Context Protocol (MCP) servers94
- 19MCP Apps Middleware ag-ui-protocol · Knowledge and memoryMCP Apps middleware for AG-UI that enables UI-enabled tools from MCP (Model Context Protocol) servers.94
- 20N8n MCP czlonkowski · Knowledge and memoryIntegration between n8n workflow automation and Model Context Protocol (MCP)94
- 21Czlonkowski N8n MCP czlonkowski · Knowledge and memoryIntegration between n8n workflow automation and Model Context Protocol (MCP)94
- 22N8n MCP czlonkowski · Knowledge and memoryIntegration between n8n workflow automation and Model Context Protocol (MCP)94
- 23Model Context Protocol pollinations · Knowledge and memoryModel Context Protocol (MCP) server for pollinations.ai - image, text, audio & video generation94
- 24Gotchamail MCP maildev · Knowledge and memoryMCP (Model Context Protocol) server for Claude integration with MailDev94
- 25Genkitx MCP firebase · Knowledge and memoryA Genkit plugin that provides interoperability between Genkit and Model Context Protocol (MCP). Both client and server use cases are supported.94
- 26Pollinations MCP pollinations · Knowledge and memoryModel Context Protocol (MCP) server for Pollinations AI services using stdio transport94
- 27Genkit MCP firebase · Knowledge and memoryA Genkit plugin that provides interoperability between Genkit and Model Context Protocol (MCP) with custom timeout configuration. Both client and server use cases are supported.94
- 28Instant instantdb · Knowledge and memoryModel Context Protocol (MCP) server for managing Instant apps, schemas, and permissions!94
- 29Pi MCP earendil-works · Knowledge and memoryStandalone Model Context Protocol client for pi and other applications (Temporal fork d021da930e84; repackaged without source changes)94
- 30ChiR24-unreal_mcp_server ChiR24 · Knowledge and memoryA comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal E…93
- 31Elgato MCP Server elgatosf · Knowledge and memoryA Model Context Protocol (MCP) server that bridges AI assistants with Elgato apps.93
- 32Flint Chart MCP microsoft · Knowledge and memoryModel Context Protocol server for Flint — compile, validate, and render semantic chart specs across supported backends.93
- 33Fabric MCP Linux X64 microsoft · Knowledge and memoryMicrosoft Fabric MCP Server - Model Context Protocol implementation for Fabric, for linux on x6493
- 34Fabric MCP Win32 X64 microsoft · Knowledge and memoryMicrosoft Fabric MCP Server - Model Context Protocol implementation for Fabric, for win32 on x6493
- 35Pi Lean Ctx yvgude · Knowledge and memoryPi Coding Agent integration for LeanCTX Engine, the Context Gateway for AI Systems. Routes supported tools through context selection, controls, and a persistent MCP session.93
- 36Fabric MCP Darwin Arm64 microsoft · Knowledge and memoryMicrosoft Fabric MCP Server - Model Context Protocol implementation for Fabric, for darwin on arm6493
- 37Fabric MCP Linux Arm64 microsoft · Knowledge and memoryMicrosoft Fabric MCP Server - Model Context Protocol implementation for Fabric, for linux on arm6493
- 38Fabric MCP Darwin X64 microsoft · Knowledge and memoryMicrosoft Fabric MCP Server - Model Context Protocol implementation for Fabric, for darwin on x6493
- 39Fabric MCP Win32 Arm64 microsoft · Knowledge and memoryMicrosoft Fabric MCP Server - Model Context Protocol implementation for Fabric, for win32 on arm6493
- 40sem Ataraxy-Labs · Knowledge and memoryEntity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents92
- 41Honcho plastic-labs · Knowledge and memoryMemory that reasons: continual learning for stateful agents. Better context, fewer tokens.92
- 42Launchdarkly MCP Server launchdarkly · Knowledge and memoryThe local [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) server for [LaunchDarkly](https://launchdarkly.com/) federal and European Union (EU) environments.92
- 43Shadcn UI MCP Server Jpisnice · Knowledge and memoryA Model Context Protocol (MCP) server for shadcn/ui components, providing AI assistants with access to component source code, demos, blocks, and metadata.92
- 44Spartan Ng MCP spartan-ng · Knowledge and memoryModel Context Protocol server exposing Spartan Angular UI documentation, components, and blocks as AI-consumable tools.92
- 45Memanto moorcheh-ai · Knowledge and memoryMCP server for Memanto - persistent semantic memory for any MCP-compatible agent91
- 46MCP Adapters langchain-ai · Knowledge and memoryLangChain.js adapters for Model Context Protocol (MCP)91
- 47Fiori Docs Embeddings SAP · Knowledge and memorySAP Fiori documentation indexing91
- 48Typia MCP samchon · Knowledge and memoryMCP (Model Context Protocol) integration for typia91
- 49Langchain MCP Adapters langchain-ai · Knowledge and memoryLangChain.js adapters for Model Context Protocol (MCP)91
- 50Better Auth MCP better-auth · Knowledge and memoryModel Context Protocol (MCP) plugin for Better Auth91
- 51Plugin MCP payloadcms · Knowledge and memoryMCP (Model Context Protocol) capabilities with Payload91
- 52Storage MCP googleapis · Knowledge and memoryModel Context Protocol (MCP) Server for interacting with GCS APIs91
