The Universal Memory Layer

for AI Agents

Your AI agents are powerful but forgetful. VaultSage gives them persistent, searchable, shareable memory across every tool and every session.

Get Your MCP Token → See Demo

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Files Indexed

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Knowledge Stored

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Share Links

The Problem

AI Agents Have Amnesia

Every session starts from zero. Every tool is isolated. Knowledge explained once is forgotten the next time you open your editor.

💭

No Persistent Memory

Conversations disappear when sessions end. Context is lost between windows.

🔒

No Cross-Tool Context

Knowledge in Cursor is invisible to Claude. Slack bots start from scratch.

👥

No Shared Knowledge

Team members repeat the same context to their individual AI tools.

📄

No File Intelligence

AI agents can't search, read, or reason over your actual documents.

The Solution

11 Tools. Any MCP Client. One Knowledge Vault.

Works with Cursor, Claude Desktop, Windsurf, and any custom agent.

chatAI-powered Q&A grounded in your stored files, with conversation continuity

search_filesFull-text search across all file names and content, with AI-generated descriptions

find_filesFast filename lookup (autocomplete-style)

list_filesBrowse files in any directory

list_directoriesNavigate your folder structure

create_share_linkGenerate shareable URLs with password, expiry, and email controls

get_dashboardStorage usage, file counts, and account limits

upload_fileStore text, Markdown, or JSON as persistent agent memory (txt / md / json)

get_file_contentRead raw text content of any stored file by its ID

delete_filesRemove one or more files to clean up stale or outdated knowledge

create_directoryCreate a new directory to organise your knowledge vault

Demo

Real Calls. Real Data. Real Results.

Every output below was captured from a real VaultSage vault with 332 files.

1

Verify Connectivity

get_dashboard

MCP Tool Call

› Tool: get_dashboard Args: (none)

RESPONSE Vault is live.

332 files · 335.79 MB used · 56 share links · Tier limit: 5 GB
251 PDFs, 66 text files, 6 Word docs

2

Explore the Vault

list_directories

MCP Tool Call

› Tool: list_directories Args: (none — root level)

RESPONSE 10 directories found:

📁 Team Space · 📁 Nautilus-Nemo · 📁 Used car AI reports
📁 YouTube Summary · 📁 SmartOrganizer · 📁 SmartDrop Uploads
📁 Resumes · 📁 Patent · 📁 Papers · 📁 young-nurie

3

Full-Text Search

search_files

MCP Tool Call

› Tool: search_files Args: { keyword: "business plan" }

81 RESULTS Full-text + AI-summarized matches:

NURIE_BD_Business Plan 2026_v1.0_Eng_Draft.pdf
"Outlines 2026 sales goals of USD 1,000,000 and 50,000 users, demand-led MVP strategy for North America..."

VaultSage_사용설명서.pdf
"Comprehensive user guide for VaultSage, an AI-powered collaborative drive and document management platform..."

... and 79 more results with AI-generated descriptions

4

AI Chat with File Context

chat

MCP Tool Call

› Tool: chat Args: {message: "What is VaultSage and what are its core features?",contextual_file_ids: ["07b8...45a3", "0632...d7ac5"] }

AI RESPONSE Grounded in 2 uploaded documents:

• Smart Upload & Organization — AI reads files on upload, suggests optimal folders
• Sage View & AI File Finder — Semantic search, discovers hidden connections
• Ask Sage — Conversational AI across multiple files
• Smart Drop — Share files with an embedded AI Agent

Chat ID: b82d5fd4-c99a-4f76-8cae-eefa1fec7d41 (enables conversation continuity)

5

Conversation Continuity

chat (follow-up)

MCP Tool Call

› Tool: chat Args: {message: "What makes VaultSage different from Google Drive?",chat_id: "b82d5fd4-..." // continues the conversation}

AI RESPONSE The AI remembers the previous exchange:

• Intelligence vs. Static Storage — VaultSage reads and understands content on upload
• Semantic vs. Filename Search — Find files by meaning, not just keywords
• Active vs. Passive Sharing — Smart Drop sends files with an embedded AI Agent

✓ Same chat_id — full conversation continuity across tool calls

6

Create Share Link

create_share_link

MCP Tool Call

› Tool: create_share_link Args: {file_ids: ["07b8...45a3"],message: "VaultSage user guide — shared via MCP!"}

SHARE LINK CREATED

https://VaultSage.ai/shares?code=aRtRKES5

Generated in <1 second. Shareable via Slack, email, or any agent.

