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Easy LLM Tools

buildMaven Central Versionjavadoc

Easy LLM Tools is a set of tools to create tools used by LLMs, primarily for Java and Spring AI. It consists of three parts:

  • LLM tool spec
  • LLM tool code generator
  • LLM tool integrations

Tools play an important role in building AI applications, especially for agents. Agents use tools to access external information and perform actions.

Tools are not hard to create. Different AI frameworks and libraries have their own ways to create tools. These frameworks and tools usually take a code-first approach. Tools are directly built using code.

Easy LLM Tools takes a spec-first approach. For each tool, its spec should be create first. By creating tool specs, we can enable advanced usage scenarios of tools:

  • Search of tools using RAG
  • Dynamic invocation of tools
  • Tool UI generation
  • Documentation
  • Share and reuse

See doc

About

A set of tools to create tools used by LLMs, primarily for Java and Spring AI

javaaidev.com/docs/easy-llm-tools/intro/

Topics

agentjavallmspring-ai

Resources

Readme
Apache-2.0 license
Activity
Custom properties

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Watchers

1 watching

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0 forks
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, 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all 
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(function() {
function addCopyButtons() {
document.querySelectorAll('pre code').forEach(function(codeBlock) {
if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;
codeBlock.parentElement.setAttribute('data-copy-added', 'true');
var btn = document.createElement('button');
btn.textContent = 'Copy';
btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';
btn.onmouseover = function() { this.style.opacity = '1'; };
btn.onmouseout = function() { this.style.opacity = '0.7'; };
btn.onclick = function() {
navigator.clipboard.writeText(codeBlock.textContent).then(function() {
btn.textContent = 'Copied!';
setTimeout(function() { btn.textContent = 'Copy'; }, 1500);
});
};
codeBlock.parentElement.style.position = 'relative';
codeBlock.parentElement.appendChild(btn);
});
}
addCopyButtons();
// Re-run on dynamic content
var observer = new MutationObserver(addCopyButtons);
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
GitHub - JavaAIDev/easy-llm-tools: A set of tools to create tools used by LLMs, primarily for Java and Spring AI · GitHub
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Easy LLM Tools
buildMaven Central Versionjavadoc
Easy LLM Tools is a set of tools to create tools used by LLMs, primarily for Java and Spring AI. It consists of three parts:
  • LLM tool spec
  • LLM tool code generator
  • LLM tool integrations
Tools play an important role in building AI applications, especially for agents. Agents use tools to access external information and perform actions.
Tools are not hard to create. Different AI frameworks and libraries have their own ways to create tools. These frameworks and tools usually take a code-first approach. Tools are directly built using code.
Easy LLM Tools takes a spec-first approach. For each tool, its spec should be create first. By creating tool specs, we can enable advanced usage scenarios of tools:
  • Search of tools using RAG
  • Dynamic invocation of tools
  • Tool UI generation
  • Documentation
  • Share and reuse
See doc
About
A set of tools to create tools used by LLMs, primarily for Java and Spring AI
javaaidev.com/docs/easy-llm-tools/intro/
Topics
agentjavallmspring-ai
Resources
Readme
Apache-2.0 license
Activity
Custom properties
Stars
0 stars
Watchers
1 watching
Forks
0 forks
Report repository
Releases
Sponsor this project
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Force GitHub README to respect dark mode
(function() {
var style = document.createElement('style');
style.textContent = '
.markdown-body {
color-scheme: dark light;
}
.markdown-body pre { background: #161b22 !important; }
.markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }
.markdown-body table th, .markdown-body table td { border-color: #30363d !important; }
.markdown-body img { background: #0d1117; }
.markdown-body blockquote { border-left-color: #8b949e; }
.markdown-body hr { border-color: #30363d; }
';
document.head.appendChild(style);
})();
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '
GitHub - JavaAIDev/easy-llm-tools: A set of tools to create tools used by LLMs, primarily for Java and Spring AI · GitHub
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Easy LLM Tools
buildMaven Central Versionjavadoc
Easy LLM Tools is a set of tools to create tools used by LLMs, primarily for Java and Spring AI. It consists of three parts:
  • LLM tool spec
  • LLM tool code generator
  • LLM tool integrations
Tools play an important role in building AI applications, especially for agents. Agents use tools to access external information and perform actions.
Tools are not hard to create. Different AI frameworks and libraries have their own ways to create tools. These frameworks and tools usually take a code-first approach. Tools are directly built using code.
