diff --git a/cli/cmd/generate_assertions.go b/cli/cmd/generate_assertions.go
new file mode 100644
index 00000000..064c642f
--- /dev/null
+++ b/cli/cmd/generate_assertions.go
@@ -0,0 +1,148 @@
+package cmd
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"net/url"
+	"strings"
+	"time"
+
+	clickhouse "github.com/ClickHouse/clickhouse-go/v2"
+	"github.com/spf13/cobra"
+)
+
+var generateAssertionCmd = &cobra.Command{
+	Use:   "assertion",
+	Short: "generates assertion",
+	Long:  "generates assertions based on traces generated on previous run",
+	Args:  cobra.ExactArgs(1),
+	Run: func(cmd *cobra.Command, args []string) {
+		log.Println("ASSERTION GENERATION STARTED...")
+		var result []Repo
+		reponame := args[0]
+		if Config.ClickHouseUrl == "" {
+			log.Println(`Please set the Clickhouse url using this command:
+			qt config --set-clickhouse <Clickhouse-url>
+			OR
+			create $HOME/config/config.yaml and provide the details 
+			for example: 
+			ch_conn: http://localhost:9000?username=admin&password=admin
+			qt_conn: http://localhost:8080 `)
+			return
+		}
+		// parsing the clickhouse url
+		dsnURL, err := url.Parse(Config.ClickHouseUrl)
+		if err != nil {
+			logger.Println(err)
+		}
+
+		options := &clickhouse.Options{
+			Addr: []string{dsnURL.Host},
+		}
+		if dsnURL.Query().Get("username") == "" || dsnURL.Query().Get("password") == "" {
+			logger.Println("url query has credentials missing")
+		}
+		if dsnURL.Query().Get("username") != "" {
+			auth := clickhouse.Auth{
+				Database: "signoz_traces",
+				Username: dsnURL.Query().Get("username"),
+				Password: dsnURL.Query().Get("password"),
+			}
+			options.Auth = auth
+		}
+
+		// creating a clickhouse connection
+		db, err := clickhouse.Open(options)
+		if err != nil {
+			logger.Println(err)
+			return
+		}
+		// closing the clickhouse connection at the end
+		defer db.Close()
+		// checking the clickhouse connection with a ping
+		err = db.Ping(context.Background())
+		if err != nil {
+			logger.Println(err)
+		}
+		// we query the database and print the details
+		query := "SELECT * FROM signoz_traces.repo WHERE name = ?"
+		ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
+		defer cancel()
+		err = db.Select(ctx, &result, query, reponame)
+		if err != nil {
+			logger.Println("Unable to query the database", err)
+		}
+
+		if Config.QualityTraceUrl == "" {
+			log.Println(`Please set the Quality Trace url using this command:
+			qt config --set-server <Quality-Trace-url>
+			OR
+			create $HOME/config/config.yaml and provide the details 
+			for example: 
+			CH_CONN: http://localhost:9000?username=admin&password=admin
+			QT_CONN: http://localhost:8080 `)
+			return
+		}
+
+		jsonData, err := json.Marshal(result[0])
+		if err != nil {
+			logger.Println("unable to marshal the data:", err)
+		}
+
+		path := fmt.Sprintf("%s/dryRun/", Config.QualityTraceUrl)
+		resp, err := http.Post(path, "application/json",
+			bytes.NewBuffer(jsonData))
+
+		if err != nil {
+			logger.Println(err)
+			return
+		}
+
+		defer resp.Body.Close()
+		body, err := io.ReadAll(resp.Body)
+		if err != nil {
+			logger.Println("unable to read the response body: ", err)
+			return
+		}
+		strBody := string(body)
+		statusStr := "Fetching Data..."
