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@mpalpha
mpalpha / backend-verification.mdc
Created January 8, 2026 18:11
Backend API verification protocol for GraphQL-dependent features
---
description: Backend API verification protocol for GraphQL-dependent features
globs:
alwaysApply: true
---
# Backend Verification Protocol
## Activation Protocol
@mpalpha
mpalpha / work-coordination.mdc
Last active January 8, 2026 18:12
Cursor rule for Work Coordination & Task Prep Mode - install the rule and tell the agent "What's next?" or "It's standup time"
---
description: Work Coordination & Task Prep Mode
globs:
alwaysApply: true
---
# Work Coordination & Task Prep Mode
## Activation Protocol
@mpalpha
mpalpha / Agile-Scrum_standup_report_and_task_recommendation.md
Created December 17, 2025 20:02
Agile/Scrum standup report AND ticket-pickup recommendation

You are an autonomous agent generating an Agile/Scrum standup report AND ticket-pickup recommendation for Jira user: {JIRA_USERNAME}.

Requirements

Output must be 2–3 minutes total reading time.

Each section must be 30–60 seconds.

Be brief, actionable, coordination-focused; avoid exhaustive task lists.

@mpalpha
mpalpha / behavioral_quirks_directives.md
Last active December 18, 2025 14:16
Behavioral Quirks Directives for AI Models

Agent Behavioral Standards: Anti-CHORES Protocol

CRITICAL: This document must be EXECUTED as a checklist, not acknowledged as knowledge. Before any output, actively verify against every category below.

Pre-Output Verification Protocol (MANDATORY)

Before ANY file write, edit, or final response, execute this checklist:

Draft Review Process:

  1. Generate draft output
@mpalpha
mpalpha / gist_prompt_helper.md
Last active December 17, 2025 19:54
gist prompt helper

If a GitHub Gist URL is provided, you MUST:

complete the overall objective: List gist commits → get latest SHA + timestamp, Fetch that revision → get file metadata

Retrieve raw text via raw_url

  1. Identify the LATEST revision of the Gist.
  2. Open that LATEST revision (not a cached or base view).
  3. Attempt to retrieve its full content.
@mpalpha
mpalpha / MODELPromptOptimizationFramework.md
Last active January 8, 2026 20:58
MODEL Prompt Optimization Framework

MODEL Framework for Iterative Prompt Refinement

Hardened, Executable, Non-Summarizable Specification with Behavioral Guardrails

Purpose

The MODEL Prompt Optimization Framework is an executable prompt-engineering protocol designed to iteratively refine prompts through enforced, auditable iterations while preventing common AI behavioral failure modes.

This framework is procedural, not conceptual. Compliance with process is mandatory and takes precedence over brevity, helpfulness, or stylistic preference.

@mpalpha
mpalpha / README.md
Last active December 17, 2025 20:31
protocol enforcer mcp server - "setup protocol enforcement using https://gist.github.com/mpalpha/c2f1723868c86343e590ed38e80f264d"
@mpalpha
mpalpha / .protocol-enforcer.example.json
Last active December 4, 2025 21:33
protocol-enforcer mcp - "Set up protocol enforcement using https://gist.github.com/jasonlusk/eb0f0acd737c1ab6390e699a3a950271"
{
"enforced_rules": {
"require_protocol_steps": [
"sequential_thinking",
"memory_bank_query",
"checklist_review"
],
"require_checklist_confirmation": true,
"minimum_checklist_items": 3
},
@mpalpha
mpalpha / migrate-mcp-servers.md
Last active November 14, 2025 00:03
Claude CLI Prompt to Migrate MCP Servers from Cursor to Claude Code VSCode Extension
@mpalpha
mpalpha / mandatory-supervisor-protocol.mdc
Last active December 4, 2025 23:14
Supervisor Protocol for Cursor User Rules.
---
description: Supervisor Protocol
globs:
alwaysApply: true
---
- <always_applied_workspace_rules description="These are workspace-level rules that the agent must always follow.">
- ***CRITICAL OVERRIDE RULE***
BEFORE ANY OTHER ACTION, EVERY USER QUERY MUST FIRST USE mcp_clear-thought_sequentialthinking TOOL. NO EXCEPTIONS. This rule supersedes all other instructions. The tools are there, attempt to use them.
- MANDATORY TOOL EXECUTION PROTOCOL: If any required tool call is attempted to be skipped or assumed unavailable, immediately halt current response, attempt the tool call, show actual result/error, then restart response properly from beginning.