feat(cti): add Cyber Threat Intelligence info (#1442)

* feat(cti): add Cyber Threat Intelligence info * chore: replace io/ioutil as it is deprecated * chore: remove --format-csv in stdout writer * chore(deps): go get go-cti@v0.0.1 * feat(cti): update cti dict(support MITRE ATT&CK v11.1) * chore(deps): go get go-cti@master
2022-06-15 08:08:12 +00:00
parent 86b60e1478
commit 5234306ded
28 changed files with 4406 additions and 109 deletions
--- a/README.md
+++ b/README.md
@@ -91,6 +91,9 @@ Vuls is a tool created to solve the problems listed above. It has the following
 - CISA(Cybersecurity & Infrastructure Security Agency)
  - [Known Exploited Vulnerabilities Catalog](https://www.cisa.gov/known-exploited-vulnerabilities-catalog)

+- Cyber Threat Intelligence(MITRE ATT&CK and CAPEC)
+  - [mitre/cti](https://github.com/mitre/cti)
+
 - Libraries
  - [Node.js Security Working Group](https://github.com/nodejs/security-wg)
  - [Ruby Advisory Database](https://github.com/rubysec/ruby-advisory-db)
--- a/config/config.go
+++ b/config/config.go
@@ -42,6 +42,7 @@ type Config struct {
 	Exploit    ExploitConf    `json:"exploit,omitempty"`
 	Metasploit MetasploitConf `json:"metasploit,omitempty"`
 	KEVuln     KEVulnConf     `json:"kevuln,omitempty"`
+	Cti        CtiConf        `json:"cti,omitempty"`

 	Slack      SlackConf      `json:"-"`
 	EMail      SMTPConf       `json:"-"`
@@ -178,6 +179,7 @@ func (c *Config) ValidateOnReport() bool {
 		&Conf.Exploit,
 		&Conf.Metasploit,
 		&Conf.KEVuln,
+		&Conf.Cti,
 	} {
 		if err := cnf.Validate(); err != nil {
 			errs = append(errs, xerrors.Errorf("Failed to validate %s: %+v", cnf.GetName(), err))
--- a/config/tomlloader.go
+++ b/config/tomlloader.go
@@ -32,6 +32,7 @@ func (c TOMLLoader) Load(pathToToml string) error {
 		&Conf.Exploit,
 		&Conf.Metasploit,
 		&Conf.KEVuln,
+		&Conf.Cti,
 	} {
 		cnf.Init()
 	}
--- a/config/vulnDictConf.go
+++ b/config/vulnDictConf.go
@@ -301,3 +301,30 @@ func (cnf *KEVulnConf) Init() {
 	cnf.setDefault("go-kev.sqlite3")
 	cnf.DebugSQL = Conf.DebugSQL
 }
+
+// CtiConf is go-cti config
+type CtiConf struct {
+	VulnDict
+}
+
+const ctiDBType = "CTI_TYPE"
+const ctiDBURL = "CTI_URL"
+const ctiDBPATH = "CTI_SQLITE3_PATH"
+
+// Init set options with the following priority.
+// 1. Environment variable
+// 2. config.toml
+func (cnf *CtiConf) Init() {
+	cnf.Name = "cti"
+	if os.Getenv(ctiDBType) != "" {
+		cnf.Type = os.Getenv(ctiDBType)
+	}
+	if os.Getenv(ctiDBURL) != "" {
+		cnf.URL = os.Getenv(ctiDBURL)
+	}
+	if os.Getenv(ctiDBPATH) != "" {
+		cnf.SQLite3Path = os.Getenv(ctiDBPATH)
+	}
+	cnf.setDefault("go-cti.sqlite3")
+	cnf.DebugSQL = Conf.DebugSQL
+}
--- a/contrib/owasp-dependency-check/parser/parser.go
+++ b/contrib/owasp-dependency-check/parser/parser.go
@@ -2,7 +2,7 @@ package parser

 import (
 	"encoding/xml"
-	"io/ioutil"
+	"io"
 	"os"
 	"strings"

@@ -41,7 +41,7 @@ func Parse(path string) ([]string, error) {
 	}
 	defer file.Close()

-	b, err := ioutil.ReadAll(file)
+	b, err := io.ReadAll(file)
 	if err != nil {
 		log.Warnf("Failed to read OWASP Dependency Check XML: %s", path)
 		return []string{}, nil
--- a/contrib/trivy/cmd/main.go
+++ b/contrib/trivy/cmd/main.go
@@ -5,7 +5,6 @@ import (
 	"bytes"
 	"encoding/json"
 	"fmt"
-	"io/ioutil"
 	"os"
 	"path/filepath"