Easy LLM Tools takes a spec-first approach. For each tool, its spec should be create first. By creating tool specs, we can enable advanced usage scenarios of tools:
  • Search of tools using RAG
  • Dynamic invocation of tools
  • Tool UI generation
  • Documentation
  • Share and reuse
See doc
About
A set of tools to create tools used by LLMs, primarily for Java and Spring AI
javaaidev.com/docs/easy-llm-tools/intro/
Topics
agentjavallmspring-ai
Resources
Readme
Apache-2.0 license
Activity
Custom properties
Stars
0 stars
Watchers
1 watching
Forks
0 forks
Report repository
Releases
Sponsor this project
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Highlight search terms from Google/DuckDuckGo/Bing referrer
(function() {
var ref = document.referrer;
var terms = [];
if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {
var url = new URL(ref);
var q = url.searchParams.get('q') || url.searchParams.get('p');
if (q) {
terms = q.split(/\s+/).filter(function(t) { return t.length > 2; });
}
}
if (terms.length === 0) return;
var style = document.createElement('style');
style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';
document.head.appendChild(style);
function highlight(node) {
if (node.nodeType === 3) { // text node
var text = node.textContent;
var found = false;
terms.forEach(function(term) {
var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi');
if (regex.test(text)) {
found = true;
var frag = document.createDocumentFragment();
var parts = text.split(regex);
parts.forEach(function(part, i) {
if (i % 2 === 0) {
frag.appendChild(document.createTextNode(part));
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var span = document.createElement('span');
span.className = 'userscript-highlight';
span.textContent = part;
frag.appendChild(span);
}
});
node.parentNode.replaceChild(frag, node);
}
});
} else if (node.nodeType === 1 && node.childNodes) { // element
var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];
if (!skipTags.includes(node.tagName)) {
Array.from(node.childNodes).forEach(highlight);
}
}
}
highlight(document.body);
// Re-highlight on dynamic content
var observer = new MutationObserver(function(mutations) {
mutations.forEach(function(m) {
m.addedNodes.forEach(function(node) {
if (node.nodeType === 1 || node.nodeType === 3) highlight(node);
});
});
});
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '
GitHub - JavaAIDev/easy-llm-tools: A set of tools to create tools used by LLMs, primarily for Java and Spring AI · GitHub
Skip to content
BranchesTags
Repository files navigation
Easy LLM Tools
buildMaven Central Versionjavadoc
Easy LLM Tools is a set of tools to create tools used by LLMs, primarily for Java and Spring AI. It consists of three parts:
  • LLM tool spec
  • LLM tool code generator
  • LLM tool integrations
Tools play an important role in building AI applications, especially for agents. Agents use tools to access external information and perform actions.
Tools are not hard to create. Different AI frameworks and libraries have their own ways to create tools. These frameworks and tools usually take a code-first approach. Tools are directly built using code.
Easy LLM Tools takes a spec-first approach. For each tool, its spec should be create first. By creating tool specs, we can enable advanced usage scenarios of tools:
  • Search of tools using RAG
  • Dynamic invocation of tools
  • Tool UI generation
  • Documentation
  • Share and reuse
See doc
About
A set of tools to create tools used by LLMs, primarily for Java and Spring AI
javaaidev.com/docs/easy-llm-tools/intro/
Topics
agentjavallmspring-ai
Resources
Readme
Apache-2.0 license
Activity
Custom properties
Stars
0 stars
Watchers
1 watching
Forks
0 forks
Report repository
Releases
Sponsor this project
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Strip utm_, fbclid, gclid, etc. from all links on page
(function() {
var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',
'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',
'ref', 'ref_src', 'source', 'medium', 'campaign'];
function cleanUrl(url) {
try {
var u = new URL(url, window.location.origin);
var changed = false;
trackingParams.forEach(function(p) {
if (u.searchParams.has(p)) {
u.searchParams.delete(p);
changed = true;
}
});
return changed ? u.toString() : url;
} catch (e) {
return url;
}
}
function cleanLinks() {
document.querySelectorAll('a[href]').forEach(function(a) {
var clean = cleanUrl(a.href);
if (clean !== a.href) a.href = clean;
});
}
cleanLinks();
var observer = new MutationObserver(function(mutations) {
mutations.forEach(function(m) {
m.addedNodes.forEach(function(node) {
if (node.nodeType === 1) {
if (node.tagName === 'A') cleanLinks();
node.querySelectorAll('a[href]').forEach(function(a) {
var clean = cleanUrl(a.href);
if (clean !== a.href) a.href = clean;
});
}
});
});
});
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '
GitHub - JavaAIDev/easy-llm-tools: A set of tools to create tools used by LLMs, primarily for Java and Spring AI · GitHub
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BranchesTags