Use Cases

Three Tiers of Value

From individual developers to enterprise teams, VaultSage MCP scales with your needs.

USE CASE 1 — Individual

The Developer's Persistent Brain

Solo developer · Multiple AI tools · Architecture docs & API specs in VaultSage

Store your architecture docs, coding standards, and API specs once. Every new Cursor session, every Claude Desktop brainstorm, every Windsurf window can instantly recall this knowledge without re-uploading or re-explaining.

"Your AI never forgets. Store once, use everywhere, forever."

USE CASE 2 — Multi-Agent

Cross-Agent Knowledge Bridge

Product team · Cursor + Claude + Slack · VaultSage as the shared data bus

One agent searches VaultSage for a project spec. Another summarizes it. A third creates a share link and posts it to Slack. All from a single user prompt.

Cursor→VaultSagesearch_files("product spec")

Cursor→VaultSagechat("Summarize key decisions", file_ids)

Cursor→VaultSagecreate_share_link(file_ids)

Cursor→Slackslack_send_message(#eng, summary + link)

"VaultSage is the bridge between your AI agents."

USE CASE 3 — Enterprise

Team Knowledge Base with AI Access

Organization · Onboarding docs + process guides · Any MCP-compatible client

Upload onboarding docs, process guides, and domain expertise. Every team member's AI agent can search and chat over the collective knowledge. New hires get answers grounded in real company documents.

"Turn your company's documents into an AI-queryable knowledge base."

Before & After

With vs. Without VaultSage MCP

Capability	Without VaultSage	With VaultSage MCP
Memory across sessions	Lost when session ends	Persistent in your vault
Cross-tool context	Re-explain everything	Same knowledge, any tool
File-grounded AI	Generic responses	Answers from your docs
Knowledge sharing	Manual copy-paste	One-click share links via AI
Search	Filename only	Full-text + semantic + AI descriptions
Conversation continuity	Starts fresh each time	Resume with chat_id
Setup effort	N/A	30 seconds, one token

Near Future

Where This Is Heading

VaultSage MCP is the foundation for a new paradigm in AI agent architecture.

Agent-to-Agent Communication

Agent A stores research. Agent B writes the report. Agent C reviews it. All through VaultSage as shared memory.

Cross-Platform Memory

Same vault accessible from Cursor, Claude, Windsurf, Slack bots, and any custom MCP client simultaneously.

Automated Knowledge Curation

Agents automatically file meeting transcripts, code review decisions, and research findings into your vault.

Enterprise Knowledge Graphs

Map relationships between projects, decisions, and people. Build a living organizational brain.

MCP Network Effect

Every new MCP client is another access point. Every new MCP server adds capability. VaultSage sits at the center.

Zero-Friction Onboarding

30-second setup. One token. Works everywhere. No SDKs, no API keys, no code changes to your AI tools.

Give Your AI Agents Persistent Memory

Sign in with Google to get your MCP token. Paste it into Cursor or Claude Desktop. Done.

Connect your VaultSage account to get a token for your AI tools (Cursor, Claude Desktop, etc.).

Sign in with Google

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Test in Cursor (examples)

Cursor Claude Desktop

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After signing in, you'll get your real mcp_... token and a personalized config snippet.

• Ask Cursor: List my top-level directories (calls list_directories)
• Ask Cursor: Search my vault for "invoice" (calls search_files)
• Ask Cursor: Show my dashboard metrics (calls get_dashboard)

Signed in as

Your MCP Token

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This token never changes. If compromised, click "Regenerate" below.

Regenerate token

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Add to MCP Client Config

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Test in Cursor

• Ask Cursor: List my top-level directories (calls list_directories)
• Ask Cursor: Search my vault for "invoice" (calls search_files)
• Ask Cursor: Find files with "Q4" in the name (calls find_files)
• Ask Cursor: Show my VaultSage dashboard metrics (calls get_dashboard)
• Ask Cursor: Chat: Summarize file id (calls chat with contextual_file_ids)
• Ask Cursor: Create a share link for file id (calls create_share_link)

Tip: if tool calls fail with "VaultSage session expired", just re-login here. Your MCP token stays the same unless you regenerate it.