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diff --git a/Cargo.toml b/Cargo.toml
new file mode 100644
index 0000000..eb7d9c1
--- /dev/null
+++ b/Cargo.toml
@@ -0,0 +1,24 @@
+[package]
+name = "deepagent_rs"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+tokio = { version = "1", features = ["full"] }
+serde = { version = "1.0", features = ["derive"] }
+serde_json = "1.0"
+serde_yaml = "0.9"
+reqwest = { version = "0.12", features = ["json", "rustls-tls"], default-features = false }
+thiserror = "1.0"
+anyhow = "1.0"
+async-openai = "0.23"
+async-trait = "0.1"
+sled = "0.34"
+rhai = { version = "1.19", features = ["sync"] }
+clap = { version = "4.5", features = ["derive"] }
+tracing = "0.1"
+tracing-subscriber = { version = "0.3", features = ["env-filter"] }
+scraper = "0.26.0"
+
+[dev-dependencies]
+tempfile = "3.27.0"
diff --git a/src/__pycache__/run_deep_agent.cpython-313.pyc b/py_src/__pycache__/run_deep_agent.cpython-313.pyc
similarity index 100%
rename from src/__pycache__/run_deep_agent.cpython-313.pyc
rename to py_src/__pycache__/run_deep_agent.cpython-313.pyc
diff --git a/src/__pycache__/run_react.cpython-313.pyc b/py_src/__pycache__/run_react.cpython-313.pyc
similarity index 100%
rename from src/__pycache__/run_react.cpython-313.pyc
rename to py_src/__pycache__/run_react.cpython-313.pyc
diff --git a/src/envs/alfworld.py b/py_src/envs/alfworld.py
similarity index 100%
rename from src/envs/alfworld.py
rename to py_src/envs/alfworld.py
diff --git a/src/envs/webshop.py b/py_src/envs/webshop.py
similarity index 100%
rename from src/envs/webshop.py
rename to py_src/envs/webshop.py
diff --git a/src/evaluate/__pycache__/evaluate_api_bank.cpython-313.pyc b/py_src/evaluate/__pycache__/evaluate_api_bank.cpython-313.pyc
similarity index 100%
rename from src/evaluate/__pycache__/evaluate_api_bank.cpython-313.pyc
rename to py_src/evaluate/__pycache__/evaluate_api_bank.cpython-313.pyc
diff --git a/src/evaluate/__pycache__/evaluate_restbench.cpython-313.pyc b/py_src/evaluate/__pycache__/evaluate_restbench.cpython-313.pyc
similarity index 100%
rename from src/evaluate/__pycache__/evaluate_restbench.cpython-313.pyc
rename to py_src/evaluate/__pycache__/evaluate_restbench.cpython-313.pyc
diff --git a/src/evaluate/evaluate_alfworld.py b/py_src/evaluate/evaluate_alfworld.py
similarity index 100%
rename from src/evaluate/evaluate_alfworld.py
rename to py_src/evaluate/evaluate_alfworld.py
diff --git a/src/evaluate/evaluate_api_bank.py b/py_src/evaluate/evaluate_api_bank.py
similarity index 100%
rename from src/evaluate/evaluate_api_bank.py
rename to py_src/evaluate/evaluate_api_bank.py
diff --git a/src/evaluate/evaluate_base.py b/py_src/evaluate/evaluate_base.py
similarity index 100%
rename from src/evaluate/evaluate_base.py
rename to py_src/evaluate/evaluate_base.py
diff --git a/src/evaluate/evaluate_restbench.py b/py_src/evaluate/evaluate_restbench.py
similarity index 100%
rename from src/evaluate/evaluate_restbench.py
rename to py_src/evaluate/evaluate_restbench.py
diff --git a/src/evaluate/evaluate_toolbench.py b/py_src/evaluate/evaluate_toolbench.py
similarity index 100%
rename from src/evaluate/evaluate_toolbench.py
rename to py_src/evaluate/evaluate_toolbench.py
diff --git a/src/evaluate/evaluate_webshop.py b/py_src/evaluate/evaluate_webshop.py
similarity index 100%
rename from src/evaluate/evaluate_webshop.py
rename to py_src/evaluate/evaluate_webshop.py
diff --git a/src/prompts/prompts_deepagent.py b/py_src/prompts/prompts_deepagent.py
similarity index 100%
rename from src/prompts/prompts_deepagent.py
rename to py_src/prompts/prompts_deepagent.py
diff --git a/src/prompts/prompts_react.py b/py_src/prompts/prompts_react.py
similarity index 100%
rename from src/prompts/prompts_react.py
rename to py_src/prompts/prompts_react.py
diff --git a/src/prompts/prompts_tooleval.py b/py_src/prompts/prompts_tooleval.py
