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class="article-title">Hermes Tool Search</h1><details class="note-properties metadata-container" open data-collapsed="false"><summary class="note-properties-header"><span class="note-properties-title">Properties</span><span class="note-properties-count">1</span></summary><table class="note-properties-table"><tbody><tr class="note-properties-row metadata-property"><td class="note-properties-key metadata-property-key">tags</td><td class="note-properties-value metadata-property-value"><span class="note-properties-tags"><a href="../tags/hermes" class="internal internal-link tag-link">hermes</a><span class="note-properties-separator">, </span><a href="../tags/automation" class="internal internal-link tag-link">automation</a><span class="note-properties-separator">, </span><a href="../tags/system" class="internal internal-link tag-link">system</a></span></td></tr></tbody></table></details><p show-comma="true" class="content-meta"><time datetime="2026-07-24T16:00:00.000Z">Jul 25, 2026</time><span>2 min read</span></p></div></div><article class="popover-hint"><div class="markdown-preview-view markdown-rendered"><h1 id="hermes-tool-search">Hermes Tool Search<a role="anchor" aria-hidden="true" tabindex="-1" data-no-popover="true" href="#hermes-tool-search" class="internal internal-link"><svg width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h1>
<h2 id="why-it-is-enabled">Why it is enabled<a role="anchor" aria-hidden="true" tabindex="-1" data-no-popover="true" href="#why-it-is-enabled" class="internal internal-link"><svg width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2>
<p>Hermes previously sent every external tool schema to the model on every turn.
That used a large part of the context window before the conversation began and
made compaction happen much sooner.</p>
<p>Native Hermes Tool Search is now always on. Core tools remain immediately
available. External tools are discovered only when they are relevant, then
described and called through the Tool Search bridge.</p>
<h2 id="active-configuration">Active configuration<a role="anchor" aria-hidden="true" tabindex="-1" data-no-popover="true" href="#active-configuration" class="internal internal-link"><svg width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2>
<p>File: <code>/home/hermes/.hermes/config.yaml</code></p>
<figure data-rehype-pretty-code-figure><pre tabindex="0" data-language="yaml" data-theme="github-light github-dark"><code data-language="yaml" data-theme="github-light github-dark" style="display:grid;"><span data-line><span style="--shiki-light:#22863A;--shiki-dark:#85E89D;" data-token-type="tag">tools</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;" data-token-type="punctuation">:</span></span>
<span data-line><span style="--shiki-light:#22863A;--shiki-dark:#85E89D;" data-token-type="tag"> tool_search</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;" data-token-type="punctuation">:</span></span>
<span data-line><span style="--shiki-light:#22863A;--shiki-dark:#85E89D;" data-token-type="tag"> enabled</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;" data-token-type="punctuation">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;" data-token-type="string">&quot;on&quot;</span></span>
<span data-line><span style="--shiki-light:#22863A;--shiki-dark:#85E89D;" data-token-type="tag"> threshold_pct</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;" data-token-type="punctuation">: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF;" data-token-type="value">10</span></span>
<span data-line><span style="--shiki-light:#22863A;--shiki-dark:#85E89D;" data-token-type="tag"> search_default_limit</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;" data-token-type="punctuation">: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF;" data-token-type="value">5</span></span>
<span data-line><span style="--shiki-light:#22863A;--shiki-dark:#85E89D;" data-token-type="tag"> max_search_limit</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;" data-token-type="punctuation">: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF;" data-token-type="value">20</span></span></code></pre></figure>
<p><code>enabled: &quot;on&quot;</code> is the important setting: it makes Tool Search active on every
request instead of waiting for the tool schemas to cross an automatic token
threshold.</p>
<h2 id="verified-result">Verified result<a role="anchor" aria-hidden="true" tabindex="-1" data-no-popover="true" href="#verified-result" class="internal internal-link"><svg width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2>
<ul>
<li>80 external tools were deferred in the production gateway.</li>
<li>Approximately 24,151 schema tokens were removed from the always-present
prompt.</li>
<li>36 core or directly visible tools remained available.</li>
<li>Estimated fixed baseline fell from about 52,955 to 29,182 tokens, a reduction
of roughly 45%.</li>
<li>In an isolated Computer Use test, 53 tools were discovered and the
<code>health_report</code> search, description, and call all succeeded.</li>
<li>Native Tool Search tests passed: 39 tests.</li>
</ul>
<p>Tool Search can add a small discovery call when an external tool is first
needed. It should not reduce answer quality: the model retains direct access to
core tools and can search for specialized tools by name or purpose.</p>
<h2 id="new-tools-and-new-skills">New tools and new skills<a role="anchor" aria-hidden="true" tabindex="-1" data-no-popover="true" href="#new-tools-and-new-skills" class="internal internal-link"><svg width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2>
<p>New external tools are automatically included in Tool Search after their tool
provider is loaded. They do not need to be manually assigned to a category.</p>
<p>Skills use a separate discovery system:</p>
<ul>
<li><code>~/.hermes/skills/devops/my-skill/SKILL.md</code> is categorized as <code>devops</code>.</li>
<li>A skill directly under <code>~/.hermes/skills/</code> has no category.</li>
<li>The skill <code>name</code> and <code>description</code> come from YAML frontmatter in <code>SKILL.md</code>.</li>
<li>Directory additions are noticed automatically. An in-place edit may take up
to 30 seconds to appear because of the skill cache.</li>
</ul>
<p>Tool Search therefore does not decide skill categories. The first directory
below <code>~/.hermes/skills/</code> does.</p>
<h2 id="rollback">Rollback<a role="anchor" aria-hidden="true" tabindex="-1" data-no-popover="true" href="#rollback" class="internal internal-link"><svg width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2>
<p>The pre-change configuration is preserved at:</p>
<p><code>/home/hermes/.hermes/backups/config.yaml.20260725-before-tool-search</code></p>
<p>Restore that file only if Tool Search causes a confirmed regression, validate
the YAML, and restart <code>hermes-gateway.service</code>.</p>
<h2 id="related">Related<a role="anchor" aria-hidden="true" tabindex="-1" data-no-popover="true" href="#related" class="internal internal-link"><svg width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2>
<ul>
<li><a href="../systems/hermes-agent" class="internal internal-link" data-slug="systems/hermes-agent">hermes-agent</a></li>
<li><a href="../systems/skills-index" class="internal internal-link" data-slug="systems/skills-index">skills-index</a></li>
<li><a href="../concepts/tool-calling" class="internal internal-link" data-slug="concepts/tool-calling">tool-calling</a></li>
<li><a href="../runbooks/gateway-resource-resilience" class="internal internal-link" data-slug="runbooks/gateway-resource-resilience">gateway-resource-resilience</a></li>
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