MemCell

npx add-mcp 'https://memcell.ai/mcp'

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.

Explore hooks

Outcome Verification & Guards

Automatically validates agent results and updates memory confidence so agents learn from real execution.

Read the spec

Framework Adapters & Sources

Drop-in Vercel AI, LangGraph, OpenAI Agents, and CrewAI adapters plus PDF, DOCX, CSV, URL, and webhook ingestion.

Explore integrations

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.