about skill set blog Dashboard

For creators

Cost-driven AI agents that outperform your overpriced stack

Market intel, outreach, code, GitHub & infra agents fully autonomous and self-hosted. Save hundreds of dollars a year. Own the playbook for life.

65% Cost reduction
$625 Saved per year
$5 VPS total infra
📡

The Sentinel

Market intelligence that never sleeps. Scans sources, scores signals by impact, and delivers alerts while you focus on building.

~$3/mo to run 12 deployed Buy
🤝

The Ambassador

Professional outreach on autopilot. Drafts messages, manages follow-up cadence, and knows exactly when to escalate to you.

~$4/mo to run 8 deployed Buy
📈

The Playbook

The optimization strategy that cut our API bill by 65%. Real production data, real numbers, copy-paste code.

Included Free 200+ readers Read Free →
💻

The Digital Scientist

Autonomous code builder and refactorer. Spawns sub-agents for complex development tasks, code reviews, and feature iteration.

~$2/mo to run 19 deployed Buy
🚀

The Strategist

GitHub automation and repository intelligence. Manages issues, PRs, CI runs, and code review workflows at scale.

~$1.50/mo to run 14 deployed Buy
🔍

The Analyst

Infrastructure audits and security hardening. Scans deployments, enforces firewall rules, and monitors system health continuously.

~$1/mo to run 22 deployed Buy

What a Year Looks Like

Projected from 229 real API calls across 7 measured sessions. Two agents on a $5 VPS.

93% Cache hit rate
$330 Total annual cost
$625 Saved per year
$0.011 Avg cost per task
PRODUCTION LOG · 7 sessions · 229 API calls · $1.97 total ──────────────────────────────────────────────────────────────── PIPELINE Cron → Haiku scanner ($0.003/call) → score ≥ 8? → Sonnet deep-read ↓ SQLite memory → Slack / Telegram / Email WHAT WE FIXED & MEASURED ──────────────────────────────────────────────────────────────── ✓ Cache hit rate 1.6% → 93% 84 of 90 calls served from cache ✓ Avg cost / task $0.040 → $0.011 warm call after optimization ✓ Cold start cost $0.022 → $0.020 15K token baseline, idle reset ✓ Worst-case restart $0.111 88K session — now structurally impossible ✓ Session context 88K+ → ≤40K idle reset + compaction ceiling ✓ System prompt 32,000 → 25,900c 6,100 chars trimmed and gone ✓ API keys in payload 14 → 0 secrets moved to .env ✓ Tokens freed 8,571 unused skill disabled, saves every boot ✓ Sub-agent failures 3 / 3 → 0 / 3 root VPS permission flag fixed ✓ Orchestrator turns 26 → ~5 auto-notify replaced polling loop COST FLOOR AFTER ALL FIXES ──────────────────────────────────────────────────────────────── Fresh session boot $0.020 (system prompt written to cache once) Per cached task $0.011 (cache-read dominant, 93% of calls) Re-cache event $0.031 (was $0.088 before context ceiling) Annual projection $330 two agents, $5 VPS, no surprises

Start Building

Two production agents, the cost playbook, and everything to deploy in 15 minutes.

One-time payment. No subscription. Download and deploy today.

→ Read how we cut costs 90%

João Pedro Soares Ramos

Builder & Operator

LinkedIn ↗

Every number on this page came from a real deployment. Building OpenClaw agents in production since 2025 the cost numbers, the failure modes, the fixes. All built in public.