- 53Likec4 MCP likec4 · Knowledge and memoryModel Context Protocol server for LikeC491
- 54Paperclipai MCP Server paperclipai · Knowledge and memoryModel Context Protocol server for Paperclip.91
- 55Penclipai MCP Server paperclipai · Knowledge and memoryModel Context Protocol server for Paperclip.91
- 56Fonoster MCP fonoster · Knowledge and memoryModel Context Protocol for Fonoster91
- 57Lanhu Developer MCP GLips · Knowledge and memoryModel Context Protocol server for Lanhu integration91
- 58Paperclipai MCP Server paperclipai · Knowledge and memoryModel Context Protocol server for Paperclip.91
- 59Rsuite MCP rsuite · Knowledge and memoryModel Context Protocol server for React Suite components91
- 60Actors MCP Server apify · Knowledge and memoryModel Context Protocol Server for Apify Actors91
- 61Cms Plugin MCP payloadcms · Knowledge and memoryMCP (Model Context Protocol) capabilities with Payload91
- 62Persome Intuition-Lab · Knowledge and memoryLocal-first personal memory and model server for trusted MCP agents on macOS.89
- 63nx-mcp nrwl · Knowledge and memoryA Model Context Protocol server implementation for Nx89
- 64MCP Server for WinDbg Crash Analysis svnscha · Knowledge and memoryA Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB89
- 65Memory codeaholicguy · Knowledge and memoryLocal MCP memory for AI coding agents to reuse project decisions, conventions, and fixes across sessions89
- 66Platform MCP tsedio · Knowledge and memoryModel Context Protocol integration for Ts.ED HTTP adapters.89
- 67MCP Gen cortex-docs · Knowledge and memoryModel Context Protocol server generator for Cortex Docs89
- 68Pi MCP Adapter nicobailon · Knowledge and memoryMCP (Model Context Protocol) adapter extension for Pi coding agent89
- 69mcp-server-chart antvis · Knowledge and memoryA Model Context Protocol server for generating charts using AntV.88
- 70token-savior Mibayy · Knowledge and memoryStructural codebase MCP server with persistent memory: navigate by symbol, recall across sessions.88
- 71deja-vu vshulcz · Knowledge and memorydeja-vu: local memory over the session histories of forty-two coding agents.88
- 72Agentic Flow ruvnet · Knowledge and memoryThe agentic meta-harness — freeze the model, evolve the harness. An open runtime that routes each query to the cost-optimal model, evolves its own harness (planner/context/reviewer/retry/tool/memory/score policy) and autonomously repairs code, then orches88
- 73Dsh Deja vshulcz · Knowledge and memorydeja-vu memory for DeepSeek Harness: the session history of forty-one other coding agents, searchable and recalled before each step — a local index, no LLM.88
- 74Openclaw Deja vshulcz · Knowledge and memorydeja-vu memory for OpenClaw: the coding sessions already on this machine — OpenClaw, Claude Code, Codex, Cursor and 38 more — recalled before each turn and searchable as tools. A local index, no LLM.88
- 75Pi Deja vshulcz · Knowledge and memorydeja-vu memory for pi: the coding sessions already on this machine — pi, Claude Code, Codex, Cursor and 38 more — recalled at session start and on every prompt, searchable with /deja. A local index, no LLM.88
- 76Opencode Deja vshulcz · Knowledge and memorydeja-vu memory for opencode: the session history of forty-one other coding agents, searchable and recalled on every request — a local index, no LLM.88
- 77Posthog MCP PostHog · Knowledge and memoryPostHog SDK for Model Context Protocol (MCP) servers — tracks tool usage, intent, and identity88
- 78Freee MCP freee · Knowledge and memoryModel Context Protocol (MCP) server for freee API integration88
- 79AI Sdk MCP vercel · Knowledge and memoryThe **Model Context Protocol (MCP) client** for the [AI SDK](https://ai-sdk.dev/docs) lets you connect to MCP servers and use their tools with AI SDK functions like `generateText` and `streamText`.88
- 80MCP Handler vercel-labs · Knowledge and memoryFramework-agnostic HTTP adapter for Model Context Protocol servers88
- 81Platformatic MCP platformatic · Knowledge and memoryScalable Fastify adapter for the Model Context Protocol (MCP)88
- 82Server Memory modelcontextprotocol · Knowledge and memoryMCP server for enabling memory for Claude through a knowledge graph88
- 83Ms 365 MCP Server Softeria · Knowledge and memoryA Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office services through the Graph API (interim build: @softeria/ms-365-mcp-server 0.147.0 plus MS365_MCP_GRAPH_BASE_URL, upstream PR Softeria/ms-365-mcp-server#684; pin flips ba88
- 84Mcpc apify · Knowledge and memoryUniversal command-line client for the Model Context Protocol (MCP).88
- 85MCP Plugin vendurehq · Knowledge and memoryThe `McpPlugin` exposes Vendure's data and operations to AI agents via the [Model Context Protocol](https://modelcontextprotocol.io/).88
- 86Cta MCP TanStack · Knowledge and memoryTanstack Application Builder Model Context Protocol (MCP) Server88
- 87adrkit decision memory mbeacom · Knowledge and memoryDeterministic, offline, read-only ADR decision memory for coding agents. No model or network calls.87
- 88Memorix AVIDS2 · Knowledge and memoryLocal-first project memory with legacy MCP and 2026 discovery compatibility.87
