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import { Express } from "express";
import { createServer, Server } from "http";
import { z } from "zod";
import { storage } from "./storage";
import { searchRequestSchema } from "@shared/schema";
import OpenAI from "openai";

interface GitHubRepo {
  id: number;
  name: string;
  full_name: string;
  description: string;
  html_url: string;
  stargazers_count: number;
  language: string;
  topics: string[];
  created_at: string;
  updated_at: string;
}

const openai = new OpenAI({ 
  apiKey: process.env.OPENAI_API_KEY 
});

// Web search function using DuckDuckGo Instant Answer API
async function searchWeb(query: string, maxResults: number = 10): Promise<any[]> {
  try {
    const searchUrl = `https://api.duckduckgo.com/?q=${encodeURIComponent(query)}&format=json&no_html=1&skip_disambig=1`;
    
    const response = await fetch(searchUrl);
    if (!response.ok) {
      console.error('DuckDuckGo API error:', response.status);
      return [];
    }
    
    const data = await response.json();
    const results = [];
    
    // Process instant answer
    if (data.AbstractText && data.AbstractURL) {
      results.push({
        title: data.Heading || query,
        content: data.AbstractText,
        url: data.AbstractURL,
        source: data.AbstractSource || 'Web Search',
        type: 'instant_answer'
      });
    }
    
    // Process related topics
    if (data.RelatedTopics && Array.isArray(data.RelatedTopics)) {
      for (const topic of data.RelatedTopics.slice(0, maxResults - results.length)) {
        if (topic.Text && topic.FirstURL) {
          results.push({
            title: topic.Text.split(' - ')[0] || topic.Text.substring(0, 60),
            content: topic.Text,
            url: topic.FirstURL,
            source: 'DuckDuckGo',
            type: 'related_topic'
          });
        }
      }
    }
    
    return results;
  } catch (error) {
    console.error('Web search error:', error);
    return [];
  }
}

// Transform web search results to document format
function transformWebResultToDocument(result: any, rank: number, query: string): any {
  const snippet = result.content.length > 200 ? 
    result.content.substring(0, 200) + '...' : 
    result.content;
    
  return {
    id: `web_${Date.now()}_${rank}`,
    title: result.title,
    content: result.content,
    snippet,
    source: result.source,
    sourceType: 'web',
    url: result.url,
    metadata: {
      search_type: result.type,
      fetched_at: new Date().toISOString()
    },
    relevanceScore: Math.max(0.4, 1 - (rank * 0.15)),
    rank: rank + 1,
    searchQuery: query,
    retrievalTime: Math.random() * 0.2 + 0.1,
    tokenCount: Math.floor(result.content.length / 4)
  };
}

async function searchGitHubRepos(query: string, maxResults: number = 10): Promise<any[]> {
  try {
    // Parse query to extract author and repository details
    const lowerQuery = query.toLowerCase();
    let searchQuery = '';
    
    // Check if query contains "by [author]" pattern - handle multiple name formats
    const byAuthorMatch = query.match(/by\s+([a-zA-Z0-9_-]+(?:\s+[a-zA-Z0-9_-]+)*)/i);
    if (byAuthorMatch) {
      const authorName = byAuthorMatch[1].trim();
      const topicPart = query.replace(/by\s+[a-zA-Z0-9_-]+(?:\s+[a-zA-Z0-9_-]+)*/i, '').trim();
      
      // Try different author search strategies - include multiple language options
      const authorSearches = [
        `${topicPart} user:${authorName.replace(/\s+/g, '')}`, // No language restriction first
        `${topicPart} user:${authorName.replace(/\s+/g, '')} language:python`,
        `${topicPart} user:${authorName.replace(/\s+/g, '')} language:"jupyter notebook"`,
        `${topicPart} "${authorName}"` // Search in description/readme
      ];
      
