🔥 Market Shift: Setup → Optimization ponytail 90K⭐ • omnigent 7.8K⭐

Your AI Agent Is Underperforming. Here's Why.

You installed Claude Code, Codex, or Cursor. But your agents produce mediocre output, waste tokens, over-engineer solutions, and don't follow your conventions. You're paying for tools you're not using right. We fix that.

See Plans →
3 DaysAudit Turnaround
5Audit Dimensions
20+Page Playbook
$497Starting Price

The problem & the solution

Without Agent Optimization

  • Agents write 200-line functions when 20 lines would do — over-engineering every solution
  • Inconsistent code style across sessions — each invocation samples a different "style personality"
  • Tokens burned on verbose chain-of-thought reasoning for trivial tasks
  • Agents hallucinate APIs and invent nonexistent methods or endpoints
  • Your codebase conventions, commit rules, and design patterns are ignored
  • You spend more time reviewing and fixing agent output than it saves

With DHX Optimization

  • Agents produce minimal, correct, convention-compliant code on first try
  • Consistent output across all sessions — same style, same quality, every time
  • Token consumption drops 40-60% — right-size reasoning for task complexity
  • Tool definitions wired correctly — agents use your actual APIs, not guessed ones
  • Codebase context, commit conventions, and design patterns injected into every interaction
  • Your agent setup becomes a net productivity multiplier, not a tax

What we audit

5 dimensions. 3 days. Complete optimization roadmap.

🧠

Prompt Architecture Audit

System prompts, user prompts, task decomposition, context window management. We analyze how your agent is told to think — and fix the instructions that cause over-engineering, verbose output, and wrong priorities.

🔧

Tool/API Configuration Review

MCP tool definitions, API schemas, tool descriptions, routing accuracy. If your agent doesn't know what tools are available — or the descriptions are vague — it will guess, hallucinate, and waste tokens.

💰

Cost Efficiency Analysis

Token consumption patterns, model selection, waste analysis, tier optimization. Most teams overpay by 2-3x because they use expensive models for tasks that cheap models handle fine.

⚡

Workflow Optimization

Multi-step agent chains, handoff patterns, error recovery, task scoping. We analyze how your agent sequences work — where it loops, where it stalls, and how to make the flow seamless.

📦

Custom Skill Pack

3 domain-specific skills crafted for your stack. Code style enforcement, convention injection, task-specific prompt templates — delivered as ready-to-use skill files.

📊

Monitoring & Iteration Framework

Output verbosity rules per task type, quality metrics tracking, iteration playbook. We set up the measurement system so you know if agent quality is improving or slipping.

10 Signs Your Agent Is Over-Engineering

Download our free checklist. Here's a preview of what we look for:

1
Agents write 200-line functions when 20 lines would do
2
Agents ignore existing codebase conventions
3
Agents hallucinate APIs and nonexistent methods
4
Agents waste tokens on unnecessary reasoning steps
5
Agents don't leverage your MCP tools
6
Agents produce inconsistent code style
7
Agents fail silently instead of asking for help
8
Agents don't follow your commit conventions
9
Agents over-explain simple changes
10
Agents try to solve everything instead of asking for clarification
Download Full Checklist →

Our methodology

Audit → Playbook → Implement → Monitor. Proven at ponytail and omnigent scale.

🔍

Audit

5-dimension deep dive: prompts → tools → workflows → costs → output quality

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📘

Playbook

20+ page report with prioritized recommendations + 3 custom skills + model routing config

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⚙️

Implement

We apply all changes — prompt rewrites, tool configs, workflow automation, skill deployment

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📈

Monitor

30-day follow-up ($1,497 tier) or quarterly audits ($497/mo retainer) — quality stays high

Built on proven methodology

The same optimization principles that power the most-starred AI agent projects on GitHub.

★
ponytail
90,336★ — "lazy senior dev" prompt
★
omnigent
7,811★ — multi-agent orchestration

The market is shifting from "which agent tool" to "how to make agents effective." Most competitors sell agent setup. Nobody sells agent optimization.

What teams are saying

Before/after from real agent optimization engagements.

"We had Claude Code for 3 months and our team was frustrated — slow, verbose, inconsistent output. The DHX audit identified 7 issues across our prompts, tool config, and workflow. After implementing the fixes, our token consumption dropped 52% and output quality improved noticeably. Worth every penny."
Marcus T. — Engineering Lead, SaaS Startup (5-person team)
"The checklist alone was eye-opening. I hit 8 out of 10 signs. The audit playbook gave me a concrete roadmap — 3 custom skills that now ship with every Cursor session. My output quality is night and day. I should have done this months ago."
Priya K. — Solo Founder, B2B Analytics

Pricing that scales with your agent usage

From free diagnostic to full retainer. No lock-in. Cancel anytime.

