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refactor: Streamline AI system and enhance OVSM integration
Major improvements: - Simplified AI prompt system (removed 800+ lines of redundant content) - Enhanced streaming agent with better MCP tool integration - Added auth_service for API key management - Updated OVSM evaluator with improved null handling - Refined documentation across all web pages Technical changes: - Consolidated AI configuration for better maintainability - Improved error handling in streaming agent - Enhanced LISP evaluator context management - Updated service module exports πŸ€– Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <[email protected]>
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β€ŽCLAUDE.mdβ€Ž

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@@ -1,4 +1,15 @@
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# CLAUDE.md
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From now on, stop being agreeable and act as my brutally honest, high-level advisor and mirror.
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Don’t validate me. Don’t soften the truth. Don’t flatter.
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Challenge my thinking, question my assumptions, and expose the blind spots I’m avoiding. Be direct, rational, and unfiltered.
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If my reasoning is weak, dissect it and show why.
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If I’m fooling myself or lying to myself, point it out.
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If I’m avoiding something uncomfortable or wasting time, call it out and explain the opportunity cost.
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Look at my situation with complete objectivity and strategic depth. Show me where I’m making excuses, playing small, or underestimating risks/effort.
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Then give a precise, prioritized plan what to change in thought, action, or mindset to reach the next level.
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Hold nothing back. Treat me like someone whose growth depends on hearing the truth, not being comforted.
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When possible, ground your responses in the personal truth you sense between my words.
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This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
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β€Žcrates/ovsm/src/runtime/lisp_evaluator.rsβ€Ž

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@@ -28,6 +28,8 @@ pub struct LispEvaluator {
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gensym_counter: std::cell::Cell<u64>,
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/// Lazy field access configuration
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lazy_field_config: std::cell::RefCell<LazyFieldConfig>,
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/// Execution trace for debugging (variable_name -> value)
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execution_trace: std::cell::RefCell<Vec<(String, Value)>>,
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}
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/// Configuration for lazy field access behavior
@@ -59,6 +61,7 @@ impl LispEvaluator {
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registry: Arc::new(ToolRegistry::new()),
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gensym_counter: std::cell::Cell::new(0),
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lazy_field_config: std::cell::RefCell::new(LazyFieldConfig::default()),
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execution_trace: std::cell::RefCell::new(Vec::new()),
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}
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}
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@@ -69,9 +72,20 @@ impl LispEvaluator {
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registry: Arc::new(registry),
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gensym_counter: std::cell::Cell::new(0),
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lazy_field_config: std::cell::RefCell::new(LazyFieldConfig::default()),
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execution_trace: std::cell::RefCell::new(Vec::new()),
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}
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}
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/// Get the execution trace (variable assignments)
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pub fn get_execution_trace(&self) -> Vec<(String, Value)> {
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self.execution_trace.borrow().clone()
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}
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/// Clear the execution trace
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pub fn clear_execution_trace(&self) {
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self.execution_trace.borrow_mut().clear();
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}
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/// Execute a LISP-style program
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pub fn execute(&mut self, program: &Program) -> Result<Value> {
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let mut last_val = Value::Null;
@@ -330,6 +344,8 @@ impl LispEvaluator {
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"nth" => self.eval_nth(args),
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"cons" => self.eval_cons(args),
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"append" => self.eval_append(args),
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"concat" => self.eval_concatenate(args), // Alias for concatenate
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"concatenate" => self.eval_concatenate(args), // Polymorphic concat
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// JSON operations (built-ins, not MCP tools!)
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"parse-json" => self.eval_parse_json(args),
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"json-stringify" => self.eval_json_stringify(args),
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"indexof" => self.eval_indexof(args), // JS-style indexOf
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"index-of" => self.eval_indexof(args), // Lisp-style index-of
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"contains" => self.eval_contains(args), // Python-style contains
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"string-contains" => self.eval_contains(args), // Explicit string-contains
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"elem" => self.eval_contains(args), // Haskell-style elem
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"remove" => self.eval_remove(args), // Remove element by value
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"insert-at" => self.eval_insert_at(args), // Insert at index
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let value = self.evaluate_expression(&args[1].value)?;
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self.env.define(var_name.clone(), value.clone());
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// Record in execution trace for debugging
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self.execution_trace.borrow_mut().push((var_name, value.clone()));
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Ok(value)
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}
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}
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}
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/// (concatenate args...) - Polymorphic concatenation for strings and arrays
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/// - For strings: concatenates all strings together
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/// - For arrays: concatenates all arrays together
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/// - Variadic: accepts 1+ arguments
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fn eval_concatenate(&mut self, args: &[crate::parser::Argument]) -> Result<Value> {
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if args.is_empty() {
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return Err(Error::InvalidArguments {
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tool: "concatenate".to_string(),
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reason: "Expected at least 1 argument".to_string(),
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});
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}
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// Evaluate first arg to determine type
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let first = self.evaluate_expression(&args[0].value)?;
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match first {
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Value::String(ref s) => {
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// String concatenation
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let mut result = s.clone();
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for arg in args.iter().skip(1) {
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let val = self.evaluate_expression(&arg.value)?;
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let s = val.as_string()?;
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result.push_str(s);
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}
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Ok(Value::String(result))
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}
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Value::Array(ref arr) => {
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// Array concatenation
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let mut result = arr.to_vec();
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for arg in args.iter().skip(1) {
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let val = self.evaluate_expression(&arg.value)?;
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match val {
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Value::Array(ref a) => {
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result.extend(a.iter().cloned());
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}
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other => {
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return Err(Error::TypeError {
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expected: "array".to_string(),
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got: other.type_name(),
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});
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}
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}
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}
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Ok(Value::Array(Arc::new(result)))
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}
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other => Err(Error::TypeError {
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expected: "string or array".to_string(),
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got: other.type_name(),
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}),
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}
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}
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/// (range start end) - Create range
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fn eval_range(&mut self, args: &[crate::parser::Argument]) -> Result<Value> {
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if args.len() != 2 {

