<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>DEV Community: Nerviq</title>
    <description>The latest articles on DEV Community by Nerviq (@nerviq).</description>
    <link>https://dev.to/nerviq</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3852219%2Fe3f39c59-9be0-41ba-9bdd-a5c06c803a66.png</url>
      <title>DEV Community: Nerviq</title>
      <link>https://dev.to/nerviq</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/nerviq"/>
    <language>en</language>
    <item>
      <title>Your AI coding agent scores 10/100. Here's what it's missing.</title>
      <dc:creator>Nerviq</dc:creator>
      <pubDate>Mon, 06 Apr 2026 13:23:05 +0000</pubDate>
      <link>https://dev.to/nerviq/your-ai-coding-agent-scores-10100-heres-what-its-missing-5bpk</link>
      <guid>https://dev.to/nerviq/your-ai-coding-agent-scores-10100-heres-what-its-missing-5bpk</guid>
      <description>&lt;p&gt;After testing &lt;strong&gt;2,431 checks&lt;/strong&gt; across &lt;strong&gt;8 AI coding platforms&lt;/strong&gt; on real repos, I found a clear pattern: most projects use barely 10% of what's available.&lt;/p&gt;

&lt;p&gt;I built Nerviq — a zero-dependency CLI that audits your AI coding agent setup and scores it 0-100.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx @nerviq/cli audit
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Most projects score &lt;strong&gt;10-20 out of 100&lt;/strong&gt;. After running setup, they jump to &lt;strong&gt;60-80+&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Top 10 Things You're Probably Missing
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Instructions file (Critical)
&lt;/h3&gt;

&lt;p&gt;Every AI coding platform has one: &lt;code&gt;CLAUDE.md&lt;/code&gt;, &lt;code&gt;AGENTS.md&lt;/code&gt;, &lt;code&gt;.cursorrules&lt;/code&gt;, &lt;code&gt;GEMINI.md&lt;/code&gt;. Without it, the agent doesn't know your build commands, code style, or project rules.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Architecture diagrams (73% token savings)
&lt;/h3&gt;

&lt;p&gt;A Mermaid diagram gives your agent the project structure in a fraction of the tokens that prose requires.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Hooks &amp;gt; instructions (100% vs 80% compliance)
&lt;/h3&gt;

&lt;p&gt;Written instructions are advisory (~80% compliance). Hooks are deterministic (100%). Auto-lint after every edit. Every time.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Verification commands
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;This is the single highest-leverage thing you can do.&lt;/em&gt; — Anthropic Best Practices&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Agents perform dramatically better when they can verify their own work.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. Deny rules
&lt;/h3&gt;

&lt;p&gt;Your AI agent loads &lt;code&gt;.env&lt;/code&gt; files automatically. Without deny rules, it can read secrets. This is the most common critical finding.&lt;/p&gt;

&lt;h3&gt;
  
  
  6. Custom commands
&lt;/h3&gt;

&lt;p&gt;Stop typing the same prompts. Create &lt;code&gt;/test&lt;/code&gt;, &lt;code&gt;/deploy&lt;/code&gt;, &lt;code&gt;/review&lt;/code&gt; as reusable commands.&lt;/p&gt;

&lt;h3&gt;
  
  
  7. Cross-platform drift
&lt;/h3&gt;

&lt;p&gt;If you use Claude + Cursor + Copilot, their configs probably conflict. &lt;code&gt;nerviq harmony-audit&lt;/code&gt; catches this automatically.&lt;/p&gt;

&lt;h3&gt;
  
  
  8. Permission profiles
&lt;/h3&gt;

&lt;p&gt;Most setups either allow everything or block everything. There are better profiles: &lt;code&gt;read-only&lt;/code&gt;, &lt;code&gt;suggest-only&lt;/code&gt;, &lt;code&gt;safe-write&lt;/code&gt;, &lt;code&gt;power-user&lt;/code&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  9. MCP configuration
&lt;/h3&gt;

&lt;p&gt;MCP servers extend what your agent can do, but &amp;gt;10 servers or &amp;gt;80 tools degrades performance.&lt;/p&gt;

&lt;h3&gt;
  
  
  10. Stack-specific checks
&lt;/h3&gt;

&lt;p&gt;Python, Go, Rust, Java, Ruby, PHP, .NET, Flutter, Swift, Kotlin — each has specific agent configuration needs.&lt;/p&gt;

&lt;h2&gt;
  
