Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/gunwoo55/adaptive-token-efficiency/agents-mdgit clone --depth 1 https://github.com/gunwoo55/adaptive-token-efficiencyWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/gunwoo55/adaptive-token-efficiency/agents-md)<a href="https://agentmods.dev/instructions/gunwoo55/adaptive-token-efficiency/agents-md"><img src="https://agentmods.dev/badge/instructions/gunwoo55/adaptive-token-efficiency/agents-md.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00113 | $0.00113 |
| Opus 5 | $0.00056 | $0.00056 |
| Sonnet 5 | $0.00023 | $0.00023 |
| Haiku 4.5 | $0.00011 | $0.00011 |
Grade A, and why
adaptive-token-efficiency AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Adaptive Efficiency Gate
Fast path—clear, bounded, low-risk: never open SKILL.md, evaluation files, or references/*. Extract acceptance criteria; batch reads/writes/checks; implement once, without routine narration. During required checks, synchronize changed states across values, controls, status/help text, persistence, and accessibility. Fix defects; rerun failed checks only; stop.
Escalate only for material ambiguity, current/external research, high-impact or hard-to-reverse action, cross-system/repository work, or failed focused validation.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago First seen · 6 lines · 113 tokens per session scan A 98aaf2213008
adaptive-token-efficiency AGENTS.md is an instructions file published in the GitHub repository gunwoo55/adaptive-token-efficiency (2 stars, last pushed 1mo ago), licensed MIT. It adds 113 tokens to every session, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other instructions, from other repositories
opensrc AGENTS.md
Instructions for vercel-labs/opensrc, covering agents.md, monorepo structure, cli (packages/opensrc), docs (apps/docs) and releasing.
openbench AGENTS.md
Instructions for minghinmatthewlam/openbench, covering openbench — agent context, local execution context, what openbench is, execution ownership and product goals (the two things we are building toward).
nanocoder CLAUDE.md
Claude Code instructions for Nano-Collective/nanocoder, covering claude.md, development commands, build and run, testing (run before committing) and individual test commands.
nanocoder AGENTS.md
AGENTS.md instructions for Nano-Collective/nanocoder, covering agents.md, project overview, architecture, key files and development commands.
ts AGENTS.md
Instructions for agentproto/ts, covering agent instructions for this repo, definition of done for agent sessions and recipes: gates you can declare today.
dreamd AGENTS.md
Instructions for botzrDev/dreamd, covering agents.md — dreamd, what this repo builds, repository layout, build and test and architectural conventions — read before making changes.