similarity index 100%
rename from src/prompts/prompts_tooleval.py
rename to py_src/prompts/prompts_tooleval.py
diff --git a/src/prompts/prompts_webthinker.py b/py_src/prompts/prompts_webthinker.py
similarity index 100%
rename from src/prompts/prompts_webthinker.py
rename to py_src/prompts/prompts_webthinker.py
diff --git a/src/prompts/task_specific_prompts.py b/py_src/prompts/task_specific_prompts.py
similarity index 100%
rename from src/prompts/task_specific_prompts.py
rename to py_src/prompts/task_specific_prompts.py
diff --git a/src/run_deep_agent.py b/py_src/run_deep_agent.py
similarity index 100%
rename from src/run_deep_agent.py
rename to py_src/run_deep_agent.py
diff --git a/src/run_tool_search_server.py b/py_src/run_tool_search_server.py
similarity index 100%
rename from src/run_tool_search_server.py
rename to py_src/run_tool_search_server.py
diff --git a/src/tools/api_bank.py b/py_src/tools/api_bank.py
similarity index 100%
rename from src/tools/api_bank.py
rename to py_src/tools/api_bank.py
diff --git a/src/tools/file_process.py b/py_src/tools/file_process.py
similarity index 100%
rename from src/tools/file_process.py
rename to py_src/tools/file_process.py
diff --git a/src/tools/google_search.py b/py_src/tools/google_search.py
similarity index 100%
rename from src/tools/google_search.py
rename to py_src/tools/google_search.py
diff --git a/src/tools/multimodal_tools.py b/py_src/tools/multimodal_tools.py
similarity index 100%
rename from src/tools/multimodal_tools.py
rename to py_src/tools/multimodal_tools.py
diff --git a/src/tools/python_executor.py b/py_src/tools/python_executor.py
similarity index 100%
rename from src/tools/python_executor.py
rename to py_src/tools/python_executor.py
diff --git a/src/tools/rapid_api.py b/py_src/tools/rapid_api.py
similarity index 100%
rename from src/tools/rapid_api.py
rename to py_src/tools/rapid_api.py
diff --git a/src/tools/restbench_api.py b/py_src/tools/restbench_api.py
similarity index 100%
rename from src/tools/restbench_api.py
rename to py_src/tools/restbench_api.py
diff --git a/src/tools/tool_manager.py b/py_src/tools/tool_manager.py
similarity index 100%
rename from src/tools/tool_manager.py
rename to py_src/tools/tool_manager.py
diff --git a/src/tools/tool_search.py b/py_src/tools/tool_search.py
similarity index 100%
rename from src/tools/tool_search.py
rename to py_src/tools/tool_search.py
diff --git a/src/tools/toolhop.py b/py_src/tools/toolhop.py
similarity index 100%
rename from src/tools/toolhop.py
rename to py_src/tools/toolhop.py
diff --git a/src/utils/math_equivalence.py b/py_src/utils/math_equivalence.py
similarity index 100%
rename from src/utils/math_equivalence.py
rename to py_src/utils/math_equivalence.py
diff --git a/src/utils/oas_utils.py b/py_src/utils/oas_utils.py
similarity index 100%
rename from src/utils/oas_utils.py
rename to py_src/utils/oas_utils.py
diff --git a/src/utils/utils.py b/py_src/utils/utils.py
similarity index 100%
rename from src/utils/utils.py
rename to py_src/utils/utils.py
diff --git a/src/agent.rs b/src/agent.rs
new file mode 100644
index 0000000..b17d4d6
--- /dev/null
+++ b/src/agent.rs
@@ -0,0 +1,162 @@
+use anyhow::Result;
+use async_openai::{
+    Client, config::OpenAIConfig,
+    types::{CreateCompletionRequestArgs},
+};
+use serde_json::Value;
+use std::sync::Arc;
+use tokio::sync::Mutex;
+use tracing::{info, warn};
+
+use crate::config::Config;
+use crate::memory::{MemoryManager, PersistentStore};
+use crate::tools::ToolManager;
+
+pub struct Agent {
+    config: Config,
+    memory: Arc<Mutex<MemoryManager>>,
+    tools: Arc<Mutex<ToolManager>>,
+    client: Client<OpenAIConfig>,
+    session_id: String,
+}
+
+impl Agent {
+    pub fn new(
+        config: Config,
+        memory: Arc<Mutex<MemoryManager>>,
+        tools: Arc<Mutex<ToolManager>>,
