diff --git a/go.mod b/go.mod
index 60b8526..21d9f52 100644
--- a/go.mod
+++ b/go.mod
@@ -10,7 +10,10 @@ require (
 	github.com/glebarez/go-sqlite v1.22.0
 	github.com/gopxl/beep/v2 v2.1.1
 	github.com/gordonklaus/portaudio v0.0.0-20250206071425-98a94950218b
+	github.com/huantt/plaintext-extractor v1.1.0
 	github.com/jmoiron/sqlx v1.4.0
+	github.com/ledongthuc/pdf v0.0.0-20250511090121-5959a4027728
+	github.com/n3integration/epub v0.2.0
 	github.com/neurosnap/sentences v1.1.2
 	github.com/rivo/tview v0.42.0
 )
diff --git a/go.sum b/go.sum
index 1cf57af..5fa3959 100644
--- a/go.sum
+++ b/go.sum
@@ -41,8 +41,12 @@ github.com/hajimehoshi/oto/v2 v2.3.1 h1:qrLKpNus2UfD674oxckKjNJmesp9hMh7u7QCrStB
 github.com/hajimehoshi/oto/v2 v2.3.1/go.mod h1:seWLbgHH7AyUMYKfKYT9pg7PhUu9/SisyJvNTT+ASQo=
 github.com/hashicorp/golang-lru/v2 v2.0.7 h1:a+bsQ5rvGLjzHuww6tVxozPZFVghXaHOwFs4luLUK2k=
 github.com/hashicorp/golang-lru/v2 v2.0.7/go.mod h1:QeFd9opnmA6QUJc5vARoKUSoFhyfM2/ZepoAG6RGpeM=
+github.com/huantt/plaintext-extractor v1.1.0 h1:dZkJN0fGZf1o8x9UdR6hHqkZnqIwX94YlGJ/lSXUZ5c=
+github.com/huantt/plaintext-extractor v1.1.0/go.mod h1:zIIbG/hZnsnLgzDbZ2T8fOrA4SLGWCoHWWYZo0Anx9c=
 github.com/jmoiron/sqlx v1.4.0 h1:1PLqN7S1UYp5t4SrVVnt4nUVNemrDAtxlulVe+Qgm3o=
 github.com/jmoiron/sqlx v1.4.0/go.mod h1:ZrZ7UsYB/weZdl2Bxg6jCRO9c3YHl8r3ahlKmRT4JLY=
+github.com/ledongthuc/pdf v0.0.0-20250511090121-5959a4027728 h1:QwWKgMY28TAXaDl+ExRDqGQltzXqN/xypdKP86niVn8=
+github.com/ledongthuc/pdf v0.0.0-20250511090121-5959a4027728/go.mod h1:1fEHWurg7pvf5SG6XNE5Q8UZmOwex51Mkx3SLhrW5B4=
 github.com/lib/pq v1.10.9 h1:YXG7RB+JIjhP29X+OtkiDnYaXQwpS4JEWq7dtCCRUEw=
 github.com/lib/pq v1.10.9/go.mod h1:AlVN5x4E4T544tWzH6hKfbfQvm3HdbOxrmggDNAPY9o=
 github.com/lucasb-eyer/go-colorful v1.3.0 h1:2/yBRLdWBZKrf7gB40FoiKfAWYQ0lqNcbuQwVHXptag=
@@ -51,6 +55,8 @@ github.com/mattn/go-isatty v0.0.20 h1:xfD0iDuEKnDkl03q4limB+vH+GxLEtL/jb4xVJSWWE
 github.com/mattn/go-isatty v0.0.20/go.mod h1:W+V8PltTTMOvKvAeJH7IuucS94S2C6jfK/D7dTCTo3Y=
 github.com/mattn/go-sqlite3 v1.14.22 h1:2gZY6PC6kBnID23Tichd1K+Z0oS6nE/XwU+Vz/5o4kU=
 github.com/mattn/go-sqlite3 v1.14.22/go.mod h1:Uh1q+B4BYcTPb+yiD3kU8Ct7aC0hY9fxUwlHK0RXw+Y=
+github.com/n3integration/epub v0.2.0 h1:mJhgjKmAf0BeUvZ3ZsidvQ5P/E6LFdwNEhf+anP5wTg=
+github.com/n3integration/epub v0.2.0/go.mod h1:qaomUgu8jrj09pjpTTY6S8+i225vR4QXJ9VAv0Dy0Ac=
 github.com/ncruces/go-strftime v1.0.0 h1:HMFp8mLCTPp341M/ZnA4qaf7ZlsbTc+miZjCLOFAw7w=
 github.com/ncruces/go-strftime v1.0.0/go.mod h1:Fwc5htZGVVkseilnfgOVb9mKy6w1naJmn9CehxcKcls=
 github.com/neurosnap/sentences v1.1.2 h1:iphYOzx/XckXeBiLIUBkPu2EKMJ+6jDbz/sLJZ7ZoUw=
diff --git a/rag/extractors.go b/rag/extractors.go
new file mode 100644
index 0000000..fcc6a2a
--- /dev/null
+++ b/rag/extractors.go
@@ -0,0 +1,153 @@
+package rag
+
+import (
+	"bytes"
+	"errors"
+	"fmt"
+	"io"
+	"os"
+	"os/exec"
+	"path"
+	"strings"
+
+	"github.com/huantt/plaintext-extractor"
+	"github.com/ledongthuc/pdf"
+	"github.com/n3integration/epub"
+)
+
+func ExtractText(fpath string) (string, error) {
+	ext := strings.ToLower(path.Ext(fpath))
+
+	switch ext {
+	case ".txt":
+		return extractTextFromFile(fpath)
+	case ".md", ".markdown":
+		return extractTextFromMarkdown(fpath)
+	case ".html", ".htm":
+		return extractTextFromHtml(fpath)
+	case ".epub":
+		return extractTextFromEpub(fpath)
+	case ".pdf":
+		return extractTextFromPdf(fpath)