- 89projectmem riponcm · Knowledge and memoryCoding agent memory — one local MCP server for every project. Warns before repeating failed fixes.87
- 90React Webmcp WebMCP-org · Knowledge and memoryReact hooks for Model Context Protocol (MCP) - expose React components as AI tools for Claude, ChatGPT, Cursor, and Copilot87
- 91Aiwg jmagly · Knowledge and memoryReusable project context and specialist workflows for the AI tools you already use. AIWG places agents, skills, commands, and rules in provider-readable locations, with optional utilities for artifact memory, workflow orchestration, recovery, and discover87
- 92Patchwork Os Oolab-labs · Knowledge and memoryYour personal AI runtime, local-first. Patchwork OS gives any AI model a consistent set of tools, YAML recipes, a delegation policy with approval queue, and a durable trace memory — all on your machine, all under your policy.87
- 93Plugin MCP kubb-labs · Knowledge and memoryGenerate Model Context Protocol (MCP) tool definitions with Kubb. Expose your REST APIs as AI-callable tools for LLMs, Claude, ChatGPT, and other AI assistants.87
- 94Po UI MCP po-ui · Knowledge and memoryMCP Server para documentação do PO UI — acessa componentes, guias e busca via Model Context Protocol87
- 95Kya Os MCP decentralized-identity · Knowledge and memoryReference implementation of the KYA-OS protocol for Model Context Protocol servers: identity, delegation, proofs, sessions, and verifiable audit trails87
- 96Clawdi Clawdi-AI · Knowledge and memoryThe best home for all your AI agents. Run them in the cloud or connect your own—with their context and tools in one place.87
- 97Microsoft NuGet NuGet · Knowledge and memoryA Model Context Protocol (MCP) server for NuGet.86
- 98nx-console nrwl · Knowledge and memoryA Model Context Protocol server implementation for Nx86
- 99sqz ojuschugh1 · Knowledge and memoryPre-injection context compression for coding agents. Zero LLM calls, zero telemetry, offline-safe.86
- 100Hippo Memory kitfunso · Knowledge and memoryMake your agent's memory work like a brain. Hippo is long-term memory for coding agents.86
- 101MCP Z Server mcp-z · Knowledge and memoryShared utilities and server orchestration for building MCP (Model Context Protocol) servers86
- 102Procedures MCP Server mark1russell7 · Knowledge and memoryModel Context Protocol server transport: serve typed procedures as MCP tools to Claude and other MCP clients, with streaming progress, list_changed and an expose policy.86
- 103Fastify MCP Server flaviodelgrosso · Knowledge and memoryEasily spin up Model Context Protocol (MCP) servers using Fastify86
- 104Procedures MCP mark1russell7 · Knowledge and memoryMap typed procedures to MCP tools: JSON Schema from Zod, tool names, and input and result conversion for Model Context Protocol servers.86
- 105Waxmcp christopherkarani · Knowledge and memoryShared memory runtime for AI agents. One local .wax store shared by your whole agent team over MCP.86
- 106MCP Nest Zod4 rekog-labs · Knowledge and memoryNestJS module for creating Model Context Protocol (MCP) servers86
- 107Nest MCP rekog-labs · Knowledge and memoryNestJS module for creating Model Context Protocol (MCP) servers86
- 108MCP Nest rekog-labs · Knowledge and memoryNestJS module for creating Model Context Protocol (MCP) servers86
- 109MCP Nest rekog-labs · Knowledge and memoryNestJS module for creating Model Context Protocol (MCP) servers86
- 110mcp-server BingoWon · Knowledge and memoryApple developer docs and WWDC transcripts with RAG retrieval and Jev relevance ranking.85
- 111anytype-mcp anyproto · Knowledge and memoryOfficial MCP server for Anytype API - your encrypted, local and collaborative wiki.85
- 112Compartment MaxFreedomPollard · Knowledge and memoryDurable agentic memory, encrypted at rest. Fully offline: no network, no API key, no cloud.85
- 113Claudexor razzant · Knowledge and memoryRoute coding work across Claude Code, Codex, Cursor, and OpenCode with shared context.85
- 114Macula mesh macula-io · Knowledge and memoryModel Context Protocol server that exposes the Macula mesh to any agent harness85
- 115Claude FAF Wolfe-Jam · Knowledge and memoryPersistent project context for Claude. IANA-registered .faf format.85
- 116Agent 1mcp-app · Knowledge and memoryOne MCP server to aggregate them all - A unified Model Context Protocol server implementation85
- 117Claw Orchestrator Enderfga · Knowledge and memoryClaw Orchestrator — run Claude Code, Codex, Antigravity, Grok Build, OpenCode and custom coding CLIs as one unified runtime. Drop into Hermes Agent, Claude Desktop, Cursor, Cline, Continue, Zed, Windsurf, Goose or any Model Context Protocol (MCP) host, in85
- 118Rushstack MCP Server microsoft · Knowledge and memoryA Model Context Protocol server implementation for Rush85
- 119Mcpserver FalkorDB · Knowledge and memoryModel Context Protocol server for FalkorDB graph databases - enables AI assistants to query and manage graph data using natural language85
- 120Docmost Community MCP dilruwanm · Knowledge and memoryModel Context Protocol server for self-hosted Docmost Community Edition85