      // Use the first search strategy
      searchQuery = authorSearches[0];
    } else if (lowerQuery.includes('data structures') || lowerQuery.includes('algorithm')) {
      // Enhanced search for data structures and algorithms
      searchQuery = `${query} "data structures" OR "algorithms" language:python`;
    } else {
      searchQuery = `${query} language:python`;
    }

    console.log('GitHub search query:', searchQuery);

    const response = await fetch(`https://api.github.com/search/repositories?q=${encodeURIComponent(searchQuery)}&sort=stars&order=desc&per_page=${maxResults}`, {
      headers: {
        'Authorization': `token ${process.env.GITHUB_TOKEN}`,
        'Accept': 'application/vnd.github.v3+json',
        'User-Agent': 'Knowledge-Base-Browser'
      }
    });

    if (!response.ok) {
      console.error('GitHub API error:', response.status, response.statusText);
      return [];
    }

    const data = await response.json();
    
    // If no results with author search, try alternative search strategies
    if ((!data.items || data.items.length === 0) && byAuthorMatch) {
      const authorName = byAuthorMatch[1].trim();
      const topicPart = query.replace(/by\s+[a-zA-Z0-9_-]+(?:\s+[a-zA-Z0-9_-]+)*/i, '').trim();
      
      // Try different fallback strategies without language restrictions
      const fallbackQueries = [
        `"${authorName}" ${topicPart}`,
        `${topicPart} "${authorName}"`,
        `${authorName} ${topicPart}`,
        `${topicPart} user:${authorName.replace(/\s+/g, '')}`,
        `${topicPart}`
      ];
      
      for (const fallbackQuery of fallbackQueries) {
        console.log('Trying fallback query:', fallbackQuery);
        
        const fallbackResponse = await fetch(`https://api.github.com/search/repositories?q=${encodeURIComponent(fallbackQuery)}&sort=stars&order=desc&per_page=${maxResults}`, {
          headers: {
            'Authorization': `token ${process.env.GITHUB_TOKEN}`,
            'Accept': 'application/vnd.github.v3+json',
            'User-Agent': 'Knowledge-Base-Browser'
          }
        });
        
        if (fallbackResponse.ok) {
          const fallbackData = await fallbackResponse.json();
          if (fallbackData.items && fallbackData.items.length > 0) {
            // Filter results to prioritize those from the specified author
            const authorFilteredResults = fallbackData.items.filter((repo: any) => 
              repo.owner.login.toLowerCase().includes(authorName.toLowerCase()) ||
              repo.full_name.toLowerCase().includes(authorName.toLowerCase()) ||
              repo.description?.toLowerCase().includes(authorName.toLowerCase())
            );
            
            if (authorFilteredResults.length > 0) {
              return authorFilteredResults;
            } else {
              return fallbackData.items;
            }
          }
        }
      }
    }
    
    return data.items || [];
  } catch (error) {
    console.error('Error fetching GitHub repos:', error);
    return [];
  }
}

function transformGitHubRepoToDocument(repo: GitHubRepo, rank: number, query: string): any {
  const snippet = repo.description ? 
    repo.description.substring(0, 200) + (repo.description.length > 200 ? '...' : '') :
    'No description available';

  return {
    id: repo.id,
    title: `${repo.name} - ${repo.full_name}`,
    content: `${repo.description || 'No description available'}\n\nRepository: ${repo.full_name}\nLanguage: ${repo.language}\nStars: ${repo.stargazers_count}\nTopics: ${repo.topics.join(', ')}\nCreated: ${repo.created_at}\nLast Updated: ${repo.updated_at}`,
    snippet,
    source: `GitHub Repository`,
    sourceType: 'code',
    url: repo.html_url,
    metadata: {
      stars: repo.stargazers_count,
      language: repo.language,
      topics: repo.topics,
      created_at: repo.created_at,
      updated_at: repo.updated_at
    },
    relevanceScore: Math.max(0.5, 1 - (rank * 0.1)),
    rank: rank + 1,
    searchQuery: query,
    retrievalTime: Math.random() * 0.3 + 0.1,
    tokenCount: Math.floor((repo.description?.length || 100) / 4)
  };
}

export async function registerRoutes(app: Express): Promise<Server> {
  // Enhanced search with web fallback
  app.post("/api/search", async (req, res) => {
    try {
      const searchRequest = searchRequestSchema.parse(req.body);
      const streaming = req.body.streaming === true;
      const startTime = Date.now();
      
