MemCell
為 AI 代理提供共享、持久的記憶。代理會在採取行動前，回想工作區已建立的內容（指示、決策、事實、偏好、進行中的討論串、已索引文件），然後回報結果，讓每項記憶的可信度有據可依。可託管或完全在本機執行。
託管 MCP 伺服器
npx add-mcp 'https://memcell.ai/mcp'可安裝到 Claude Code、Codex、Cursor 等客戶端
文件
Every agent starts as a stranger.
From static instructions and skillsto living shared memory
📁workspace—Claude
>prepare enterprise refund resolution for ticket #4821
●
[Pre-turn · Recall] Recalled 2 workspace memories (no extra model calls):
•Refunds above $500 require finance approval before issuing credit
•Include Stripe invoice ID and plain-English timeline in customer reply
✓[In-turn · Remember] EMEA enterprise accounts use Net-45 billing credit memos
✓[Post-turn · Report] Resolution verified · Confidence score increased
· Recalling…(Recall → Remember → Report · esc to interrupt)
>
? for shortcuts · Same turn executionMemCell Connected
Static instruction files get ignored. Saving instructions as memories ensures every agent retrieves and respects them at the right moment.
Capabilities
- Instructions & Skills → Dynamic Memory
- Confidence From Real Outcomes
- PDF, DOCX, CSV, URL & Webhook Sources
- Cross-Vendor Team Workspaces
What's inside
Claude
Cursor
Autonomous
MemCell HookAutomatic
Direct Agent Hooks
Zero extra servers or background daemons. Plugs straight into any agent loop before prompt generation.
Outcome Verification & Guards
Automatically validates agent results and updates memory confidence so agents learn from real execution.
Framework Adapters & Sources
Drop-in Vercel AI, LangGraph, OpenAI Agents, and CrewAI adapters plus PDF, DOCX, CSV, URL, and webhook ingestion.
refund-policy
Refunds above $500 require finance sign-off before credit.
output-style
Provide direct, concise answers with zero conversational fluff.
sla-routing
Escalate Enterprise SEV1 tickets within 15 minutes.
fx-reporting
Normalize quarterly revenue figures to USD with variance %.
vendor-audit
Reject auto-renewal contracts lacking a 60-day notice window.
refund-policy
Refunds above $500 require finance sign-off before credit.
output-style
Provide direct, concise answers with zero conversational fluff.
sla-routing
Escalate Enterprise SEV1 tickets within 15 minutes.
fx-reporting
Normalize quarterly revenue figures to USD with variance %.
vendor-audit
Reject auto-renewal contracts lacking a 60-day notice window.
refund-policy
Refunds above $500 require finance sign-off before credit.
output-style
Provide direct, concise answers with zero conversational fluff.
sla-routing
Escalate Enterprise SEV1 tickets within 15 minutes.
fx-reporting
Normalize quarterly revenue figures to USD with variance %.
vendor-audit
Reject auto-renewal contracts lacking a 60-day notice window.
refund-policy
Refunds above $500 require finance sign-off before credit.
output-style
Provide direct, concise answers with zero conversational fluff.
sla-routing
Escalate Enterprise SEV1 tickets within 15 minutes.
fx-reporting
Normalize quarterly revenue figures to USD with variance %.
vendor-audit
Reject auto-renewal contracts lacking a 60-day notice window.