+        session_id: String,
+    ) -> Self {
+        let api_key = config.api_key.clone().unwrap_or_else(|| "empty".to_string());
+        let base_url = config.base_url.clone().unwrap_or_else(|| "http://localhost:8080/v1".to_string());
+
+        let client_config = OpenAIConfig::new()
+            .with_api_key(api_key)
+            .with_api_base(base_url);
+
+        let client = Client::with_config(client_config);
+
+        Self { config, memory, tools, client, session_id }
+    }
+
+    pub async fn run_loop(&mut self, initial_prompt: &str) -> Result<()> {
+        let model = self.config.model_name.clone().unwrap_or_else(|| "QwQ-32B".to_string());
+
+        let system_prompt = "
+You are DeepAgent, a general reasoning agent capable of autonomous thinking, dynamic tool discovery, and deep research via reasoning-in-documents.
+
+You have the following special marker formats available:
+
+- To search for a tool: Use `[BEGIN_TOOL_SEARCH] your query here [END_TOOL_SEARCH]`.
+  The system will search and analyze available tools and return a list of relevant tools in the format `[BEGIN_TOOL_SEARCH_RESULT] ... [END_TOOL_SEARCH_RESULT]`.
+
+- To call a tool: Use `[BEGIN_TOOL_CALL] {\"name\": \"tool_name\", \"arguments\": {\"param1\": \"value\"}} [END_TOOL_CALL]`.
+  The system will provide the tool's response in the format `[BEGIN_TOOL_RESPONSE] ... [END_TOOL_RESPONSE]`.
+
+- To read a webpage for reasoning-in-documents: Call the `web_page_reader` tool with the URL as argument.
+
+- To fold your thoughts and save your state to memory: Use `[FOLD_THOUGHT]`.
+";
+
+        let mut prompt = {
+            let mem = self.memory.lock().await;
+            if let Some(store) = mem.load_memory(&self.session_id)? {
+                format!("{}\n{}", store.full_context, initial_prompt)
+            } else {
+                format!("{}\n{}", system_prompt, initial_prompt)
+            }
+        };
+
+        let mut loop_count = 0;
+        let max_loops = 50;
+
+        info!("Starting reasoning loop for session {}", self.session_id);
+
+        while loop_count < max_loops {
+            loop_count += 1;
+            info!("Loop {}", loop_count);
+
+            let request = CreateCompletionRequestArgs::default()
+                .model(&model)
+                .prompt(&prompt)
+                .max_tokens(4000_u16)
+                .temperature(0.7)
+                .top_p(0.8)
+                .stop(vec![
+                    "[END_TOOL_CALL]".to_string(),
+                    "[END_TOOL_SEARCH]".to_string(),
+                    "[FOLD_THOUGHT]".to_string()
+                ])
+                .build()?;
+
+            let response = self.client.completions().create(request).await?;
+            let output_text = response.choices.first()
+                .map(|c| c.text.clone())
+                .unwrap_or_default();
+
+            prompt.push_str(&output_text);
+
+            if output_text.contains("[BEGIN_TOOL_SEARCH]") {
+                if let Some(start) = output_text.find("[BEGIN_TOOL_SEARCH]") {
+                    let mut query_str = &output_text[start + "[BEGIN_TOOL_SEARCH]".len()..];
+                    if let Some(end) = query_str.find("[END_TOOL_SEARCH]") {
+                        query_str = &query_str[..end];
+                    }
+
+                    info!("Searching tools for query: {}", query_str.trim());
+                    let tools = self.tools.lock().await;
+                    let search_results = tools.search_tools(query_str.trim());
+
+                    let resp_str = serde_json::to_string(&search_results)?;
+                    prompt.push_str(&format!("\n[BEGIN_TOOL_SEARCH_RESULT]{}[END_TOOL_SEARCH_RESULT]\n", resp_str));
+                }
+            } else if output_text.contains("[BEGIN_TOOL_CALL]") {
+                if let Some(start) = output_text.find("[BEGIN_TOOL_CALL]") {