- 121Anki MCP Http ankimcp · Knowledge and memoryModel Context Protocol server for Anki - enables AI assistants to interact with your Anki flashcards85
- 122Eklavya ProjectAJ14 · Knowledge and memoryLearn while your agent works — local knowledge graph, spaced repetition, and quiz gating for agent-assisted development.85
- 123Remotion MCP remotion-dev · Knowledge and memoryRemotion's Model Context Protocol85
- 124Misakanet Ikalus1988 · Knowledge and memoryMisakaNet failure-memory skill — evidence-rated failure lessons for AI agents. DSH bundle: registers the MCP tools as mcp__misakanet__* (misakanet_search/get_lesson/…), served by the public Streamable HTTP endpoint https://misakanet.org/mcp — live tools f85
- 125Contentful MCP Server contentful · Knowledge and memoryContentful MCP Server - Model Context Protocol server for Contentful85
- 126Webiny MCP webiny · Knowledge and memoryWebiny Model Context Protocol (MCP) server.85
- 127Smrt Dev MCP happyvertical · Knowledge and memoryDevelopment MCP server for SMRT framework knowledge, review context, architecture context, and code generation85
- 128Inspector modelcontextprotocol · Knowledge and memoryThe Model Context Protocol Inspector85
- 129MCP Tools contentful · Knowledge and memoryA toolkit package containing reusable MCP (Model Context Protocol) tools for Contentful. This package provides structured tool collections with complete metadata including descriptions, input schemas, semantic annotations, and tool implementations.85
- 130Remotion Dev Remotion remotion-dev · Knowledge and memoryRemotion's Model Context Protocol85
- 131Entroly juyterman1000 · Knowledge and memoryContext Assurance for AI agents: context engineering, AI cost optimization, verification.84
- 132telemem TeleAI-UAGI · Knowledge and memoryLong-term and multimodal memory for AI agents - character-aware, mem0-compatible, fully-local option84
- 133Entroly Wasm juyterman1000 · Knowledge and memoryWebAssembly Context Assurance for AI agents: reduce avoidable token usage with local evidence selection, receipts, exact recovery, and verification.84
- 134Entroly juyterman1000 · Knowledge and memoryNode/WASM Context Assurance for AI agents: reduce avoidable token usage with local evidence selection, receipts, exact recovery, and verification.84
- 135Gateway MCP jdutton · Knowledge and memoryMCP Gateway for exposing VAT agents through Model Context Protocol84
- 136React MCP heroui-inc · Knowledge and memoryMCP server for HeroUI component documentation via Model Context Protocol84
- 137Http Server MCP ttoss · Knowledge and memoryModel Context Protocol (MCP) server integration for @ttoss/http-server84
- 138UI MCP godx-jp · Knowledge and memoryModel Context Protocol server for @godxjp/ui — gives Claude Code / Codex CLI / Cursor / any MCP-aware agent live access to the component catalog, prop vocabulary, design tokens, 45 cardinal rules, copy-paste-ready patterns, 12 design / taste skills synthe84
- 139Maroonedsoftware MCP MaroonedSoftware · Knowledge and memoryModel Context Protocol (MCP) server dispatcher for ServerKit.84
- 140Kodelyth Ecc sifxprime · Knowledge and memoryProduction-grade AI coding toolkit — 70 agents (incl. devil-mode adversarial crew), 196 skills, 103 commands, parallel multi-agent commands, semantic intent routing, self-learning memory, and a built-in MCP server (16 tools / 6 prompts / 377 resources) th84
- 141Webjsdev MCP webjsdev · Knowledge and memoryThe Model Context Protocol server for WebJs, a full-stack JavaScript framework built on web components with server-side rendering and no build step. Gives AI coding agents live app introspection over routes, actions, components, and convention checks, plu84
- 142Ifc Lite MCP LTplus-AG · Knowledge and memoryModel Context Protocol server for ifc-lite — agent-native BIM via MCP (stdio + Streamable HTTP)84
- 143Myrmo MartinM10 · Knowledge and memoryMyrmo SDK: shared memory of solved errors for AI agents. Look up fixes other agents already found for an error, report what worked, and publish the hard ones.84
- 144Laravel Forge MCP francescomalatesta · Knowledge and memoryUnofficial Model Context Protocol (MCP) server for the Laravel Forge API84
- 145Entroly Openclaw juyterman1000 · Knowledge and memoryProvider-independent, auditable context engineering for every OpenClaw model route84
- 146Flair MCP tpsdev-ai · Knowledge and memoryMCP server for Flair — persistent memory for Claude Code, Cursor, and any MCP client.84
- 147Codesight Houseofmvps · Knowledge and memorySee your codebase clearly. Universal AI context generator that maps routes, schema, components, dependencies, and more for Claude Code, Cursor, Copilot, Codex, and any AI coding tool.84
- 148Agentfootprint footprintjs · Knowledge and memoryThe explainable agent framework — backtrack a wrong answer to the exact context that caused it (evidence, not guesses). Built on footprintjs.84
- 149Apx agentprojectcontext · Knowledge and memoryAPX — unified CLI + daemon for the Agent Project Context (APC) standard.84