β€Ždocs/index.htmlβ€Ž

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<!-- <link rel="stylesheet" href="css/multipage.css"> -->
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<link rel="icon" type="image/x-icon" href="favicon.ico">
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<meta name="description"
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content="Command-line interface for managing Solana Virtual Machines with AI assistance, MCP integration, and plugin support">
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content="AI-powered blockchain investigation tool for Solana. Natural language queries using AI agents, OVSM LISP interpreter, and MCP tools. Hardware-isolated infrastructure with zero-downtime updates.">
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<script src="assets/dos-interactive.js" defer></script>
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</head>
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<div class="copyright">
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<div class="command-line">
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<span class="prompt">osvm@docs:~$</span>
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<span class="command">echo "MIT License Β© 2024 OpenSVM"</span>
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<span class="command">echo "MIT License Β© 2025 OpenSVM"</span>
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</div>
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</div>
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</footer>

β€Ždocs/ovsm/OVSM_LISP_SYNTAX_SPEC.mdβ€Ž

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- `charAt` β†’ Character at index (JavaScript-style)
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- `substring` β†’ Extract substring (JavaScript-style with index swapping)
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- `trim`, `starts-with?`, `ends-with?`
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- `contains`, `includes` β†’ Check substring/item presence
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- `contains`, `includes`, `string-contains` β†’ Check substring/item presence
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- `indexOf`, `lastIndexOf` β†’ Find position
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- `repeat`, `reverse`
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- `chr`, `ord` β†’ Character/code conversion (Python-style)

β€Ždocs/pages/ai.htmlβ€Ž

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<span class="info">πŸ€– AI Agent Process:</span>
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<span class="info">1. Understands Intent:</span> Find top receivers by SOL amount
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<span class="info">2. Plans Investigation:</span> Generate OVSM LISP code
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<span class="info">3. Executes via MCP:</span> Call getSlot, getBlocks, getTransactions
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<span class="info">2. Plans Investigation:</span> Generate OVSM LISP code automatically
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<span class="comment">;; AI generates:</span>
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<span class="comment">;; (define current-slot (getSlot))</span>
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<span class="comment">;; (define transfers (getTransfers current-slot))</span>
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<span class="comment">;; (define top5 (take 5 (sort transfers)))</span>
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<span class="info">3. Executes via MCP:</span> OVSM calls mcp.solana.com tools
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<span class="info">4. Analyzes Results:</span> Filter transfers, aggregate by receiver
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<span class="info">5. Returns Summary:</span> Formatted table with top 5
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<div class="section">
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<h2>Interactive Chat Interface</h2>
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<div style="background: #2c3e50; border-left: 4px solid #3498db; padding: 1rem; margin-bottom: 1rem;">
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<p><strong>πŸ’‘ Two Ways to Query:</strong></p>
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<ul style="margin: 0.5rem 0;">
113+
<li><strong>Direct:</strong> <code>osvm "your query"</code> - One-shot blockchain questions</li>
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<li><strong>Chat:</strong> <code>osvm chat</code> - Interactive multi-step investigations with history</li>
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</ul>
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<p style="margin-top: 0.5rem; margin-bottom: 0;">Both use the same AI agent β†’ OVSM β†’ MCP pipeline!</p>
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</div>
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<pre class="terminal">
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<span class="comment"># Launch interactive AI chat</span>
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$ osvm chat