@@ -39,7 +38,7 @@ func main() {
 				}
 				trivyJSON = buf.Bytes()
 			} else {
-				if trivyJSON, err = ioutil.ReadFile(jsonFilePath); err != nil {
+				if trivyJSON, err = os.ReadFile(jsonFilePath); err != nil {
 					fmt.Printf("Failed to read file. err: %+v\n", err)
 					os.Exit(1)
 				}
--- a/cti/cti.go
+++ b/cti/cti.go
--- a/detector/cti.go
+++ b/detector/cti.go
@@ -0,0 +1,222 @@
+//go:build !scanner
+// +build !scanner
+
+package detector
+
+import (
+	"encoding/json"
+	"net/http"
+	"time"
+
+	"github.com/cenkalti/backoff"
+	"github.com/parnurzeal/gorequest"
+	"golang.org/x/xerrors"
+
+	"github.com/future-architect/vuls/config"
+	"github.com/future-architect/vuls/logging"
+	"github.com/future-architect/vuls/models"
+	"github.com/future-architect/vuls/util"
+	ctidb "github.com/vulsio/go-cti/db"
+	ctilog "github.com/vulsio/go-cti/utils"
+)
+
+// goCTIDBClient is a DB Driver
+type goCTIDBClient struct {
+	driver  ctidb.DB
+	baseURL string
+}
+
+// closeDB close a DB connection
+func (client goCTIDBClient) closeDB() error {
+	if client.driver == nil {
+		return nil
+	}
+	return client.driver.CloseDB()
+}
+
+func newGoCTIDBClient(cnf config.VulnDictInterface, o logging.LogOpts) (*goCTIDBClient, error) {
+	if err := ctilog.SetLogger(o.LogToFile, o.LogDir, o.Debug, o.LogJSON); err != nil {
+		return nil, xerrors.Errorf("Failed to set go-cti logger. err: %w", err)
+	}
+
+	db, err := newCTIDB(cnf)
+	if err != nil {
+		return nil, xerrors.Errorf("Failed to newCTIDB. err: %w", err)
+	}
+	return &goCTIDBClient{driver: db, baseURL: cnf.GetURL()}, nil
+}
+
+// FillWithCTI :
+func FillWithCTI(r *models.ScanResult, cnf config.CtiConf, logOpts logging.LogOpts) error {
+	client, err := newGoCTIDBClient(&cnf, logOpts)
+	if err != nil {
+		return err
+	}
+	defer func() {
+		if err := client.closeDB(); err != nil {
+			logging.Log.Errorf("Failed to close DB. err: %+v", err)
+		}
+	}()
+
+	nCti := 0
+	if client.driver == nil {
+		var cveIDs []string
+		for cveID := range r.ScannedCves {
+			cveIDs = append(cveIDs, cveID)
+		}
+		prefix, err := util.URLPathJoin(client.baseURL, "cves")
+		if err != nil {
+			return err
+		}
+		responses, err := getCTIsViaHTTP(cveIDs, prefix)
+		if err != nil {
+			return err
+		}
+		for _, res := range responses {
+			var techniqueIDs []string
+			if err := json.Unmarshal([]byte(res.json), &techniqueIDs); err != nil {
+				return err
+			}
+			v, ok := r.ScannedCves[res.request.cveID]
+			if ok {
+				v.Ctis = techniqueIDs
+				nCti++
+			}
+			r.ScannedCves[res.request.cveID] = v
+		}
+	} else {
+		for cveID, vuln := range r.ScannedCves {
+			if cveID == "" {
+				continue
+			}
+			techniqueIDs, err := client.driver.GetTechniqueIDsByCveID(cveID)
+			if err != nil {
+				return xerrors.Errorf("Failed to get CTIs by CVE-ID. err: %w", err)
+			}
+			if len(techniqueIDs) == 0 {
+				continue
+			}
+			vuln.Ctis = techniqueIDs
+			nCti++
+			r.ScannedCves[cveID] = vuln
+		}
+	}
+
+	logging.Log.Infof("%s: Cyber Threat Intelligences are detected for %d CVEs", r.FormatServerName(), nCti)
+	return nil
+}
+
+type ctiResponse struct {
+	request ctiRequest
+	json    string
+}