+                    let mut call_str = &output_text[start + "[BEGIN_TOOL_CALL]".len()..];
+                    if let Some(end) = call_str.find("[END_TOOL_CALL]") {
+                        call_str = &call_str[..end];
+                    }
+
+                    if let Ok(args) = serde_json::from_str::<Value>(call_str.trim()) {
+                        let name = args.get("name").and_then(|v| v.as_str()).unwrap_or("unknown");
+                        let fn_args = args.get("arguments").cloned().unwrap_or(Value::Null);
+
+                        info!("Calling tool: {}", name);
+                        let tools = self.tools.lock().await;
+                        let result = tools.call_tool(name, fn_args).await;
+
+                        let resp_str = match result {
+                            Ok(v) => serde_json::to_string(&v)?,
+                            Err(e) => format!("{{\"error\": \"{}\"}}", e),
+                        };
+                        prompt.push_str(&format!("\n[BEGIN_TOOL_RESPONSE]{}[END_TOOL_RESPONSE]\n", resp_str));
+                    } else {
+                        warn!("Failed to parse tool call JSON");
+                        prompt.push_str("\n[BEGIN_TOOL_RESPONSE]{\"error\": \"invalid JSON\"}[END_TOOL_RESPONSE]\n");
+                    }
+                }
+            } else if output_text.contains("[FOLD_THOUGHT]") {
+                info!("Folding thought. Saving state.");
+                let store = PersistentStore {
+                    full_context: prompt.clone(),
+                    ..Default::default()
+                };
+                let mem = self.memory.lock().await;
+                mem.save_memory(&self.session_id, &store)?;
+            } else {
+                info!("Generation finished or no tool markers found.");
+                break;
+            }
+        }
+
+        info!("Saving final context.");
+        let store = PersistentStore {
+            full_context: prompt.clone(),
+            ..Default::default()
+        };
+        let mem = self.memory.lock().await;
+        mem.save_memory(&self.session_id, &store)?;
+
+        Ok(())
+    }
+}
diff --git a/src/config.rs b/src/config.rs
new file mode 100644
index 0000000..19d6385
--- /dev/null
+++ b/src/config.rs
@@ -0,0 +1,70 @@
+use serde::Deserialize;
+use std::fs;
+use std::path::Path;
+
+#[derive(Debug, Deserialize, Clone, Default)]
+#[allow(dead_code)]
+pub struct Config {
+    // API Config
+    pub toolbench_api: Option<String>,
+    pub toolbench_service_url: Option<String>,
+    pub google_serper_api: Option<String>,
+    pub use_jina: Option<bool>,
+    pub jina_api_key: Option<String>,
+    pub tmdb_access_token: Option<String>,
+    pub spotipy_client_id: Option<String>,
+    pub spotipy_client_secret: Option<String>,
+    pub spotipy_redirect_uri: Option<String>,
+    pub webshop_service_url: Option<String>,
+
+    // Model Config
+    pub model_name: Option<String>,
+    pub base_url: Option<String>,
+    pub api_key: Option<String>,
+    pub tokenizer_path: Option<String>,
+
+    pub aux_model_name: Option<String>,
+    pub aux_base_url: Option<String>,
+    pub aux_api_key: Option<String>,
+    pub aux_tokenizer_path: Option<String>,
+
+    pub vqa_model_name: Option<String>,
+    pub vqa_base_url: Option<String>,
+    pub vqa_api_key: Option<String>,
+
+    pub tool_retriever_model_path: Option<String>,
+    pub tool_retriever_api_base: Option<String>,
+
+    // Data Path Config (omitted full list for brevity, parsing gracefully via Option)
+    pub toolbench_data_path: Option<String>,
+    pub toolbench_toolset_path: Option<String>,
+    pub toolbench_corpus_tsv_path: Option<String>,
+}
+
+impl Config {
+    pub fn load<P: AsRef<Path>>(path: P) -> anyhow::Result<Self> {
+        let content = fs::read_to_string(path)?;