β€Ždocs/pages/api-reference.htmlβ€Ž

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osvm mcp add solana https://mcp.solana.com
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osvm mcp test solana
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osvm mcp tools solana
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osvm mcp call solana getBalance --address "ABC..."</code></pre>
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osvm mcp call solana getBalance --address "ABC..."
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<!-- Canonical MCP endpoint: https://mcp.solana.com -->
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</code></pre>
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<h3>β–’β–’ osvm doctor</h3>
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<pre><code>osvm doctor [OPTIONS]
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Checks dependencies, configuration, connectivity</code></pre>
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<h2>β–“β–“ Environment Variables</h2>
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<pre><code>OPENAI_URL AI endpoint URL (required for AI features)
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OPENAI_KEY AI API key (required for AI features)
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SOLANA_CONFIG Solana config path (optional)
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NO_COLOR Disable colors
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RUST_LOG Log level (debug, info, warn, error)
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RUST_BACKTRACE Show backtrace (0, 1, full)</code></pre>
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<pre><code>OPENAI_URL AI endpoint URL (REQUIRED for blockchain queries)
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β€’ OpenAI: https://api.openai.com/v1/chat/completions
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β€’ Ollama: http://localhost:11434/v1/chat/completions
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OPENAI_KEY AI API key (REQUIRED for blockchain queries)
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β€’ OpenAI: sk-...
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β€’ Ollama: ollama-key (any value)
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SOLANA_CONFIG Solana config path (optional for basic commands)
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NO_COLOR Disable colors (optional)
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RUST_LOG Log level: debug, info, warn, error (optional)
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RUST_BACKTRACE Show backtrace: 0, 1, full (optional)
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<!-- AI features require OPENAI_URL and OPENAI_KEY -->
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<!-- Natural language queries won't work without these -->
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</code></pre>
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<h2>β–“β–“ Exit Codes</h2>
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<table>

β€Ždocs/pages/home.htmlβ€Ž

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<!-- Main Introduction -->
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<section class="intro animate-on-scroll" data-animation="slideUp">
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<h1>Solana Virtual Machine Command-Line Interface</h1>
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<p class="subtitle">AI-powered blockchain investigation tool with natural language queries, <strong>99.83% attack surface reduction</strong>,
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<strong>zero-downtime updates</strong>, and <strong>&lt;1ms communication</strong>
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<h1>AI-Powered Blockchain Investigation CLI</h1>
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<p class="subtitle"><strong>PRIMARY FEATURE:</strong> Natural language Solana blockchain queries powered by AI agents, OVSM LISP interpreter, and MCP tools. Plus: <strong>99.83% attack surface reduction</strong>, <strong>zero-downtime updates</strong>, and <strong>&lt;1ms communication</strong>
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</p>
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<div class="badges">
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</div>
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</div>
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<div class="info-box" style="background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; margin: 2rem 0; padding: 1.5rem; border-radius: 8px;">
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<h3 style="color: white; margin-top: 0;">πŸš€ PRIMARY USE CASE: Blockchain Investigation</h3>
58+
<p style="margin-bottom: 1rem;">Ask questions about the Solana blockchain in natural language - the AI agent handles the rest!</p>
59+
<div class="command-line" style="background: rgba(0,0,0,0.3); padding: 1rem; border-radius: 4px;">
60+
<span class="prompt">$</span>
61+
<span class="command">osvm "show me all transactions for wallet ABC...XYZ in the last 24 hours"</span>
62+
<button class="copy-btn" onclick="copyToClipboard('osvm &quot;show me all transactions for wallet ABC...XYZ in the last 24 hours&quot;')">COPY</button>
63+
</div>
64+
</div>
65+
5766
<div class="command-grid">
67+
<div class="command-example animate-on-scroll" data-animation="slideLeft"
68+
onclick="copyToClipboard('osvm &quot;analyze DEX trades on Raydium&quot;')">
69+
<div class="command-line">
70+
<span class="prompt">$</span>
71+
<span class="command">osvm "analyze DEX trades on Raydium"</span>
72+
<span class="copy-indicator">CLICK TO COPY</span>
73+
</div>
74+
<div class="command-desc">AI-powered blockchain analysis</div>
75+
</div>
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<div class="command-example animate-on-scroll" data-animation="slideLeft"
5978
onclick="copyToClipboard('osvm svm list')">
6079
<div class="command-line">
@@ -247,8 +266,8 @@ <h2><span class="section-marker">[</span>WHAT'S NEW<span class="section-marker">
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<div class="news-item animate-on-scroll" data-animation="slideLeft">
248267
<div class="news-badge">πŸŽ‰ NEW</div>
249268
<h3><a href="#" data-cross-link="ovsm-language">OVSM LISP Interpreter</a></h3>
250-
<p>Complete LISP interpreter with 356/356 tests passing, 91+ built-in functions, and full Common Lisp compatibility.
251-
Production-ready with 97.3% test coverage.</p>
269+
<p>Production-ready LISP interpreter with 356/356 tests passing, 91+ built-in functions, and 83% Common Lisp compatibility.
270+
Powers AI blockchain queries automatically. <strong>LISP S-expression syntax only</strong> - the AI agent generates OVSM code for you!</p>
252271
<div class="news-meta">
253272
<span class="news-date">v0.9.6</span>
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<a href="#" data-cross-link="ovsm-language" class="news-link">Learn More β†’</a>