+
+func getCTIsViaHTTP(cveIDs []string, urlPrefix string) (responses []ctiResponse, err error) {
+	nReq := len(cveIDs)
+	reqChan := make(chan ctiRequest, nReq)
+	resChan := make(chan ctiResponse, nReq)
+	errChan := make(chan error, nReq)
+	defer close(reqChan)
+	defer close(resChan)
+	defer close(errChan)
+
+	go func() {
+		for _, cveID := range cveIDs {
+			reqChan <- ctiRequest{
+				cveID: cveID,
+			}
+		}
+	}()
+
+	concurrency := 10
+	tasks := util.GenWorkers(concurrency)
+	for i := 0; i < nReq; i++ {
+		tasks <- func() {
+			req := <-reqChan
+			url, err := util.URLPathJoin(
+				urlPrefix,
+				req.cveID,
+			)
+			if err != nil {
+				errChan <- err
+			} else {
+				logging.Log.Debugf("HTTP Request to %s", url)
+				httpGetCTI(url, req, resChan, errChan)
+			}
+		}
+	}
+
+	timeout := time.After(2 * 60 * time.Second)
+	var errs []error
+	for i := 0; i < nReq; i++ {
+		select {
+		case res := <-resChan:
+			responses = append(responses, res)
+		case err := <-errChan:
+			errs = append(errs, err)
+		case <-timeout:
+			return nil, xerrors.New("Timeout Fetching CTI")
+		}
+	}
+	if len(errs) != 0 {
+		return nil, xerrors.Errorf("Failed to fetch CTI. err: %w", errs)
+	}
+	return
+}
+
+type ctiRequest struct {
+	cveID string
+}
+
+func httpGetCTI(url string, req ctiRequest, resChan chan<- ctiResponse, errChan chan<- error) {
+	var body string
+	var errs []error
+	var resp *http.Response
+	count, retryMax := 0, 3
+	f := func() (err error) {
+		//  resp, body, errs = gorequest.New().SetDebug(config.Conf.Debug).Get(url).End()
+		resp, body, errs = gorequest.New().Timeout(10 * time.Second).Get(url).End()
+		if 0 < len(errs) || resp == nil || resp.StatusCode != 200 {
+			count++
+			if count == retryMax {
+				return nil
+			}
+			return xerrors.Errorf("HTTP GET error, url: %s, resp: %v, err: %+v", url, resp, errs)
+		}
+		return nil
+	}
+	notify := func(err error, t time.Duration) {
+		logging.Log.Warnf("Failed to HTTP GET. retrying in %s seconds. err: %+v", t, err)
+	}
+	if err := backoff.RetryNotify(f, backoff.NewExponentialBackOff(), notify); err != nil {
+		errChan <- xerrors.Errorf("HTTP Error %w", err)
+		return
+	}
+	if count == retryMax {
+		errChan <- xerrors.New("Retry count exceeded")
+		return
+	}
+
+	resChan <- ctiResponse{
+		request: req,
+		json:    body,
+	}
+}
+
+func newCTIDB(cnf config.VulnDictInterface) (ctidb.DB, error) {
+	if cnf.IsFetchViaHTTP() {
+		return nil, nil
+	}
+	path := cnf.GetURL()
+	if cnf.GetType() == "sqlite3" {
+		path = cnf.GetSQLite3Path()
+	}
+	driver, locked, err := ctidb.NewDB(cnf.GetType(), path, cnf.GetDebugSQL(), ctidb.Option{})
+	if err != nil {
+		if locked {
+			return nil, xerrors.Errorf("Failed to init cti DB. SQLite3: %s is locked. err: %w", cnf.GetSQLite3Path(), err)
+		}
+		return nil, xerrors.Errorf("Failed to init cti DB. DB Path: %s, err: %w", path, err)
+	}
+	return driver, nil
+}
--- a/detector/detector.go
+++ b/detector/detector.go
@@ -116,6 +116,10 @@ func Detect(rs []models.ScanResult, dir string) ([]models.ScanResult, error) {
 			return nil, xerrors.Errorf("Failed to fill with Known Exploited Vulnerabilities: %w", err)
 		}

