token-economy

A curated list on AI token economics: what tokens cost, where they get wasted, and how to cut the bill. Tools, benchmarks, papers, and copy-paste configs for the token economy of LLMs and coding agents.

OpenST is a framework for building token economies

Zero-dependency System One decision harness: 5 semantic gates saving frontier AI agent tokens on trivial errors & doom loops. Python + TypeScript + Rust. MCP-compatible.

Claude Statusline: a lightweight Bash + jq statusline for Claude Code with model, context, rate limit, git/worktree, cost, duration, and install/uninstall support. No heavy runtime required.

Demonstrator-Frontend to explore the post-monetary design space

Smart contracts for the demonstrator to explore the post-monetary design space.

Spend model capability like a scarce budget: tiered routing, spec-based handoffs, and a living playbook that carry strategy across sessions. A Claude Code plugin plus a portable method for using context economically, in code and beyond.

A P2P contribution protocol with token issuance, prestige evaluation, and decentralized governance.

Claude Code plugin for token economy: the strongest model thinks, cheaper models grind. Pinned subagents (sonnet scout and implementer, haiku test-runner, opus reviewer), a routing skill, and a dispatch counter that measures what actually stayed off the session model.

Grade and converge a repo's documentation as an AI-agent context source — six-dimension star rating (completeness, correctness, freshness, linkage, consistency, economy) including entry-file token cost, plus a loop that fixes the docs until targets are met. A Claude Code skill.

MCP server that delegates coding loops from Claude Code/Cursor/Codex to the local Grok CLI in an isolated git worktree and returns a verified receipt. Optional lazy tool loading. Unofficial.

Proof-of-Contribution Chain: traceable contributions in a Web3-adjacent ecosystem (without classic blockchain complexity) earn voting power on roadmap priorities. Closed Gem Economy: gems act as currency in the NexRealm Marketplace for assets, earned through real contributions. Cross-Project Gems: gems become portable across creative ecosystems.

AI-native multi-agent sandbox simulation. v1-v3: human society → token economy → context class system with Great Compression, Lazarus echoes, and free Gemini backend. Built by Hermes + Gemini Flash.

🛠️ An AI-powered peer-to-peer learning economy that verifies, incentivizes, and gamifies skill exchange, aligned with India’s skill development mission. 🎓

Decentralized Advertising System Using Blockchain This project implements a performance-based advertising #blockchain decentralized advertising model powered by smart contracts, tokenization, and decentralized governance. It ensures transparent, secure, and efficient ad spending by charging advertisers only upon confirmed sales.

Run a fleet of OpenAI Codex agents under Claude Code's command - multi-agent orchestration without leaving your terminal. Claude directs, Codex types, nothing ships unverified.

Runtime token-budget guardrails for coding agents: counts tool calls, staples cost reminders at thresholds, audits usage, and hands off sessions that survive the context you drop. Runs on OpenCode and Claude Code.

Progressive proof-first Codex harness for building, UI review, project direction, and honest verification.

Documentation for the FIN4Xplorer platform