+	default:
+		return "", fmt.Errorf("unsupported file format: %s", ext)
+	}
+}
+
+func extractTextFromFile(fpath string) (string, error) {
+	data, err := os.ReadFile(fpath)
+	if err != nil {
+		return "", err
+	}
+	return string(data), nil
+}
+
+func extractTextFromMarkdown(fpath string) (string, error) {
+	data, err := os.ReadFile(fpath)
+	if err != nil {
+		return "", err
+	}
+	extractor := plaintext.NewMarkdownExtractor()
+	text, err := extractor.PlainText(string(data))
+	if err != nil {
+		return "", err
+	}
+	return *text, nil
+}
+
+func extractTextFromHtml(fpath string) (string, error) {
+	data, err := os.ReadFile(fpath)
+	if err != nil {
+		return "", err
+	}
+	extractor := plaintext.NewHtmlExtractor()
+	text, err := extractor.PlainText(string(data))
+	if err != nil {
+		return "", err
+	}
+	return *text, nil
+}
+
+func extractTextFromEpub(fpath string) (string, error) {
+	book, err := epub.Open(fpath)
+	if err != nil {
+		return "", fmt.Errorf("failed to open epub: %w", err)
+	}
+	defer book.Close()
+
+	var sb strings.Builder
+
+	err = book.Each(func(title string, xhtml io.ReadCloser) {
+		if sb.Len() > 0 {
+			sb.WriteString("\n\n")
+		}
+		sb.WriteString(title)
+		sb.WriteString("\n")
+
+		buf, readErr := io.ReadAll(xhtml)
+		if readErr == nil {
+			sb.WriteString(stripHTML(string(buf)))
+		}
+	})
+
+	if err != nil {
+		return "", fmt.Errorf("failed to iterate epub chapters: %w", err)
+	}
+
+	if sb.Len() == 0 {
+		return "", errors.New("no content extracted from epub")
+	}
+
+	return sb.String(), nil
+}
+
+func stripHTML(html string) string {
+	var sb strings.Builder
+	inTag := false
+	for _, r := range html {
+		switch r {
+		case '<':
+			inTag = true
+		case '>':
+			inTag = false
+		default:
+			if !inTag {
+				sb.WriteRune(r)
+			}
+		}
+	}
+	return sb.String()
+}
+
+func extractTextFromPdf(fpath string) (string, error) {
+	_, err := exec.LookPath("pdftotext")
+	if err == nil {
+		out, err := exec.Command("pdftotext", "-layout", fpath, "-").Output()
+		if err == nil && len(out) > 0 {
+			return string(out), nil
+		}
+	}
+
+	return extractTextFromPdfPureGo(fpath)
+}
+
+func extractTextFromPdfPureGo(fpath string) (string, error) {
+	df, r, err := pdf.Open(fpath)
+	if err != nil {
+		return "", fmt.Errorf("failed to open pdf: %w", err)
+	}
+	defer df.Close()
+
+	textReader, err := r.GetPlainText()
+	if err != nil {
+		return "", fmt.Errorf("failed to extract text from pdf: %w", err)
+	}
+
+	var buf bytes.Buffer
+	_, err = io.Copy(&buf, textReader)
+	if err != nil {
+		return "", fmt.Errorf("failed to read pdf text: %w", err)
+	}
+
+	return buf.String(), nil
+}
diff --git a/rag/rag.go b/rag/rag.go
index b49bd97..b8b5447 100644
--- a/rag/rag.go
+++ b/rag/rag.go
@@ -7,7 +7,6 @@ import (
 	"gf-lt/models"
 	"gf-lt/storage"
 	"log/slog"
-	"os"
 	"path"
 	"regexp"
 	"sort"
@@ -58,7 +57,7 @@ func wordCounter(sentence string) int {
 func (r *RAG) LoadRAG(fpath string) error {
 	r.mu.Lock()
 	defer r.mu.Unlock()
-	data, err := os.ReadFile(fpath)
+	fileText, err := ExtractText(fpath)
 	if err != nil {
 		return err
 	}
@@ -68,7 +67,6 @@ func (r *RAG) LoadRAG(fpath string) error {
 	default:
 		r.logger.Warn("LongJobStatusCh channel is full or closed, dropping status message", "message", LoadedFileRAGStatus)
 	}
-	fileText := string(data)
 	tokenizer, err := english.NewSentenceTokenizer(nil)
 	if err != nil {
 		return err