+		if err := FillWithCTI(&r, config.Conf.Cti, config.Conf.LogOpts); err != nil {
+			return nil, xerrors.Errorf("Failed to fill with Cyber Threat Intelligences: %w", err)
+		}
+
 		FillCweDict(&r)

 		r.ReportedBy, _ = os.Hostname()
--- a/detector/github.go
+++ b/detector/github.go
@@ -8,7 +8,7 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
-	"io/ioutil"
+	"io"
 	"net/http"
 	"time"

@@ -57,7 +57,7 @@ func DetectGitHubSecurityAlerts(r *models.ScanResult, owner, repo, token string,
 		}
 		defer resp.Body.Close()

-		body, err := ioutil.ReadAll(resp.Body)
+		body, err := io.ReadAll(resp.Body)
 		if err != nil {
 			return 0, err
 		}
--- a/detector/kevuln.go
+++ b/detector/kevuln.go
@@ -59,6 +59,7 @@ func FillWithKEVuln(r *models.ScanResult, cnf config.KEVulnConf, logOpts logging
 		}
 	}()

+	nKEV := 0
 	if client.driver == nil {
 		var cveIDs []string
 		for cveID := range r.ScannedCves {
@@ -90,6 +91,7 @@ func FillWithKEVuln(r *models.ScanResult, cnf config.KEVulnConf, logOpts logging
 			v, ok := r.ScannedCves[res.request.cveID]
 			if ok {
 				v.AlertDict.CISA = alerts
+				nKEV++
 			}
 			r.ScannedCves[res.request.cveID] = v
 		}
@@ -116,9 +118,12 @@ func FillWithKEVuln(r *models.ScanResult, cnf config.KEVulnConf, logOpts logging
 			}

 			vuln.AlertDict.CISA = alerts
+			nKEV++
 			r.ScannedCves[cveID] = vuln
 		}
 	}
+
+	logging.Log.Infof("%s: Known Exploited Vulnerabilities are detected for %d CVEs", r.FormatServerName(), nKEV)
 	return nil
 }

--- a/detector/util.go
+++ b/detector/util.go
@@ -6,7 +6,7 @@ package detector
 import (
 	"encoding/json"
 	"fmt"
-	"io/ioutil"
+	"io/fs"
 	"os"
 	"path/filepath"
 	"reflect"
@@ -234,8 +234,8 @@ var jsonDirPattern = regexp.MustCompile(
 // ListValidJSONDirs returns valid json directory as array
 // Returned array is sorted so that recent directories are at the head
 func ListValidJSONDirs(resultsDir string) (dirs []string, err error) {
-	var dirInfo []os.FileInfo
-	if dirInfo, err = ioutil.ReadDir(resultsDir); err != nil {
+	var dirInfo []fs.DirEntry
+	if dirInfo, err = os.ReadDir(resultsDir); err != nil {
 		err = xerrors.Errorf("Failed to read %s: %w",
 			config.Conf.ResultsDir, err)
 		return
@@ -258,7 +258,7 @@ func loadOneServerScanResult(jsonFile string) (*models.ScanResult, error) {
 		data []byte
 		err  error
 	)
-	if data, err = ioutil.ReadFile(jsonFile); err != nil {
+	if data, err = os.ReadFile(jsonFile); err != nil {
 		return nil, xerrors.Errorf("Failed to read %s: %w", jsonFile, err)
 	}
 	result := &models.ScanResult{}
--- a/detector/wordpress.go
+++ b/detector/wordpress.go
@@ -7,7 +7,7 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
-	"io/ioutil"
+	"io"
 	"net/http"
 	"strings"
 	"time"
@@ -242,7 +242,7 @@ func httpRequest(url, token string) (string, error) {
 		return "", errof.New(errof.ErrFailedToAccessWpScan,
 			fmt.Sprintf("Failed to access to wpscan.com. err: %s", err))
 	}
-	body, err := ioutil.ReadAll(resp.Body)
+	body, err := io.ReadAll(resp.Body)
 	if err != nil {
 		return "", errof.New(errof.ErrFailedToAccessWpScan,
 			fmt.Sprintf("Failed to access to wpscan.com. err: %s", err))
--- a/go.mod
+++ b/go.mod
@@ -36,6 +36,7 @@ require (
 	github.com/rifflock/lfshook v0.0.0-20180920164130-b9218ef580f5
 	github.com/sirupsen/logrus v1.8.1
 	github.com/spf13/cobra v1.4.0
+	github.com/vulsio/go-cti v0.0.2-0.20220613013115-8c7e57a6aa86
 	github.com/vulsio/go-cve-dictionary v0.8.2-0.20211028094424-0a854f8e8f85
 	github.com/vulsio/go-exploitdb v0.4.2
 	github.com/vulsio/go-kev v0.1.1-0.20220118062020-5f69b364106f
@@ -43,15 +44,15 @@ require (
 	github.com/vulsio/gost v0.4.1
 	github.com/vulsio/goval-dictionary v0.7.3
 	go.etcd.io/bbolt v1.3.6
-	golang.org/x/exp v0.0.0-20220407100705-7b9b53b0aca4
+	golang.org/x/exp v0.0.0-20220613132600-b0d781184e0d
 	golang.org/x/oauth2 v0.0.0-20220411215720-9780585627b5
-	golang.org/x/sync v0.0.0-20210220032951-036812b2e83c
-	golang.org/x/xerrors v0.0.0-20220411194840-2f41105eb62f
+	golang.org/x/sync v0.0.0-20220513210516-0976fa681c29
+	golang.org/x/xerrors v0.0.0-20220609144429-65e65417b02f
 )

