hugoduncan

MCP Tasks Optimize Prompts — Development skill for Claude Code

Development community

Analyze session events from completed stories to optimize prompts.

How to install MCP Tasks Optimize Prompts

Installs to ~/.claude/commands/hugoduncan-mcp-tasks-mcp-tasks-optimize-prompts.md

Terminal

mkdir -p ~/.claude/commands && curl -fsSL https://raw.githubusercontent.com/hugoduncan/mcp-tasks/HEAD/.claude/commands/mcp-tasks-optimize-prompts.md -o ~/.claude/commands/hugoduncan-mcp-tasks-mcp-tasks-optimize-prompts.md

Restart Claude Code, or start a new session, for it to be picked up.

What MCP Tasks Optimize Prompts does

description: Analyze session events from completed stories to optimize prompts

Analyze session events from completed stories to identify prompt improvements.

**Goal:** Ensure Claude follows prompts reliably. User corrections indicate prompts need clearer or more explicit instructions. Compactions indicate context issues (verbose prompts, under-specified tasks, or tasks not split small enough).

Process

1. Initialize State

Use `init-state!` function from `mcp-tasks.prompt-opt

Alternatives in Development

Hermes Agent Self Evolution — ⚒ Evolutionary self-improvement for Hermes Agent — optimize skills, prompts, and code using DSPy + GEPA 5.2k ★
Analyze Cluster Postmortem — Postmortem analysis of cluster failures → OPTIMIZE PROMPTS to work for EVERY use case 1.7k ★
Release & Shipping Burn Patterns — Research Summary — Research completed: 2026-02-10 Sources: ~/.claude/CLAUDE.md (This Has Burned You Before table), SESSION_HANDOF 216 ★