Free

$0

Diagnostic checklist — see where your agent setup is bleeding.

  • 10-sign diagnostic PDF
  • 5-minute quick fixes for each sign
  • Scoring guide (Healthy / At Risk / Critical)
  • Email delivery
👍 Start here Download Free →

Audit

$497 one-time

3-day deep dive. 20+ page playbook. 3 custom skills.

  • 5-dimension audit (prompts, tools, workflows, costs, quality)
  • 20+ page optimization playbook
  • 3 custom domain-specific skills
  • Model routing config
  • 60-minute debrief call
🔥 Most Popular Book Audit →

Audit + Fix

$1,497 one-time

Full implementation + 30-day follow-up. Everything fixed.

  • Everything in the $497 Audit
  • Full prompt rewrite & template overhaul
  • Tool config & MCP optimization
  • Workflow automation & error recovery
  • 30-day follow-up (week 1, 2, 4)
  • Before/after metrics report
👍 Best for: Teams scaling fast Get Full Fix →

Retainer

$497/mo

Ongoing optimization. Your agents stay at peak performance.

  • Quarterly deep audits
  • 1-2 new custom skills per quarter
  • Ongoing prompt & config tuning
  • Monthly token consumption reports
  • Priority 24-hour support
  • Monthly check-in calls
👍 Best for: Heavy agent users Contact Sales

* Retainer requires at least one prior Audit to establish baseline. Enterprise pricing available for teams of 20+.

Compatible with every agent tool

We optimize the configuration, not the tool. Works with everything.

Claude Code ✓ Full OpenAI Codex CLI ✓ Full Cursor ✓ Full Cline ✓ Full Claude Desktop ✓ Full Hermes Agent ✓ Full WindSurf ✓ Partial GitHub Copilot ✓ Partial Custom / In-House ✓ Full

Free: "10 Signs Your AI Agent Is Over-Engineering"

Download the diagnostic checklist. Score your setup in 5 minutes. Get the quick fixes.

📋 "10 Signs Your AI Agent Is Over-Engineering"

Here's what you get for free: A 10-point diagnostic checklist covering the most common failure modes of AI agent setups. Each sign includes the symptom, why it happens, and a 5-minute quick fix you can apply today. Plus a scoring guide to measure how healthy your agent setup really is. No credit card. No commitment.

We'll email you the PDF. No spam. Unsubscribe anytime.

How does your setup score?

✅ Healthy
0-3 signs
You're doing better than most. Targeted optimization could still 2x your output.
⚠️ At Risk
4-6 signs
Optimization would 2x your output. The gaps are compounding — fixing them together produces outsized gains.
🔴 Critical
7-10 signs
You're losing money on underperforming agents. Every week you wait is money burned.

Frequently asked

How is this different from just tweaking my agent prompt myself?
Most teams spend 2-3 weeks iterating on prompts and still miss systemic issues — tool configuration gaps, cost inefficiencies, workflow bottlenecks. Our audit covers 5 dimensions in 3 days. It's faster and more thorough than DIY. Plus you get 3 custom skills and a full playbook, not just a better system prompt.
What agent frameworks do you support?
All of them. Claude Code, OpenAI Codex CLI, Cursor, Cline, Claude Desktop, Hermes Agent, Windsurf, GitHub Copilot, and custom/in-house frameworks. Our methodology is tool-agnostic — we optimize the configuration, not the tool.
What do you need from me to do the audit?
Read-only access to your agent configuration files (prompts, tool definitions, MCP config), a sample of 10-20 agent sessions or outputs, and a 30-minute kickoff call. That's it. We don't need access to your codebase or production systems.
How long does the audit take?
3 days. Day 1: data collection and initial analysis. Day 2: deep analysis and playbook drafting. Day 3: debrief call and delivery. The $1,497 tier adds 1 week for implementation, plus 30-day follow-up.
Can you guarantee results?
We guarantee you'll get a thorough, actionable playbook with clear recommendations. We can't guarantee specific outcomes because every setup is different. That said, our clients consistently see 40-60% token reduction and noticeable quality improvements — often within the first week of implementation.
What if I only want one part of the audit (e.g., just cost analysis)?
We can scope a custom engagement for specific needs. However, the full 5-dimension audit is more valuable because the dimensions interact — a prompt change affects token costs, a workflow change affects tool usage, etc. Most teams benefit from the complete picture.
Do you work with teams that have custom/in-house agent frameworks?
Yes. Custom frameworks often benefit the most because they lack the community-tested defaults that commercial tools provide. We audit any agent framework with prompt + tool config access.