+		lastIdx := strings.LastIndex(strBody, statusStr)
+		jsonBody := strBody[lastIdx+len(statusStr)+2 : len(strBody)-2]
+		data := AssertionData{}
+		json.Unmarshal([]byte(jsonBody), &data)
+		generateAssertions(data)
+	},
+}
+
+type AssertionData struct {
+	Columns []string        `json:"columns"`
+	Events  [][]interface{} `json:"events"`
+}
+
+func init() {
+	repoCmd.AddCommand(generateAssertionCmd)
+}
+
+func generateAssertions(data AssertionData) {
+	assertionFieldValueMap := map[string]string{}
+	for _, event := range data.Events {
+		assertionFields := map[int]string{}
+		// assertion fields
+		for idx, v := range event[7].([]interface{}) {
+			assertionFields[idx] = v.(string)
+		}
+		// assertion values
+		for idx, v := range event[8].([]interface{}) {
+			if field, ok := assertionFields[idx]; ok {
+				assertionFieldValueMap[field] = v.(string)
+			}
+		}
+	}
+	fmt.Printf("\n assertionFieldValueMap %v", assertionFieldValueMap)
+	GenerateYaml(assertionFieldValueMap)
+}
diff --git a/cli/cmd/repo_dryrun.go b/cli/cmd/repo_dryrun.go
index 1c84aaf6..21bdf547 100644
--- a/cli/cmd/repo_dryrun.go
+++ b/cli/cmd/repo_dryrun.go
@@ -9,6 +9,7 @@ import (
 	"log"
 	"net/http"
 	"net/url"
+	"strings"
 	"time"
 
 	clickhouse "github.com/ClickHouse/clickhouse-go/v2"
@@ -101,7 +102,14 @@ var repoDryRunCmd = &cobra.Command{
 		if err != nil {
 			logger.Println("unable to read the response body: ", err)
 		}
-		fmt.Println(string(body))
+		strBody := string(body)
+		statusStr := "Fetching Data..."
+		lastIdx := strings.LastIndex(strBody, statusStr)
+		jsonBody := strBody[lastIdx+len(statusStr)+2 : len(strBody)-2]
+		data := AssertionData{}
+		json.Unmarshal([]byte(jsonBody), &data)
+		generateAssertions(data)
+		fmt.Println(strBody)
 	},
 }
 
diff --git a/cli/cmd/util.go b/cli/cmd/util.go
new file mode 100644
index 00000000..c65a5b64
--- /dev/null
+++ b/cli/cmd/util.go
@@ -0,0 +1,45 @@
+package cmd
+
+import (
+	"fmt"
+	"gopkg.in/yaml.v3"
+	"io/ioutil"
+	"os"
+	"path"
+	"path/filepath"
+	"time"
+
+	log "github.com/sirupsen/logrus"
+)
+
+func GenerateYaml(values map[string]string) {
+	fmt.Println("\n Generating assertions yaml file")
+	wd, err := os.Getwd()
+	if err != nil {
+		log.Fatalf("error occured while getting working dir %v", err)
+	}
+	parentDir := filepath.Dir(wd)
+	assertionsDir := path.Join(parentDir, "generatedAssertionFiles")
+	os.Mkdir(assertionsDir, 0777)
+	fileName := fmt.Sprintf("assertions-%v.yaml", time.Now().Format(time.RFC822))
+	filePath := path.Join(assertionsDir, fileName)
+	var assertions []string
+	for key, value := range values {
+		kv := fmt.Sprintf("%s = %s", key, value)
+		assertions = append(assertions, kv)
+	}
+	assertVals := map[string][]string{"spec": assertions}
+
+	data, err := yaml.Marshal(&assertVals)
+
+	if err != nil {
+		log.Fatal(err)
+	}
+	err = ioutil.WriteFile(filePath, data, 0666)
+
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	fmt.Printf("\n assertions yaml file created succesfully at path: %v", filePath)
+}
diff --git a/generatedAssertionFiles/assertions-07 May 23 11:21 IST.yaml b/generatedAssertionFiles/assertions-07 May 23 11:21 IST.yaml
new file mode 100644
index 00000000..6aeabf51
--- /dev/null
+++ b/generatedAssertionFiles/assertions-07 May 23 11:21 IST.yaml	
@@ -0,0 +1,23 @@
+spec:
+    - db.statement = INSERT INTO `books` (`title`,`author`) VALUES ("foo","bar")
+    - http.route = /books
+    - http.status_code = 200
+    - http.user_agent = Go-http-client/1.1
+    - net.host.name = localhost
+    - http.request_content_length = 34
+    - http.method = POST
+    - db.rows_affected = 1
+    - net.peer.ip = 127.0.0.1
+    - service.name = goapp
+    - signoz.collector.id = 2ea75c7d-640a-4e91-b7a1-cbe464e02cac
+    - db.sql.table = books
+    - http.server_name = goapp
+    - library.language = go
+    - http.host = localhost:8090
+    - http.target = /books
+    - net.host.port = 8090
+    - net.peer.port = 40148
+    - http.scheme = http
+    - db.system = sqlite
+    - net.transport = ip_tcp
+    - http.flavor = 1.1