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.
git clone --depth 1 https://github.com/Angry-Robot-Deals/ace-mcpWrote 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/rules/angry-robot-deals/ace-mcp/optimization-integration)<a href="https://agentmods.dev/rules/angry-robot-deals/ace-mcp/optimization-integration"><img src="https://agentmods.dev/badge/rules/angry-robot-deals/ace-mcp/optimization-integration/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/rules/angry-robot-deals/ace-mcp/optimization-integration"><img src="https://agentmods.dev/badge/rules/angry-robot-deals/ace-mcp/optimization-integration.svg" alt="Reviewed on agentmods" width="80" 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 5.1 | $0.02319 | $0.02319 |
| Opus 5.5 | $0.00928 | $0.00928 |
| Sonnet 5.5 | $0.00464 | $0.00464 |
| Haiku 4.5 | $0.00232 | $0.00232 |
Grade A, and why
optimization-integration 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 1mo 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.
This is a copy
100% identical to optimization-integration — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 321 lines — stays where its author put it; the contents beside it link to each section on GitHub.
description: Integration hub for Memory Bank optimizations globs: "/optimization*/", "/integration*/" alwaysApply: false
MEMORY BANK OPTIMIZATION INTEGRATION
TL;DR: This file serves as the integration point for all Memory Bank optimizations, coordinating the various optimization components to work seamlessly together.
🔄 OPTIMIZATION INTEGRATION FLOW
graph TD
Start["Memory Bank<br>Initialization"] --> HRL["Hierarchical<br>Rule Loading"]
HRL --> ACM["Adaptive<br>Complexity Model"]
ACM --> DCM["Dynamic<br>Context Management"]
DCM --> TMO["Transition<br>Optimization"]
subgraph "Level-Specific Optimizations"
L1["Level 1<br>Optimizations"]
L2["Level 2<br>Optimizations"]
L3["Level 3<br>Optimizations"]
L4["Level 4<br>Optimizations"]
end
ACM --> L1 & L2 & L3 & L4
L1 & L2 & L3 & L4 --> CPO["Creative Phase<br>Optimization"]
CPO --> PDO["Progressive<br>Documentation"]
TMO --> PDO
PDO --> MBO["Memory Bank<br>Optimization"]
style Start fill:#4da6ff,stroke:#0066cc,color:white
style HRL fill:#ffa64d,stroke:#cc7a30,color:white
style ACM fill:#4dbb5f,stroke:#36873f,color:white
style DCM fill:#d94dbb,stroke:#a3378a,color:white
style TMO fill:#4dbbbb,stroke:#368787,color:white
style CPO fill:#e699d9,stroke:#d94dbb,color:white
style PDO fill:#d971ff,stroke:#a33bc2,color:white
style MBO fill:#ff71c2,stroke:#c23b8a,color:white
📋 OPTIMIZATION COMPONENT REGISTRY
// Optimization component registry pseudocode
const optimizationRegistry = {
// Core optimizations
hierarchicalRuleLoading: {
file: "Core/hierarchical-rule-loading.mdc",
dependencies: [],
priority: 1
},
adaptiveComplexityModel: {
file: "main-optimized.mdc",
dependencies: ["hierarchicalRuleLoading"],
priority: 2
},
modeTransitionOptimization: {
file: "Core/mode-transition-optimization.mdc",
dependencies: ["hierarchicalRuleLoading", "adaptiveComplexityModel"],
priority: 3
},
// Level-specific optimizations
level1Optimization: {
file: "Level1/optimized-workflow-level1.mdc",
dependencies: ["adaptiveComplexityModel"],
priority: 4
},
// Feature-specific optimizations
creativePhaseOptimization: {
file: "Phases/CreativePhase/optimized-creative-template.mdc",
dependencies: ["hierarchicalRuleLoading", "adaptiveComplexityModel"],
priority: 5
}
};
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.
- 1mo ago First seen · 321 lines · 2,319 tokens per session scan A b750aab3f916
optimization-integration is a cursor rule published in the GitHub repository Angry-Robot-Deals/ace-mcp (4 stars, last pushed 8mo ago), licensed MIT. It adds 2,319 tokens to every session, about $0.0093 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to optimization-integration, differing in 0 lines, and is treated as a copy.
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