+        let config: Config = serde_yaml::from_str(&content)?;
+        Ok(config)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_load_config() {
+        let yaml = r#"
+model_name: "QwQ-32B"
+base_url: "http://localhost:8080/v1"
+api_key: "empty"
+use_jina: true
+"#;
+        let config: Config = serde_yaml::from_str(yaml).unwrap();
+        assert_eq!(config.model_name.unwrap(), "QwQ-32B");
+        assert_eq!(config.base_url.unwrap(), "http://localhost:8080/v1");
+        assert_eq!(config.api_key.unwrap(), "empty");
+        assert_eq!(config.use_jina.unwrap(), true);
+    }
+}
diff --git a/src/main.rs b/src/main.rs
new file mode 100644
index 0000000..8387942
--- /dev/null
+++ b/src/main.rs
@@ -0,0 +1,93 @@
+mod agent;
+mod config;
+mod memory;
+mod tools;
+
+use clap::Parser;
+use std::sync::Arc;
+use tokio::sync::Mutex;
+use tracing::{info, error, Level};
+use tracing_subscriber::FmtSubscriber;
+
+use crate::agent::Agent;
+use crate::config::Config;
+use crate::memory::MemoryManager;
+use crate::tools::{ToolManager, WebSearch, RhaiTool, WebPageReader};
+
+#[derive(Parser, Debug)]
+#[command(author, version, about, long_about = None)]
+struct Args {
+    #[arg(short, long, default_value = "./config/base_config.yaml")]
+    config_path: String,
+
+    #[arg(short, long, default_value = "What is 2+2?")]
+    query: String,
+
+    #[arg(short, long, default_value = "default_session")]
+    session_id: String,
+}
+
+#[tokio::main]
+async fn main() -> anyhow::Result<()> {
+    let subscriber = FmtSubscriber::builder()
+        .with_max_level(Level::INFO)
+        .finish();
+    tracing::subscriber::set_global_default(subscriber)
+        .expect("setting default subscriber failed");
+
+    let args = Args::parse();
+    info!("Starting DeepAgent RS with session: {}", args.session_id);
+
+    // Load Config
+    let config = Config::load(&args.config_path).unwrap_or_else(|e| {
+        error!("Failed to load config: {}, using defaults", e);
+        Config::default()
+    });
+
+    // Initialize Memory Manager
+    let memory = MemoryManager::new("./data/agent_memory")?;
+    let memory_arc = Arc::new(Mutex::new(memory));
+
+    // Initialize Tool Manager and register tools
+    let mut tools = ToolManager::new();
+
+    if let Some(serper_key) = &config.google_serper_api {
+        let web_search = Box::new(WebSearch::new(serper_key.clone()));
+        tools.register(web_search);
+    }
+
+    // Register deep research tools
+    tools.register(Box::new(WebPageReader::new()));
+
+    // Demonstrate "Evolving and Self-Modifying" via script tool
+    let dynamic_script = r#"
+        // Parse incoming args
+        let input = parse_json(args_json);
+        let a = input.a;
+        let b = input.b;
+        let c = a + b;
+        `{"result": ${c}}`
+    "#.to_string();
+
+    let rhai_tool = Box::new(RhaiTool::new(
+        "math_add".to_string(),
+        "Adds two numbers. Args: {\"a\": 1, \"b\": 2}".to_string(),
+        dynamic_script
+    ));
+    tools.register(rhai_tool);
+
+    let tools_arc = Arc::new(Mutex::new(tools));
+
+    // Create Agent
+    let mut agent = Agent::new(config, memory_arc, tools_arc, args.session_id);
+
+    // Run reasoning loop
+    info!("Executing query: {}", args.query);
+    if let Err(e) = agent.run_loop(&args.query).await {
+        error!("Agent execution failed: {:?}", e);
+    } else {
+        info!("Agent execution completed successfully.");
+    }
+
+    Ok(())
+}
diff --git a/src/memory.rs b/src/memory.rs
new file mode 100644
index 0000000..767c97f
--- /dev/null
+++ b/src/memory.rs
@@ -0,0 +1,59 @@
+use anyhow::Result;
+use serde::{Deserialize, Serialize};
+
+#[derive(Debug, Serialize, Deserialize, Clone, Default)]
+pub struct PersistentStore {
+    pub episodic_memory: String,
+    pub working_memory: String,