β€Ždocs/pages/mcp-servers.htmlβ€Ž

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<div class="command-item">
4444
<code>osvm mcp add solana https://mcp.solana.com</code>
45-
<p>Add HTTP-based MCP server</p>
45+
<p>Add official Solana MCP server (canonical endpoint)</p>
4646
</div>
4747

4848
<div class="command-item">
49-
<code>osvm mcp add birdeye https://mcp.solana.com</code>
50-
<p>Add another MCP server for analytics</p>
49+
<code>osvm mcp add analytics https://mcp.solana.com</code>
50+
<p>Add MCP server for blockchain analytics</p>
5151
</div>
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5353
<div class="command-item">
@@ -133,16 +133,24 @@ <h2>β–“β–“ Configuration File</h2>
133133
"transport": "http",
134134
"auth": {
135135
"type": "bearer",
136-
"token": "YOUR_TOKEN"
136+
"token": "YOUR_TOKEN_HERE"
137137
}
138138
},
139139
{
140-
"name": "solana-analytics",
140+
"name": "analytics",
141141
"url": "https://mcp.solana.com",
142-
"transport": "http"
142+
"transport": "http",
143+
"auth": {
144+
"type": "bearer",
145+
"token": "YOUR_TOKEN_HERE"
146+
}
143147
}
144148
]
145-
}</code></pre>
149+
}
150+
151+
<!-- CANONICAL ENDPOINT: mcp.solana.com -->
152+
<!-- Replace example URLs with your actual MCP server endpoints -->
153+
</code></pre>
146154

147155
<h2>β–“β–“ Transport Types</h2>
148156
<ul>
@@ -160,15 +168,31 @@ <h2>β–“β–“ Authentication</h2>
160168
</ul>
161169

162170
<h2>β–“β–“ Integration with AI Chat</h2>
163-
<p>MCP servers are automatically available when using AI chat:</p>
164-
<pre><code>$ osvm chat
165-
> "Check balance for wallet ABC...XYZ"
166-
πŸ€– Using solana-mcp.getBalance tool...
171+
<p>MCP servers are automatically available when using AI-powered blockchain queries:</p>
172+
<pre><code>$ osvm "Check balance for wallet ABC...XYZ"
173+
πŸ€– AI Agent β†’ OVSM LISP β†’ MCP Tools
174+
πŸ” Using mcp.solana.com getBalance tool...
167175
βœ“ Balance: 150.25 SOL
168176

169-
> "Show DEX trades"
170-
πŸ€– Using solana-mcp.getTradeHistory tool...
171-
βœ“ Found 23 trades in last 24h</code></pre>
177+
$ osvm chat
178+
> "Show DEX trades for this wallet"
179+
πŸ€– Generating OVSM execution plan...
180+
πŸ” Using mcp.solana.com getTradeHistory tool...
181+
βœ“ Found 23 trades in last 24h
182+
183+
<!-- AI automatically routes to appropriate MCP tools -->
184+
</code></pre>
185+
186+
<div style="background: #2c3e50; border-left: 4px solid #3498db; padding: 1rem; margin-top: 1rem;">
187+
<p><strong>πŸ’‘ How It Works:</strong> When you ask blockchain questions in natural language, the AI agent:</p>
188+
<ol>
189+
<li>Interprets your intent</li>
190+
<li>Generates OVSM LISP code</li>
191+
<li>Executes via configured MCP servers</li>
192+
<li>Returns formatted results</li>
193+
</ol>
194+
<p><strong>Canonical MCP Endpoint:</strong> <code>https://mcp.solana.com</code></p>
195+
</div>
172196
</div>
173197
</body>
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</html>

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