023_DSPy_MIPROv2_Enhanced

023_DSPy_MIPROv2_Enhanced is a cursor rule for Cursor from AIFlowML/cursor_rules. It costs 14 tokens per session (2,877 once invoked), scanned A, original, no licence file.

A set of rules for using DSPy MIPROv2 to improve the instructions given to an AI model. MIPROv2 is an optimization method for testing and refining those instructions.

In plain words
What is it for?
Use it when tuning prompts or other model instructions in a DSPy project.
Why use it?
It helps address the problem of manually guessing which instructions will produce better model results.

Cursor rule for Cursor

Written for Cursor: installed under .cursor/.

Good fit Use it when tuning prompts or other model instructions in a DSPy project.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/aiflowml/cursor_rules/023_dspy_miprov2_enhanced
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/AIFlowML/cursor_rules

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 023_DSPy_MIPROv2_Enhanced

README.md
[![agentmods](https://agentmods.dev/badge/rules/aiflowml/cursor_rules/023_dspy_miprov2_enhanced/github.svg)](https://agentmods.dev/rules/aiflowml/cursor_rules/023_dspy_miprov2_enhanced)
Your own site
<a href="https://agentmods.dev/rules/aiflowml/cursor_rules/023_dspy_miprov2_enhanced"><img src="https://agentmods.dev/badge/rules/aiflowml/cursor_rules/023_dspy_miprov2_enhanced/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 023_DSPy_MIPROv2_Enhanced

Your own site · 80×15
<a href="https://agentmods.dev/rules/aiflowml/cursor_rules/023_dspy_miprov2_enhanced"><img src="https://agentmods.dev/badge/rules/aiflowml/cursor_rules/023_dspy_miprov2_enhanced.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 14 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 2,877 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found 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 $0.00014 $0.02877
Opus 5.5 $0.00006 $0.01151
Sonnet 5.5 $0.00003 $0.00575
Haiku 4.5 $0.00001 $0.00288

Measured 1mo ago against content hash 8c05b710d946, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

023_DSPy_MIPROv2_Enhanced 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.

.cursor/rules/DSPy_3/023_DSPy_MIPROv2_Enhanced.mdc · 396 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 1mo ago First seen · 396 lines · 14 tokens per session scan A 8c05b710d946

Subscribe to this mod's changes

023_DSPy_MIPROv2_Enhanced is a cursor rule published in the GitHub repository AIFlowML/cursor_rules (24 stars, last pushed 1y ago), with no licence file. It adds 14 tokens to every session and 2,877 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-09-03.