      // First, search local storage
      const localResults = await storage.searchDocuments(searchRequest);
      let allDocuments = localResults.results || [];
      
      // If local results are insufficient, enhance with external sources
      const minResults = 3;
      if (allDocuments.length < minResults) {
        console.log(`Local search returned ${allDocuments.length} results, fetching external sources...`);
        
        // Check if we should search GitHub for code-related queries
        const isCodeQuery = searchRequest.query.toLowerCase().includes('python') || 
                           searchRequest.query.toLowerCase().includes('data structures') ||
                           searchRequest.query.toLowerCase().includes('algorithm') ||
                           searchRequest.query.toLowerCase().includes('repository') ||
                           searchRequest.query.toLowerCase().includes('code');
        
        // Parallel search of external sources
        const searchPromises = [];
        
        if (isCodeQuery && process.env.GITHUB_TOKEN) {
          searchPromises.push(
            searchGitHubRepos(searchRequest.query, Math.min(5, searchRequest.limit))
              .then(repos => repos.map((repo, index) => 
                transformGitHubRepoToDocument(repo, index + allDocuments.length, searchRequest.query)
              ))
          );
        }
        
        // Always include web search for broader coverage
        searchPromises.push(
          searchWeb(searchRequest.query, Math.min(5, searchRequest.limit - allDocuments.length))
            .then(webResults => webResults.map((result, index) => 
              transformWebResultToDocument(result, index + allDocuments.length, searchRequest.query)
            ))
        );
        
        // Wait for all external searches to complete
        const externalResults = await Promise.all(searchPromises);
        const flattenedResults = externalResults.flat();
        
        // Combine and sort all results by relevance
        allDocuments = [...allDocuments, ...flattenedResults]
          .sort((a, b) => b.relevanceScore - a.relevanceScore)
          .slice(0, searchRequest.limit);
      }
      
      const searchTime = (Date.now() - startTime) / 1000;
      const response = {
        results: allDocuments,
        totalCount: allDocuments.length,
        searchTime,
        query: searchRequest.query,
        queryId: Date.now()
      };

      res.json(response);
    } catch (error) {
      if (error instanceof z.ZodError) {
        res.status(400).json({ message: "Invalid search request", errors: error.errors });
      } else {
        console.error('Search error:', error);
        res.status(500).json({ message: "Internal server error" });
      }
    }
  });

  // AI explanation endpoint
  app.post("/api/explain", async (req, res) => {
    try {
      const { title, snippet, content } = req.body;
      
      if (!title || !snippet) {
        return res.status(400).json({ message: "Title and snippet are required" });
      }

      const prompt = `Explain this document in a clear, conversational way suitable for audio playback:

Title: ${title}
Content: ${snippet}

Provide a brief, engaging explanation (2-3 sentences) that would be pleasant to listen to. Focus on the key concepts and practical value.`;

      const response = await openai.chat.completions.create({
        model: "gpt-4o", // the newest OpenAI model is "gpt-4o" which was released May 13, 2024. do not change this unless explicitly requested by the user
        messages: [{ role: "user", content: prompt }],
        max_tokens: 150,
        temperature: 0.7,
      });

      const explanation = response.choices[0].message.content;
      res.json({ explanation });
    } catch (error) {
      console.error('AI explanation error:', error);
      res.status(500).json({ message: "Failed to generate explanation" });
    }
  });

  // Other routes...
  app.get("/api/documents", async (req, res) => {
    try {
      const limit = parseInt(req.query.limit as string) || 50;
      const offset = parseInt(req.query.offset as string) || 0;
      const documents = await storage.getDocuments(limit, offset);
      res.json(documents);
    } catch (error) {
      res.status(500).json({ message: "Failed to fetch documents" });
    }
  });

  const httpServer = createServer(app);
  return httpServer;
}