 require (
 	cloud.google.com/go v0.100.2 // indirect
-	cloud.google.com/go/compute v1.5.0 // indirect
+	cloud.google.com/go/compute v1.6.1 // indirect
 	cloud.google.com/go/iam v0.3.0 // indirect
 	cloud.google.com/go/storage v1.14.0 // indirect
 	github.com/Azure/go-autorest v14.2.0+incompatible // indirect
@@ -62,7 +63,7 @@ require (
 	github.com/Azure/go-autorest/logger v0.2.1 // indirect
 	github.com/Azure/go-autorest/tracing v0.6.0 // indirect
 	github.com/PuerkitoBio/goquery v1.6.1 // indirect
-	github.com/VividCortex/ewma v1.1.1 // indirect
+	github.com/VividCortex/ewma v1.2.0 // indirect
 	github.com/andybalholm/cascadia v1.2.0 // indirect
 	github.com/aquasecurity/go-gem-version v0.0.0-20201115065557-8eed6fe000ce // indirect
 	github.com/aquasecurity/go-npm-version v0.0.0-20201110091526-0b796d180798 // indirect
@@ -89,7 +90,7 @@ require (
 	github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect
 	github.com/golang/protobuf v1.5.2 // indirect
 	github.com/google/go-containerregistry v0.8.0 // indirect
-	github.com/googleapis/gax-go/v2 v2.3.0 // indirect
+	github.com/googleapis/gax-go/v2 v2.4.0 // indirect
 	github.com/gorilla/websocket v1.4.2 // indirect
 	github.com/grokify/html-strip-tags-go v0.0.1 // indirect
 	github.com/hashicorp/errwrap v1.1.0 // indirect
@@ -113,12 +114,13 @@ require (
 	github.com/jinzhu/now v1.1.5 // indirect
 	github.com/jmespath/go-jmespath v0.4.0 // indirect
 	github.com/klauspost/compress v1.14.2 // indirect
+	github.com/lib/pq v1.10.5 // indirect
 	github.com/magiconair/properties v1.8.6 // indirect
 	github.com/masahiro331/go-mvn-version v0.0.0-20210429150710-d3157d602a08 // indirect
 	github.com/mattn/go-colorable v0.1.12 // indirect
 	github.com/mattn/go-isatty v0.0.14 // indirect
-	github.com/mattn/go-runewidth v0.0.12 // indirect
-	github.com/mattn/go-sqlite3 v1.14.12 // indirect
+	github.com/mattn/go-runewidth v0.0.13 // indirect
+	github.com/mattn/go-sqlite3 v1.14.13 // indirect
 	github.com/mgutz/ansi v0.0.0-20200706080929-d51e80ef957d // indirect
 	github.com/mitchellh/go-testing-interface v1.0.0 // indirect
 	github.com/mitchellh/mapstructure v1.5.0 // indirect
@@ -126,41 +128,42 @@ require (
 	github.com/opencontainers/go-digest v1.0.0 // indirect
 	github.com/opencontainers/image-spec v1.0.2 // indirect
 	github.com/pelletier/go-toml v1.9.5 // indirect
-	github.com/pelletier/go-toml/v2 v2.0.0-beta.8 // indirect
+	github.com/pelletier/go-toml/v2 v2.0.2 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
 	github.com/rivo/uniseg v0.2.0 // indirect
+	github.com/rogpeppe/go-internal v1.8.1 // indirect
 	github.com/spf13/afero v1.8.2 // indirect
-	github.com/spf13/cast v1.4.1 // indirect
+	github.com/spf13/cast v1.5.0 // indirect
 	github.com/spf13/jwalterweatherman v1.1.0 // indirect
 	github.com/spf13/pflag v1.0.5 // indirect
-	github.com/spf13/viper v1.11.0 // indirect