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Easy LLM Tools
buildMaven Central Versionjavadoc
Easy LLM Tools is a set of tools to create tools used by LLMs, primarily for Java and Spring AI. It consists of three parts:
  • LLM tool spec
  • LLM tool code generator
  • LLM tool integrations
Tools play an important role in building AI applications, especially for agents. Agents use tools to access external information and perform actions.
Tools are not hard to create. Different AI frameworks and libraries have their own ways to create tools. These frameworks and tools usually take a code-first approach. Tools are directly built using code.
Easy LLM Tools takes a spec-first approach. For each tool, its spec should be create first. By creating tool specs, we can enable advanced usage scenarios of tools:
  • Search of tools using RAG
  • Dynamic invocation of tools
  • Tool UI generation
  • Documentation
  • Share and reuse
See doc
About
A set of tools to create tools used by LLMs, primarily for Java and Spring AI
javaaidev.com/docs/easy-llm-tools/intro/
Topics
agentjavallmspring-ai
Resources
Readme
Apache-2.0 license
Activity
Custom properties
Stars
0 stars
Watchers
1 watching
Forks
0 forks
Report repository
Releases
Sponsor this project
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Auto-enable theater mode on YouTube
(function() {
function tryTheater() {
var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]');
if (btn && !btn.classList.contains('activated')) {
btn.click();
}
}
// Try immediately
tryTheater();
// Try after navigation (SPA)
var lastUrl = location.href;
setInterval(function() {
if (location.href !== lastUrl) {
lastUrl = location.href;
setTimeout(tryTheater, 500);
}
}, 1000);
// Also try on player load
var observer = new MutationObserver(tryTheater);
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '
GitHub - JavaAIDev/easy-llm-tools: A set of tools to create tools used by LLMs, primarily for Java and Spring AI · GitHub
Skip to content
BranchesTags
Repository files navigation
Easy LLM Tools
buildMaven Central Versionjavadoc
Easy LLM Tools is a set of tools to create tools used by LLMs, primarily for Java and Spring AI. It consists of three parts:
  • LLM tool spec
  • LLM tool code generator
  • LLM tool integrations
Tools play an important role in building AI applications, especially for agents. Agents use tools to access external information and perform actions.
Tools are not hard to create. Different AI frameworks and libraries have their own ways to create tools. These frameworks and tools usually take a code-first approach. Tools are directly built using code.
Easy LLM Tools takes a spec-first approach. For each tool, its spec should be create first. By creating tool specs, we can enable advanced usage scenarios of tools:
  • Search of tools using RAG
  • Dynamic invocation of tools
  • Tool UI generation
  • Documentation
  • Share and reuse
See doc
About
A set of tools to create tools used by LLMs, primarily for Java and Spring AI
javaaidev.com/docs/easy-llm-tools/intro/
Topics
agentjavallmspring-ai
Resources
Readme
Apache-2.0 license
Activity
Custom properties
Stars
0 stars
Watchers
1 watching
Forks
0 forks
Report repository
Releases
Sponsor this project
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Remove or un-stick sticky/fixed headers that block content
(function() {
function unstick() {
document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) {
if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {
el.style.position = 'static';
el.style.top = 'auto';
el.style.zIndex = 'auto';
}
});
}
unstick();
var observer = new MutationObserver(unstick);
observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });
})();
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
})();
GitHub - JavaAIDev/easy-llm-tools: A set of tools to create tools used by LLMs, primarily for Java and Spring AI · GitHub
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Easy LLM Tools
buildMaven Central Versionjavadoc
Easy LLM Tools is a set of tools to create tools used by LLMs, primarily for Java and Spring AI. It consists of three parts:
  • LLM tool spec
  • LLM tool code generator
  • LLM tool integrations
Tools play an important role in building AI applications, especially for agents. Agents use tools to access external information and perform actions.
Tools are not hard to create. Different AI frameworks and libraries have their own ways to create tools. These frameworks and tools usually take a code-first approach. Tools are directly built using code.
Easy LLM Tools takes a spec-first approach. For each tool, its spec should be create first. By creating tool specs, we can enable advanced usage scenarios of tools:
  • Search of tools using RAG
  • Dynamic invocation of tools
  • Tool UI generation
  • Documentation
  • Share and reuse
See doc
About
A set of tools to create tools used by LLMs, primarily for Java and Spring AI
javaaidev.com/docs/easy-llm-tools/intro/
Topics
agentjavallmspring-ai
Resources
Readme
Apache-2.0 license
Activity
Custom properties
Stars
0 stars
Watchers
1 watching
Forks
0 forks
Report repository
Releases
Sponsor this project
Used by
Contributors
Languages