+    pub tool_memory: String,
+    pub full_context: String,
+}
+
+pub struct MemoryManager {
+    db: sled::Db,
+}
+
+impl MemoryManager {
+    pub fn new(path: &str) -> Result<Self> {
+        let db = sled::open(path)?;
+        Ok(Self { db })
+    }
+
+    pub fn save_memory(&self, session_id: &str, store: &PersistentStore) -> Result<()> {
+        let serialized = serde_json::to_vec(store)?;
+        self.db.insert(session_id, serialized)?;
+        self.db.flush()?;
+        Ok(())
+    }
+
+    pub fn load_memory(&self, session_id: &str) -> Result<Option<PersistentStore>> {
+        if let Some(data) = self.db.get(session_id)? {
+            let store: PersistentStore = serde_json::from_slice(&data)?;
+            Ok(Some(store))
+        } else {
+            Ok(None)
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_memory_save_load() {
+        let temp_dir = tempfile::tempdir().unwrap();
+        let db_path = temp_dir.path().to_str().unwrap();
+
+        let manager = MemoryManager::new(db_path).unwrap();
+        let session = "test_session_1";
+
+        let mut store = PersistentStore::default();
+        store.working_memory = "Thinking about how to rewrite to rust.".to_string();
+
+        manager.save_memory(session, &store).unwrap();
+
+        let loaded = manager.load_memory(session).unwrap().unwrap();
+        assert_eq!(loaded.working_memory, "Thinking about how to rewrite to rust.");
+    }
+}
diff --git a/src/tools.rs b/src/tools.rs
new file mode 100644
index 0000000..2e16872
--- /dev/null
+++ b/src/tools.rs
@@ -0,0 +1,219 @@
+use anyhow::{anyhow, Result};
+use async_trait::async_trait;
+use reqwest::Client;
+use rhai::{Engine, Scope, Dynamic};
+use serde_json::Value;
+use std::collections::HashMap;
+use std::sync::Arc;
+use tokio::sync::Mutex;
+use scraper::{Html, Selector};
+
+#[async_trait]
+pub trait Tool: Send + Sync {
+    fn name(&self) -> &str;
+    fn description(&self) -> &str;
+    async fn call(&self, args: Value) -> Result<Value>;
+}
+
+pub struct WebSearch {
+    client: Client,
+    api_key: String,
+}
+
+impl WebSearch {
+    pub fn new(api_key: String) -> Self {
+        Self {
+            client: Client::new(),
+            api_key,
+        }
+    }
+}
+
+#[async_trait]
+impl Tool for WebSearch {
+    fn name(&self) -> &str {
+        "web_search"
+    }
+
+    fn description(&self) -> &str {
+        "Search the web using Google Serper API. Args: {\"query\": \"search text\"}"
+    }
+
+    async fn call(&self, args: Value) -> Result<Value> {
+        let query = args.get("query")
+            .and_then(|v| v.as_str())
+            .ok_or_else(|| anyhow!("Missing 'query' string in args"))?;
+
+        let payload = serde_json::json!({ "q": query });
+
+        let res = self.client.post("https://google.serper.dev/search")
+            .header("X-API-KEY", &self.api_key)
+            .header("Content-Type", "application/json")
+            .json(&payload)
+            .send()
+            .await?;
+
+        if !res.status().is_success() {
+            return Err(anyhow!("Serper API returned error: {}", res.status()));
+        }
+
+        let body: Value = res.json().await?;
+        Ok(body)
+    }
+}
+
+pub struct WebPageReader {
+    client: Client,
+}
+
+impl WebPageReader {
+    pub fn new() -> Self {
+        Self {
+            client: Client::builder()
+                .user_agent("Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36")
+                .build()
+                .unwrap_or_else(|_| Client::new()),
+        }
+    }
+}
+
+#[async_trait]
+impl Tool for WebPageReader {
+    fn name(&self) -> &str {
+        "web_page_reader"
+    }
+
+    fn description(&self) -> &str {
+        "Reads a web page and extracts its textual content for reasoning-in-documents. Args: {\"url\": \"https://example.com\"}"
+    }
+