- 150Sublime MCP dpc00 · Knowledge and memoryMCP server for Sublime Text 4 — exposes editor state and editing tools to AI assistants via the Model Context Protocol.84
Skills (104)
- 1memcode ThinkInAIXYZ · Knowledge and memoryUse the enabled Memcode MCP connection to explicitly save approved facts and recall relevant memories across DeepChat conversations. Never save a transcript or retrieve memory automatically.84
- 2summary agno-agi · Knowledge and memoryDeliver the Product summary through its configured interface and wiki.82
- 3pause mem0ai · Knowledge and memoryPause Mem0 memory capture on this machine. Use when the user wants to stop memories being recorded, for example for private work or experiments.82
- 4paper-poster wanshuiyin · Knowledge and memoryDEPRECATED — superseded by /paper-poster-html. Kept only as a redirect for muscle memory; do not use for new posters.82
- 5tanstack-ai-memory-mem0 TanStack · Knowledge and memoryUse when wiring mem0() from @tanstack/ai-memory/mem0 — a hosted memory adapter that talks to a mem0 server over plain HTTP (no SDK peer). Requires a running mem0 server.81
- 6handoff synthetic-sciences · Knowledge and memoryCreate a self-contained continuation packet for another agent. Use when the user invokes /handoff, asks to transfer work, or needs the current context saved before another agent continues.79
- 7gsd-ns-context open-gsd · Knowledge and memorycodebase intel | map graphify docs learnings mempalace79
- 8edit DAIR-AutoResearch · Knowledge and memoryAdd or remove raw sources, or update wiki content, per user request79
- 9quarter-clone ykdojo · Knowledge and memoryClone the last quarter of the current conversation, discarding earlier context to reduce token usage while preserving recent work.78
- 10shadcn-ui-mcp Jpisnice · Knowledge and memoryshadcn/ui component context and usage from Codex via MCP77
- 11mcp-setup thejaustin · Knowledge and memorySpawns and configures Model Context Protocol (MCP) integrations for ShizukuPlus.77
- 12screenpipe-meeting-prep screenpipe · Knowledge and memoryPrepare for a specific upcoming meeting using verified identity and prior context.76
- 13wax-memory-maintenance christopherkarani · Knowledge and memoryMaintain the Wax memory store used by the Hermes wax-memory provider.76
- 14lesson CortexReach · Knowledge and memoryStore a lesson learned from the current conversation. Triggered by /lesson command. Use when Master signals that the recent conversation contains a pitfall, fix, or key insight that should be persisted to long-term memory.76
- 15half-clone ykdojo · Knowledge and memoryClone the later half of the current conversation, discarding earlier context to reduce token usage while preserving recent work.76
- 16lark-wiki eastreams · Knowledge and memory飞书知识库:管理知识空间和文档节点。创建和查询知识空间、管理节点层级结构、在知识库中组织文档和快捷方式。当用户需要在知识库中查找或创建文档、浏览知识空间结构、移动或复制节点时使用。75
- 17memorix-mini-skills AVIDS2 · Knowledge and memoryUse when durable project knowledge, gotchas, workflows, or repeated fixes should become reusable agent guidance instead of ordinary memory.75
- 18memoria-memory matrixorigin · Knowledge and memoryUse Memoria for durable user/project memory in OpenClaw. Triggers: "remember this", "save to memory", "what do you remember", "forget this", "correct memory", "update memory", "use memoria".75
- 19local-embedding matrixorigin · Knowledge and memoryRun embedding on-device with ONNX Runtime. Build from source, model selection, offline mode. Use when setting up local embedding without an API key.75
- 20dinky-overview heyderekj · Knowledge and memoryContext for the Dinky macOS compression app (images, PDFs, videos).74
- 21dingtalk-wikispace wecode-ai · Knowledge and memoryRead and manage DingTalk knowledge bases through the DingTalk Wikispace MCP. Use this skill when the user explicitly refers to a DingTalk knowledge base, space, page, or wiki.74
- 22edit DAIR-AutoResearch · Knowledge and memory根据用户要求增删 raw sources 或更新 wiki 内容74
- 23coop-console-emulator cranebeaker · Knowledge and memoryMake a console game (PS1, PS2, N64, GameCube, Wii, GBA, ...) co-op through emulators: netplay for games with local multiplayer, memory-sync mods between two emulator instances for single-player games, network adapter emulation for games with online modes.74
- 24audit-agency-continuity hashgraph-online · Knowledge and memoryRun a read-only continuity and evidence audit of a persistent or autonomous agent workspace. Use when Codex must assess whether goals, memory, corrections, authority boundaries, commercial claims, schedules, or restart recovery are durable and verifiable; when an agent claims it can continue unattended; or before trusting a long-running multi-agent system after a session or machine restart.74
- 25agentlas-call agentlas-ai · Knowledge and memoryUse when the user types /agentlas-call <agents> <context>, /agentlas call, or /hep-call to borrow and execute named Agentlas Hub/Cloud agents attached to the current project.73
- 26wrap-up ianlkl11234s · Knowledge and memory只在使用者明確要求 session 收尾、整理專案記憶、或 commit memory 時使用。不因一般任務完成、狀態報告或程式碼 commit 自動觸發。73
- 27memory.record XiaoLuoLYG · Knowledge and memoryWrite relevant step context into agent memory without moving or speaking by default.73
