MemCell
Memoria compartida y persistente para agentes de IA. Los agentes recuerdan lo establecido en el espacio de trabajo (instrucciones, decisiones, hechos, preferencias, hilos de trabajo, documentos indexados) antes de actuar y luego informan de los resultados para que la confianza en cada recuerdo se gane. Alojada o completamente local.
Servidor MCP alojado
npx add-mcp 'https://memcell.ai/mcp'Se instala en Claude Code, Codex, Cursor y más
Documentación
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.