+    async fn call(&self, args: Value) -> Result<Value> {
+        let url = args.get("url")
+            .and_then(|v| v.as_str())
+            .ok_or_else(|| anyhow!("Missing 'url' string in args"))?;
+
+        let res = self.client.get(url).send().await?;
+
+        if !res.status().is_success() {
+            return Err(anyhow!("Failed to fetch URL: HTTP {}", res.status()));
+        }
+
+        let html = res.text().await?;
+        let document = Html::parse_document(&html);
+
+        let selector = Selector::parse("body").unwrap();
+        let body = document.select(&selector).next().map(|el| el.text().collect::<Vec<_>>().join(" "));
+
+        let content = body.unwrap_or_else(|| "No content found".to_string());
+
+        // Truncate to avoid exploding context window
+        let max_chars = 8000;
+        let content = if content.chars().count() > max_chars {
+            let truncated: String = content.chars().take(max_chars).collect();
+            format!("{}... (truncated)", truncated)
+        } else {
+            content
+        };
+
+        Ok(serde_json::json!({ "content": content }))
+    }
+}
+
+pub struct RhaiTool {
+    name: String,
+    description: String,
+    engine: Arc<Mutex<Engine>>,
+    script: String,
+}
+
+impl RhaiTool {
+    pub fn new(name: String, description: String, script: String) -> Self {
+        let engine = Engine::new();
+        // Here we could register extra Rust functions into the engine
+        // so the script can do complex stuff (like HTTP requests).
+        // For now we just use a basic engine.
+
+        Self {
+            name,
+            description,
+            engine: Arc::new(Mutex::new(engine)),
+            script,
+        }
+    }
+}
+
+#[async_trait]
+impl Tool for RhaiTool {
+    fn name(&self) -> &str {
+        &self.name
+    }
+
+    fn description(&self) -> &str {
+        &self.description
+    }
+
+    async fn call(&self, args: Value) -> Result<Value> {
+        let engine = self.engine.lock().await;
+        let mut scope = Scope::new();
+
+        // Pass JSON string to rhai script
+        let args_str = serde_json::to_string(&args)?;
+        scope.push("args_json", args_str);
+
+        let result: Dynamic = engine.eval_with_scope(&mut scope, &self.script)
+            .map_err(|e| anyhow!("Rhai execution error: {}", e))?;
+
+        let result_str = result.to_string();
+
+        // Attempt to parse result back as JSON
+        if let Ok(v) = serde_json::from_str::<Value>(&result_str) {
+            Ok(v)
+        } else {
+            Ok(Value::String(result_str))
+        }
+    }
+}
+
+#[derive(Default)]
+pub struct ToolManager {
+    tools: HashMap<String, Box<dyn Tool>>,
+}
+
+impl ToolManager {
+    pub fn new() -> Self {
+        Self::default()
+    }
+
+    pub fn register(&mut self, tool: Box<dyn Tool>) {
+        self.tools.insert(tool.name().to_string(), tool);
+    }
+
+    #[allow(dead_code)]
+    pub fn get_tool_names(&self) -> Vec<String> {
+        self.tools.keys().cloned().collect()
+    }
+
+    pub fn search_tools(&self, query: &str) -> Vec<Value> {
+        let query = query.to_lowercase();
+        self.tools.values()
+            .filter(|tool| {
+                tool.name().to_lowercase().contains(&query)
+                || tool.description().to_lowercase().contains(&query)
+            })
+            .map(|tool| {
+                serde_json::json!({
+                    "name": tool.name(),
+                    "description": tool.description()
+                })
+            })
+            .collect()
+    }
+
+    pub async fn call_tool(&self, name: &str, args: Value) -> Result<Value> {
+        if let Some(tool) = self.tools.get(name) {
+            tool.call(args).await
+        } else {
+            Err(anyhow!("Tool '{}' not found", name))
+        }
+    }
+}