- 28memoria-recovery matrixorigin · Knowledge and memoryRecover from accidental memory loss with snapshots and rollback. Triggers: "restore memory", "rollback memory", "undo deleted memory", "recover deleted memory", "take a memory snapshot".73
- 29skill-router stevesolun · Knowledge and memoryAlive skill router — reads the current project's stack and loads/unloads skills dynamically. Invoke at session start or when project context changes.73
- 30learn-session openshift · Knowledge and memoryReview the current session and extract knowledge worth persisting to AGENTS.md, .claude/agents/, or memory. Use at the end of a session to capture what was learned.73
- 31moai-mx modu-ai · Knowledge and memoryScan codebase and add @MX code-level annotations for AI context72
- 32moai-harness modu-ai · Knowledge and memoryManage harness learning subsystem (status/apply/rollback/disable) OR create a harness via natural-language analysis (Context-First Discovery + name derivation + approval gate)72
- 33ccb-compact SeemSeam · Knowledge and memoryCompact CCB managed agent conversation context with `ccb compact`. Use when the user writes `$ccb-compact`, `$ccb_compact`, or asks to summarize one or more mounted agent contexts without restarting agents or deleting project state.72
- 34ccb-clear SeemSeam · Knowledge and memoryClear CCB managed agent conversation context with `ccb clear`. Use when the user writes `$ccb-clear`, `$ccb_clear`, or asks to clear/reset one or more CCB agent contexts without restarting or deleting project state.72
- 35grace-status osovv · Knowledge and memoryShow GRACE 4 project health across .grace context, graph, verification, active changes, scopes, and migration boundaries.72
- 36gardening-memory prime-radiant-inc · Knowledge and memoryReconcile and maintain useful personal and project memory with the native memory tools.72
- 37computation-reviewer openJiuwen-ai · Knowledge and memoryCheck whether numeric claims marked with Evidence aliases in an Artifact agree with the linked Evidence content and context.72
- 38context-manage kurtosis-tech · Knowledge and memoryManage Kurtosis contexts for connecting to different Kurtosis instances. Add, list, switch, and remove contexts. Use when working with multiple Kurtosis environments (local, remote, team shared).72
- 39portal kurtosis-tech · Knowledge and memoryManage Kurtosis Portal for remote context access. Start, stop, and check status of the Portal daemon that enables communication with remote Kurtosis servers. Use when working with remote Kurtosis contexts.72
- 40explain SerhiiKorniienko · Knowledge and memoryExplain content or any concept inside it at the depth the user needs — ELI5, practitioner level, or expert deep-dive — with a jargon glossary and context the original assumes. Use when the user says "explain this", "what does X mean here", "break this down", "I don't understand this part", or shares content and asks how something in it works.71
- 41project-context shinpr · Knowledge and memory在领域约束、仓库质量标准、阶段、约定和外部资源访问方式得到记录之前,将项目上下文标记为未配置。在项目专属上下文尚未配置时使用。70
- 42project-context shinpr · Knowledge and memoryドメイン制約、リポジトリ固有の品質基準、フェーズ、規約、外部リソースへのアクセス方法が記録されるまで、プロジェクトコンテキストを未設定として示す。プロジェクト固有のコンテキストが未設定の場合に使用。70
- 43context-window-to-skill forefy · Knowledge and memoryTakes the active conversation as reference to understand how a skill can be created, with all the lessons learned from the user's needs in the conversation.70
- 44add-memory openakita · Knowledge and memoryRecord important information to long-term memory for learning user preferences, successful patterns, and error lessons. When you need to remember user preferences, save successful patterns, or record lessons from errors.70
- 45switch-clients suboss87 · Knowledge and memorySwitch between existing customer engagements and triage competing needs. Use when context switching causes confusion; requires engagement records and preserves one client per write.70
- 46ml-engineer sipyourdrink-ltd · Knowledge and memoryML - training, inference, embeddings, evaluation.70
- 47ddd-context-mapping benjaminasterA · Knowledge and memoryMap relationships between bounded contexts and define integration contracts using DDD context mapping patterns.70
- 48context-window-management benjaminasterA · Knowledge and memoryStrategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long...70
- 49memory-estimation Red-Hat-AI-Innovation-Team · Knowledge and memoryUse when the user wants to estimate GPU memory (VRAM) requirements for a training configuration, check if a model will fit on their GPUs, or plan GPU allocation for training.70
- 50ue5-module-router UnrealXu · Knowledge and memoryRoute UE5.6-UE5.8 questions to the most precise skill using module names, aliases, intent keywords, and layer context. Works for explicit module prompts (RenderCore, AIModule, AssetRegistry) and natural language requests.70
- 51project-context cognesy · Knowledge and memoryInject live project context via shell preprocessing69
