self_improve

self_improve is a cursor rule for Cursor from RyanLisse/mexc-mcp-server. It costs 530 tokens per session, scanned A, a copy of self_improve, MIT.

A set of always-on guidelines for updating Cursor’s coding rules when repeated patterns, bugs, tools, or best practices appear in a codebase.

In plain words
What is it for?
It is for reviewing new code patterns, finding rules that need examples or changes, and deciding when a new coding, security, performance, or testing rule should be added.
Why use it?
It helps turn repeated code-review feedback and common mistakes into shared rules, so developers do not have to spot and explain the same issue repeatedly.

Cursor rule for Cursor

Written for Cursor: installed under .cursor/. Also seen: mentions Cursor.

Good fit It is for reviewing new code patterns, finding rules that need examples or changes, and deciding when a new coding, security, performance, or testing rule should be added.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/ryanlisse/mexc-mcp-server/self_improve
Install

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.

Clone the repo
git clone --depth 1 https://github.com/RyanLisse/mexc-mcp-server

Made for: Cursor.

Wrote 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.

agentmods badge for self_improve

README.md
[![agentmods](https://agentmods.dev/badge/rules/ryanlisse/mexc-mcp-server/self_improve/github.svg)](https://agentmods.dev/rules/ryanlisse/mexc-mcp-server/self_improve)
Your own site
<a href="https://agentmods.dev/rules/ryanlisse/mexc-mcp-server/self_improve"><img src="https://agentmods.dev/badge/rules/ryanlisse/mexc-mcp-server/self_improve/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.

agentmods 80×15 button for self_improve

Your own site · 80×15
<a href="https://agentmods.dev/rules/ryanlisse/mexc-mcp-server/self_improve"><img src="https://agentmods.dev/badge/rules/ryanlisse/mexc-mcp-server/self_improve.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 530 This file is loaded in full into every session.
When invoked 530 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00530 $0.00530
Opus 5.5 $0.00212 $0.00212
Sonnet 5.5 $0.00106 $0.00106
Haiku 4.5 $0.00053 $0.00053

Measured 2mo ago against content hash b1ad380d15cc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

self_improve 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 2mo 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.

Origin

This is a copy

100% identical to self_improve — 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.

.cursor/rules/self_improve.mdc · 73 lines

What it actually says


description: Guidelines for continuously improving Cursor rules based on emerging code patterns and best practices. globs: */ alwaysApply: true

  • Rule Improvement Triggers:

    • New code patterns not covered by existing rules
    • Repeated similar implementations across files
    • Common error patterns that could be prevented
    • New libraries or tools being used consistently
    • Emerging best practices in the codebase
  • Analysis Process:

    • Compare new code with existing rules
    • Identify patterns that should be standardized
    • Look for references to external documentation
    • Check for consistent error handling patterns
    • Monitor test patterns and coverage
  • Rule Updates:

    • Add New Rules When:

      • A new technology/pattern is used in 3+ files
      • Common bugs could be prevented by a rule
      • Code reviews repeatedly mention the same feedback
      • New security or performance patterns emerge
    • Modify Existing Rules When:

      • Better examples exist in the codebase
      • Additional edge cases are discovered
      • Related rules have been updated
      • Implementation details have changed
  • Example Pattern Recognition:

    // If you see repeated patterns like:
    const data = await prisma.user.findMany({
      select: { id: true, email: true },
      where: { status: 'ACTIVE' }
    });
    
    // Consider adding to [prisma.mdc](mdc:.cursor/rules/prisma.mdc):
    // - Standard select fields
    // - Common where conditions
    // - Performance optimization patterns
    
  • Rule Quality Checks:

    • Rules should be actionable and specific
    • Examples should come from actual code
    • References should be up to date
    • Patterns should be consistently enforced
  • Continuous Improvement:

    • Monitor code review comments
    • Track common development questions
    • Update rules after major refactors
    • Add links to relevant documentation
    • Cross-reference related rules
  • Rule Deprecation:

    • Mark outdated patterns as deprecated
    • Remove rules that no longer apply
    • Update references to deprecated rules
    • Document migration paths for old patterns
  • Documentation Updates:

    • Keep examples synchronized with code
    • Update references to external docs
    • Maintain links between related rules
    • Document breaking changes Follow cursor_rules.mdc for proper rule formatting and structure.
Changes

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.

  1. 2mo ago First seen · 73 lines · 530 tokens per session scan A b1ad380d15cc

Subscribe to this mod's changes

self_improve is a cursor rule published in the GitHub repository RyanLisse/mexc-mcp-server (5 stars, last pushed 1y ago), licensed MIT. It adds 530 tokens to every session, about $0.0021 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to self_improve, differing in 0 lines, and is treated as a copy.