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Claude Code Agent: Build a Persistent AI Workspace That Actually Remembers

· 3 min read
Felo AI
Felo AI
Operations

Claude Code agent is powerful but forgets everything after each session. This guide shows you how to build a persistent AI workspace using MemClaw and MCP — complete setup, best practices, and honest limitations.

Claude Code is one of the most capable coding agents available. It reads your files, runs commands, edits code, and reasons through complex problems. But there's a catch every developer hits within the first week: every new session starts from zero.

MemClaw architecture diagram

You spend five minutes re-explaining your stack. Another five on the decisions you made last week. By the time you're actually working, you've lost a chunk of your session to context-setting.

MemClaw fixes this.

MemClaw homepage

The Problem: No Persistent Project Memory​

Claude Code's context window is powerful but finite. When a session ends, everything in it disappears. There's no built-in way to say "remember this project" — no persistent storage for decisions, no task tracking across sessions, no isolation between projects.

The result:

  • Re-briefing the agent at the start of every session
  • Decisions made last week getting ignored or contradicted
  • Context from Project A bleeding into Project B when you switch
  • No way to track what's in progress across multiple workloads

The Solution: MemClaw Project Workspaces​

MemClaw gives each project its own isolated workspace. One project = one workspace. When you open a session, the agent loads that workspace and immediately knows where things left off.

What each workspace stores:

ComponentWhat it contains
Living READMEProject background, preferences, current status
ArtifactsDocuments, reports, URLs, files
TasksAuto-tracked as the agent works
DecisionsWhy you chose X — logged permanently

Context restore takes 8 seconds. No re-briefing. No copy-pasting. No CLAUDE.md workarounds.

Cross-Agent Compatible​

MemClaw works with Claude Code, OpenClaw, Gemini CLI, and Codex. If you switch between agents on the same project, they share the same workspace — no duplication, no divergence.

Not Just for Developers​

MemClaw isn't a developer-only tool. Anyone managing multiple projects with AI agents hits the same problem:

  • Freelancers — Client A's context bleeds into Client B
  • Product managers — five features in parallel, agent has no idea which is which
  • Sales professionals — different deal histories, different requirements per account
  • Anyone using AI agents across more than one workstream

Natural language interaction. No JSON config. No server process.

How to Install MemClaw​

Claude Code Plugin Marketplace (recommended):

/plugin marketplace add Felo-Inc/memclaw
/plugin install memclaw@memclaw
export FELO_API_KEY="your-api-key-here"

Get your API key at felo.ai/settings/api-keys. OpenClaw:

bash <(curl -s https://raw.githubusercontent.com/Felo-Inc/memclaw/main/scripts/openclaw-install.sh)

What Changes After Installation​

# Load a project workspace
load workspace client-a-redesign

# Agent responds:
# Workspace loaded. You're on Sprint 3 of the e-commerce redesign.
# Auth module complete. Checkout flow is next.
# 3 open tasks. Last decision: Stripe over PayPal for EU compliance.

That's 8 seconds instead of 10 minutes.

memclaw.me — persistent project workspaces for Claude Code agents.