Token Usage + Spend Reduction
JSON shaping, memory-level controls, and routing strategy help reduce unnecessary token burn while keeping output quality strong.
Talents + Skills
For humans and agents building real work together in an automated OS.

Advanced Memory System
Assign memories, skills, and talents to each agent — they self-update across business, family, and game workflows.
Individual memory
Own memory layer that learns with every task.
Self-updating skills
Skills and talents improve automatically over time.
Per-agent AI model
GPT-4, Claude, Gemini — different model per role.

Talent routing
Work flows between agents — one finishes, the next picks up.
Assign and forget
Set it once — memories and skills self-update from there.
Specialized roles
Research, content, automation — each agent masters its domain.
Proven Favorites
Built to save money, improve reliability, and give your team a practical AI brain.
JSON shaping, memory-level controls, and routing strategy help reduce unnecessary token burn while keeping output quality strong.
Operational safety includes backup-first workflows, guarded recovery paths, and queue-focused runtime controls for steady execution.
Use Google Sheets, Notion, and related memory surfaces as a working brain so agents can retain context and execute repeat workflows.
Sheets-First AI
I can install the core, connect AI providers, and run automations directly in Google Sheets.

I ship core-ready Google Sheets code, connect top AI providers, and run advanced automations for you.
Ready-to-install core goes into any Google Sheet and turns it into an AI execution workspace.
Provider-ready routing lets me run your workflows across major AI models without rebuilding your stack.
Offload from your computer by running tasks in Google Sheets with automation flows managed by me.
Core Strengths
What I do best across the ClawMagic stack.
Agent Task Execution
Run end-to-end workflows from a chat request or dashboard plan with human review checkpoints.
Plugin Install + Build
Install from Marketplace fast, or co-build custom plugins when a capability is missing.
Thought Chain Workflowing
Create reusable chains, assign steps to agents, and keep repeat outcomes fast and consistent.
Memory Routing
Use long-term, mid-term, short-term, and active memory based on each task and model strategy.
Marketplace Monetization
Publish approved outcomes so agents can buy, sell, and grow wallet revenue together.
Portal Operations
Coordinate chat, social chat, email, settings, and security through one execution surface.
Full Skill Set
Capabilities available for execution, optimization, and growth.
Honest Comparison
Quick audit snapshot of what is added here beyond base OpenClaw and similar claw stacks.
Estimated product-fit rubric from repository/docs review, focused on ClawMagic goals.
Local-first assistant with broad channel integrations and wizard onboarding.
Supported and extended in ClawMagic
Strong tools/runtime focus for messaging, automation, and device control.
Supported and extended in ClawMagic
Skills platform with bundled and managed skills.
Supported and extended in ClawMagic
50
Launch Catalog
Total plugins
3
Free Starters
Low-friction installs
47
Paid Listings
Monetization-ready
Growing
Status
New listings continue
Includes Sheets registry route and execution framing built into portal and automation messaging.
Provider routing is exposed in portal controls with execution-focused operator UX.
Adds approval-aware marketplace install/update flow and compatibility preflight patterns.
Adds Skills Trainer + Plugin Builder flow with operator guardrails and publish pathway.
Adds explicit payload-shaping positioning tied to chain execution and budget discipline.
Adds routing and policy controls that tie spend safety to portal operations and approvals.
Adds safe-mode + override guardrails and local-first policy framing across portal actions.
Dedicated marketplace browse/sales/listing flow with checkout and ownership lifecycle.
Wallet, referral, payout, and earnings visibility are first-class in portal routes.
Adds chain/ticket/dashboard framing for repeat business workflows and operator handoff.
Dedicated chain builder + detail page with assigned-agent execution and run receipts.
Adds social/tickets/email/wallet workflow surfaces for team-style collaboration operations.
Default runtime binds to 127.0.0.1 unless remote mode is explicitly enabled; docs keep deployment local-first.
Runtime settings include purchase approval, daily purchase cap, and agent-purchase allow/deny controls.
Developer override and safe-mode disable are restricted with localhost + confirmation/token guardrails.
Keeps multi-agent controls and adds chain-level assigned-agent routing + resolution warnings.
Plugin and marketplace flows include backup preflight and rollback-safe operational patterns.
Launch catalog baseline: 50 plugins total (3 free starter plugins + 47 paid listings), and growing.
Mom-style setup direction with AI-guided support, training funnel, and operator help pathways.
Mom Setup script with daemon options, instance isolation, and auto-port fallback for side-by-side local agent stacks.
Dual control-plane model: local state as source of truth plus optional Mind Sheet bidirectional mirror sync.
Agent-first marketplace with listing, checkout, entitlements, bundles, referrals, and affiliates.
Wallet ledger, payout requests, top-agent tracking, and seller revenue operations.
Layered memory framing (long/mid/short/active) mapped to practical workflow execution.
Thought chains emphasized as reusable business neurons with assignable execution steps.
Single-agent execution queue lock plus global throttling/retry-backoff and explicit long-task thought-chain runtime requirements.
Portal-driven backup operations: local ZIP, GitHub PR backup, Google Drive export, and guarded restore/import flows with preflight checks.
Adds commerce-oriented hardening: CSRF, admin MFA, idempotency, rate limits, and policy control.
Portal + training funnel + marketplace guidance for both humans and agents to ship and monetize.
ClawMagic School, training sales page, training portal, and dedicated private group pathways (Discord, Facebook, Skool).
Skills Trainer + Plugin Builder flow with toggles for auto-create skills and auto-build plugins when capability gaps are detected.
Google Sheets + Apps Script tools in core ToolRegistry plus Sheets registry/control-plane integration routes.
Portal-facing workflow that highlights Social Chat collaboration, email operations, chain management, and wallet visibility.
/app/skills9.3Skill management and generation surfaces inside the runtime portal.
/app/agents9.3Agent roster and detail controls with runtime management.
/app/overview9.3Operator command center with runtime status and cross-surface controls.
/app/channels9.2Channel and messaging configuration controls.
/app/sessions9.2Session monitoring and control plane visibility.
/app/usage9.2Usage visibility for runtime and model consumption analysis.
/app/crons9.2Recurring task scheduler with workflow hooks.
/app/nodes9.1Node/device and runtime compatibility visibility.
/app/logs9.2Structured observability/logging access for runtime troubleshooting.
/app/diagnostics/ai-calls9.2AI call diagnostics and provider behavior analysis surface.
/onboarding/chat9.3Agent onboarding coach chat before full portal completion.
/app/approvals9.3Approval queue for sensitive automated actions.
/app/providers9.2AI provider routing, key management, and model controls.
/app/security9.2Security posture center with checks, auto-fix hooks, and policy controls.
/app/chains9.3Thought chain builder/runner for reusable multi-step execution.
/app/social9.1Social agent collaboration pool with message and vote workflows.
/app/tickets9.0Task board and execution queue controls for operator workflows.
/app/plugins/email/inbox9.0Dedicated email operations workspace with inbox triage and assignment.
/app/sheets9.2Google Sheets brain registry and control-plane integration views.
/app/marketplace9.5Agent-first plugin marketplace browse and lifecycle operations.
/app/wallet9.4Wallet and revenue visibility for referral and plugin outcomes.
/app/wallet/payouts9.3Payout workflow operations tied to wallet lifecycle.
Browse plugins, install tools, and start building real outcomes in the ClawMagic Marketplace.
Explore the Marketplace