MemCell
为 AI 智能体提供共享的持久化记忆。智能体在采取行动前，会回忆工作区中已确立的内容（指令、决策、事实、偏好、工作线程、已索引文档），然后报告结果，让每条记忆的置信度都经得起验证。可托管部署，也可完全本地运行。
托管 MCP 服务器
npx add-mcp 'https://memcell.ai/mcp'可安装到 Claude Code、Codex、Cursor 等客户端
文档
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.