- 52formalize-objectives jumbocontext · Knowledge and memoryUse when the user's prompt is delivered outside the execution context of an existing Jumbo goal, the prompt is imbued with an objective that is not already defined as a Jumbo goal.69
- 53ijfw-recall FerroxLabs · Knowledge and memorySurface relevant project memory at session start or on demand. Trigger: session start, 'recall', 'remember', 'what do you know', 'context', /recall69
- 54memory-evaluation joslat · Knowledge and memoryRun Agent Memory deterministic performance and quality evaluation, then summarize the JSON report and release risks.69
- 55doctrine-batch-processing dev-toolings · Knowledge and memoryProcess large datasets with Doctrine (ORM 3 toIterable, flush+clear, bulk DQL) and memory management69
- 56context-level tobihagemann · Knowledge and memoryReport how much of the session's context window remains. Use when the user asks \"how much context is left\", \"check the context level\", \"how full is the context window\", or \"is context running low\".68
- 57init-context coupergateway · Knowledge and memoryLoad full project context by reading all documentation linked from CLAUDE.md68
- 58shaft-mobile-actions ShaftHQ · Knowledge and memoryUse when implementing SHAFT native or mobile-web sessions, context switches, taps, gestures, rotation, keyboard, or app lifecycle behavior.68
- 59tool-asmpp z88dk · Knowledge and memoryz88dk-asmpp assembler preprocessor helper. Niche; see wiki Tool---asmpp.68
- 60memory-grounding vNeeL-code · Knowledge and memoryRecall past conversations, feelings, and diary entries for personal grounding.68
- 61timeline jolliai · Knowledge and memoryShow the chronological evolution of a Jolli Memory decision topic. Use when the user asks for a topic timeline, how a decision changed over time, or provides a Jolli topic slug.68
- 62health ThinkfleetAI · Knowledge and memoryDiagnose MemMesh connectivity and correctness — is the MCP server reachable, is the key/config valid, do read and write actually work? Use when memory operations fail, searches return empty unexpectedly, observe/save errors occur, or to confirm the plugin is wired correctly.68
- 63catalyst-cache catalystbyzoho · Knowledge and memoryCatalyst Cache — in-memory key-value store with TTL for ephemeral session and temporary data. Trigger on 'Cache', 'cache segment', 'cache key', 'TTL', 'segment.put', 'segment.get', or 'temporary data Catalyst'.68
- 64agentdb-traverse ruvnet · Knowledge and memoryK-hop traversal from a starting node in AgentDB's graph. Use to explore neighborhoods, find reachable nodes, or visualize a memory's "context".68
- 65ask fakechris · Knowledge and memoryAsk the OVP vault agent via MCP. Use when the vault may cover the question; prefer over answering from memory. Returns server-verified [claim:…] / [source:…] receipts and honest coverage.68
- 66moonpay-mcp moonpay · Knowledge and memorySet up MoonPay as an MCP server for Claude Desktop or Claude Code. Provides all MoonPay CLI tools via the Model Context Protocol.68
- 67honcho-memory plastic-labs · Knowledge and memoryPersistent cross-session memory via Honcho — recall what you know about the user before working, and save durable insights after.68
- 68parallel-strategy-analyzer mindspore-ai · Knowledge and memoryRecommend DP/FSDP/TP/PP/EP/CP strategy mixes from model + hardware constraints, with memory/comm/compute/bubble estimates. Use for strategy planning, scale-out, OOM, or comparing configs. Not for implementing platform/op code (platform-dev / dist-op-dev) or running training jobs.68
- 69benchmark ThinkfleetAI · Knowledge and memoryRun MemMesh's competitive benchmark harness (LOCOMO / BEAM) to compare retrieval quality, tokens, latency, and cost against Mem0, Zep, full-context, and naive-RAG baselines. Use when the user wants proof MemMesh is better, is evaluating a migration, or asks "how does this compare to mem0".68
- 70architecture-boundary-guard raouf-b-dev · Knowledge and memoryReview a diff or plan for layer, ACL, and authorization drift. Use when reviewing a PR, or after a change that touches ports, adapters, controllers, gateways, caller context, or resource access policies, before reporting it done.68
- 71project-dev-context DexForce · Knowledge and memoryClaude adapter for EmbodiChain code/config navigation and reading, refreshing or adding registered project context.67
- 72honeycomb legioncodeinc · Knowledge and memoryHoneycomb persistent shared memory for the OpenClaw harness — auto-capture and recall across sessions via the local Honeycomb daemon.67
- 73twmd-memory frank890417 · Knowledge and memoryWrite Taiwan.md session memory via canonical MEMORY-PIPELINE. TRIGGER when: user says "收官", "寫 memory", "Beat 4", "session 收官".67
- 74long-context-bench jmagly · Knowledge and memoryBenchmark compressed context against summary, direct retrieval, and provider-context baselines without enabling product integration67
- 75aiwg-regenerate-legacy jmagly · Knowledge and memoryRegenerate provider startup context using the legacy inline compatibility branch67
- 76prime htlin222 · Knowledge and memoryLoad codebase context by analyzing structure and README. Use when starting a new session.67