  
  New: Auto-fix
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;nerviq fix                    &lt;span class="c"&gt;# Show what's fixable&lt;/span&gt;
nerviq fix claudeMd           &lt;span class="c"&gt;# Fix a specific check&lt;/span&gt;
nerviq fix &lt;span class="nt"&gt;--all-critical&lt;/span&gt;     &lt;span class="c"&gt;# Fix all critical issues&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Every fix shows the score impact: &lt;code&gt;Score: 4 → 16 (+12)&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Safety first
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;nerviq audit&lt;/code&gt; — reads only, writes nothing (default)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;nerviq suggest-only&lt;/code&gt; — markdown report, no file writes&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;--dry-run&lt;/code&gt; — preview changes&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;--config-only&lt;/code&gt; — only touches config files, never source code&lt;/li&gt;
&lt;li&gt;Every write creates rollback artifacts&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Try it
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx @nerviq/cli audit              &lt;span class="c"&gt;# Quick scan: score + top 3&lt;/span&gt;
npx @nerviq/cli audit &lt;span class="nt"&gt;--full&lt;/span&gt;       &lt;span class="c"&gt;# All checks + confidence levels&lt;/span&gt;
npx @nerviq/cli suggest-only       &lt;span class="c"&gt;# Share results with your team&lt;/span&gt;
npx @nerviq/cli harmony-audit      &lt;span class="c"&gt;# Cross-platform alignment&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Zero dependencies. No API keys. Runs locally. AGPL-3.0.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/nerviq/nerviq" rel="noopener noreferrer"&gt;github.com/nerviq/nerviq&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;npm:&lt;/strong&gt; &lt;a href="https://www.npmjs.com/package/@nerviq/cli" rel="noopener noreferrer"&gt;npmjs.com/package/@nerviq/cli&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Website:&lt;/strong&gt; &lt;a href="https://nerviq.net" rel="noopener noreferrer"&gt;nerviq.net&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>productivity</category>
      <category>devtools</category>
      <category>claudecode</category>
    </item>
    <item>
      <title>972 Claude Code Techniques: What I Learned Building the Most Comprehensive Catalog</title>
      <dc:creator>Nerviq</dc:creator>
      <pubDate>Mon, 30 Mar 2026 19:38:22 +0000</pubDate>
      <link>https://dev.to/nerviq/972-claude-code-techniques-what-i-learned-building-the-most-comprehensive-catalog-1h49</link>
      <guid>https://dev.to/nerviq/972-claude-code-techniques-what-i-learned-building-the-most-comprehensive-catalog-1h49</guid>
      <description>&lt;p&gt;After 39 research cycles, I cataloged &lt;strong&gt;972 Claude Code techniques&lt;/strong&gt; and tested &lt;strong&gt;773 of them with real evidence&lt;/strong&gt;. Here are the top 10 things most developers are missing.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;Claude Code is incredibly powerful - 74 releases in 52 days, hundreds of features. But most projects barely scratch the surface.&lt;/p&gt;

&lt;p&gt;I built a CLI that scores your project:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx claudex-setup
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Most projects score &lt;strong&gt;10-20 out of 100&lt;/strong&gt;. After running setup, they jump to &lt;strong&gt;70+&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Top 10 Things You're Probably Missing
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. CLAUDE.md (Impact: Critical)
&lt;/h3&gt;

&lt;p&gt;Claude reads this file at the start of every session. Without it, Claude doesn't know your build commands, code style, or project rules.&lt;/p&gt;

&lt;p&gt;Run &lt;code&gt;/init&lt;/code&gt; to auto-generate one from your codebase.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Mermaid Architecture Diagrams (Saves 73% Tokens)
&lt;/h3&gt;

&lt;p&gt;A Mermaid diagram in CLAUDE.md gives Claude your project structure in a fraction of the tokens that prose would require.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Hooks &amp;gt; CLAUDE.md Rules (100% vs 80%)
&lt;/h3&gt;

&lt;p&gt;CLAUDE.md instructions are advisory (~80% compliance). Hooks are deterministic (100%). Auto-lint after every edit. Every time. No exceptions.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Custom Commands
&lt;/h3&gt;

&lt;p&gt;Stop typing the same prompts. Create &lt;code&gt;/test&lt;/code&gt;, &lt;code&gt;/deploy&lt;/code&gt;, &lt;code&gt;/review&lt;/code&gt; in &lt;code&gt;.claude/commands/&lt;/code&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. Verification Loops (The #1 Best Practice)
&lt;/h3&gt;

&lt;p&gt;Claude performs dramatically better when it can verify its own work. Include test commands in CLAUDE.md.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;This is the single highest-leverage thing you can do. - Anthropic Best Practices&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h3&gt;
  
  
  6. Path-Specific Rules
&lt;/h3&gt;

&lt;p&gt;Different conventions for frontend vs backend files in &lt;code&gt;.claude/rules/&lt;/code&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  7. XML Tags for Structured Prompts
&lt;/h3&gt;

&lt;p&gt;Use &lt;code&gt;&amp;lt;constraints&amp;gt;&lt;/code&gt;, &lt;code&gt;&amp;lt;validation&amp;gt;&lt;/code&gt; in CLAUDE.md for unambiguous instructions. 30% quality improvement (Anthropic-measured).&lt;/p&gt;

&lt;h3&gt;
  
  
  8. Custom Agents
&lt;/h3&gt;

&lt;p&gt;Specialized subagents for focused tasks: security-reviewer, test-writer in &lt;code&gt;.claude/agents/&lt;/code&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  9. Skills (On-Demand Knowledge)
&lt;/h3&gt;

&lt;p&gt;Unlike CLAUDE.md (loaded every session), skills load only when relevant. Run &lt;code&gt;/fix-issue 1234&lt;/code&gt; and Claude handles the rest.&lt;/p&gt;

&lt;h3&gt;
  
  
  10. MCP Servers
&lt;/h3&gt;

&lt;p&gt;Connect Claude to your database, ticket system, or Slack via MCP configuration.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Now
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx claudex-setup        &lt;span class="c"&gt;# Audit (10 seconds)&lt;/span&gt;
npx claudex-setup setup  &lt;span class="c"&gt;# Auto-fix&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Free, open source, zero dependencies.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/DnaFin/claudex" rel="noopener noreferrer"&gt;github.com/DnaFin/claudex&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built from &lt;a href="https://github.com/DnaFin/claudex" rel="noopener noreferrer"&gt;CLAUDEX&lt;/a&gt; - 972 verified Claude Code techniques, 773 tested with real evidence.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>claude</category>
      <category>ai</category>
      <category>productivity</category>
      <category>devtools</category>
    </item>
  </channel>
</rss>