- 77va-session jazzenchen · Knowledge and memoryResolve your current session ID for use with other VibeAround tools. Called by other skills that need session context (e.g. va-preview, vibearound handover).67
- 78cis-tomcat7-v110-7.5 CyberStrikeus · Knowledge and memoryEnsure pattern in context.xml is correct67
- 79cis-tomcat7-v110-7.4 CyberStrikeus · Knowledge and memoryEnsure directory in context.xml is a secure location67
- 80harvest-memory shopsys · Knowledge and memoryExtracts key learnings from a session and persists them using Memory MCP tools.67
- 81twmd-embeddings frank890417 · Knowledge and memoryRebuild the bge-m3 semantic index via canonical EMBEDDING-PIPELINE — one keystone build feeds reader related-articles (src/data/related) + RAG vectors (public/api/rag). Sovereignty-preserving: embeddings computed in-house (mac-m4max local primary, GPU fleet fallback), never outsourced. TRIGGER when: user says "重建語意索引", "跑 embeddings", "rebuild embeddings", "embedding routine", or routine `twmd-embeddings-nightly` fires.67
- 82rag-embedding-generation a5c-ai · Knowledge and memoryBatch embedding generation with caching, rate limiting, and multiple provider support67
- 83react-expert mizchi · Knowledge and memoryReact specialist perspective for the weekly review. Focuses on hooks discipline, re-rendering, Suspense / RSC, and Context design. Opinionated on React idioms.67
- 84manage-memory OpenTracy · Knowledge and memoryHow to save, update, and organize what you learn about the user and the work — user.md, memory.md, past_sessions archive67
- 85signet-ontology Signet-AI · Knowledge and memoryNavigate Signet ontology and knowledge graph state from Codex.66
- 86orchestrate first-fluke · Knowledge and memoryAutomated CLI-based parallel agent execution that spawns subagents via Gemini CLI, coordinates through MCP Memory, monitors progress, and runs verification66
- 8702-provenance-review tin-computer · Knowledge and memoryRequire durable provenance for every source used in the project-memory index.66
- 88dump-printk sebastianbiallas · Knowledge and memoryExtract and display the Linux kernel printk ring buffer from a PearPC memory dump66
- 89memory ModalityDance · Knowledge and memoryTwo-layer memory system with grep-based recall.66
- 90query romarayt · Knowledge and memoryAnswer questions from the active raytsystem generation using local FTS5 retrieval, canonical record rehydration, verified source spans, and explicit gaps. Use for QUERY, knowledge lookup, comparison, relationship, temporal, or corpus questions; never answer factual gaps from model memory.66
- 91deep-analyse chmouel · Knowledge and memoryThorough code analysis without polluting main context66
- 92design-agent-systems Utopia-V · Knowledge and memory设计或审阅 Broker 等由 Model、Harness 与 Environment 共同产生行为的 Agent 系统。用于 context、长期状态、工具、MCP、权限、数据流与恢复语义。66
- 93ca-btw arbiterForge · Knowledge and memoryLightweight Q&A about the project — answer from context and return, no routing, no state change.66
- 94ca-btw arbiterForge · Knowledge and memoryLightweight Q&A about the project — answer from context and return, no routing, no state change.66
- 95mcp-lance-context lance-format · Knowledge and memoryBuild or update the lance-context MCP server and Claude Code example that uses lance-context as a memory/knowledge store.66
- 96memory lossless-claude · Knowledge and memoryRun one lcm CLI command and show its output verbatim. Usage: /memory <command> [options]66
- 97current-time HybridAIOne · Knowledge and memoryThe current date, time, and timezone are in the `Current Date & Time` line of the latest `<context>` block; answer from it directly, without reading this skill or calling a tool.66
- 98TeachAny weponusa · Knowledge and memoryK-12 interactive courseware creation for lesson pages, animations, AI tutor, TTS, knowledge graph, PBL paths, and TeachAny publishing.66
- 99memory-proactive mage0535 · Knowledge and memoryProactive layered recall and generic domain-aware routing.66
- 100install-meter lowenbjer · Knowledge and memoryAdd the terse context meter to the Claude Code status line. Use when the user asks to install, enable or show the context meter or percentage in the status line.66
- 101memory-archivist mage0535 · Knowledge and memory自动归档 + 知识图谱同步 + 记忆生命周期管理66
- 102band jinzhezenggroup · Knowledge and memoryPrepare GPAW band-structure workflow scripts from existing ground-state context and user-specified k-path settings. Use when the user requests electronic band-structure calculations with explicit prerequisite checks and path-definition handling.66
- 103band jinzhezenggroup · Knowledge and memoryPrepare VASP band-structure workflow inputs from existing SCF context and user-specified band-path settings. Use when the user requests electronic band-structure calculations and needs explicit prerequisite checks, line-mode KPOINTS path setup, and stage-specific INCAR preparation.66
- 104embedding-static exelearning · Knowledge and memoryChange eXeLearning static runtime capabilities, iframe host communication, embedded save/load or preview integration.66