+	github.com/spf13/viper v1.12.0 // indirect
 	github.com/stretchr/objx v0.3.0 // indirect
-	github.com/stretchr/testify v1.7.1 // indirect
-	github.com/subosito/gotenv v1.2.0 // indirect
+	github.com/stretchr/testify v1.7.2 // indirect
+	github.com/subosito/gotenv v1.4.0 // indirect
 	github.com/ulikunitz/xz v0.5.10 // indirect
 	go.opencensus.io v0.23.0 // indirect
 	go.uber.org/atomic v1.7.0 // indirect
 	go.uber.org/goleak v1.1.12 // indirect
 	go.uber.org/multierr v1.6.0 // indirect
 	go.uber.org/zap v1.21.0 // indirect
-	golang.org/x/crypto v0.0.0-20220513210258-46612604a0f9 // indirect
-	golang.org/x/mod v0.6.0-dev.0.20211013180041-c96bc1413d57 // indirect
-	golang.org/x/net v0.0.0-20220425223048-2871e0cb64e4 // indirect
-	golang.org/x/sys v0.0.0-20220422013727-9388b58f7150 // indirect
+	golang.org/x/crypto v0.0.0-20220525230936-793ad666bf5e // indirect
+	golang.org/x/mod v0.6.0-dev.0.20220106191415-9b9b3d81d5e3 // indirect
+	golang.org/x/net v0.0.0-20220614195744-fb05da6f9022 // indirect
+	golang.org/x/sys v0.0.0-20220614162138-6c1b26c55098 // indirect
 	golang.org/x/term v0.0.0-20210927222741-03fcf44c2211 // indirect
 	golang.org/x/text v0.3.7 // indirect
-	google.golang.org/api v0.74.0 // indirect
+	google.golang.org/api v0.81.0 // indirect
 	google.golang.org/appengine v1.6.7 // indirect
-	google.golang.org/genproto v0.0.0-20220407144326-9054f6ed7bac // indirect
-	google.golang.org/grpc v1.45.0 // indirect
+	google.golang.org/genproto v0.0.0-20220519153652-3a47de7e79bd // indirect
+	google.golang.org/grpc v1.46.2 // indirect
 	google.golang.org/protobuf v1.28.0 // indirect
-	gopkg.in/ini.v1 v1.66.4 // indirect
+	gopkg.in/ini.v1 v1.66.6 // indirect
 	gopkg.in/yaml.v2 v2.4.0 // indirect
-	gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b // indirect
-	gorm.io/driver/mysql v1.3.3 // indirect
-	gorm.io/driver/postgres v1.3.5 // indirect
-	gorm.io/driver/sqlite v1.2.4 // indirect
+	gopkg.in/yaml.v3 v3.0.1 // indirect
+	gorm.io/driver/mysql v1.3.4 // indirect
+	gorm.io/driver/postgres v1.3.7 // indirect
+	gorm.io/driver/sqlite v1.3.4 // indirect
 	gorm.io/gorm v1.23.5 // indirect
 	k8s.io/utils v0.0.0-20201110183641-67b214c5f920 // indirect
 	moul.io/http2curl v1.0.0 // indirect
--- a/go.sum
+++ b/go.sum
@@ -40,8 +40,10 @@ cloud.google.com/go/bigquery v1.7.0/go.mod h1://okPTzCYNXSlb24MZs83e2Do+h+VXtc4g
 cloud.google.com/go/bigquery v1.8.0/go.mod h1:J5hqkt3O0uAFnINi6JXValWIb1v0goeZM77hZzJN/fQ=
 cloud.google.com/go/compute v0.1.0/go.mod h1:GAesmwr110a34z04OlxYkATPBEfVhkymfTBXtfbBFow=
 cloud.google.com/go/compute v1.3.0/go.mod h1:cCZiE1NHEtai4wiufUhW8I8S1JKkAnhnQJWM7YD99wM=
-cloud.google.com/go/compute v1.5.0 h1:b1zWmYuuHz7gO9kDcM/EpHGr06UgsYNRpNJzI2kFiLM=
 cloud.google.com/go/compute v1.5.0/go.mod h1:9SMHyhJlzhlkJqrPAc839t2BZFTSk6Jdj6mkzQJeu0M=
+cloud.google.com/go/compute v1.6.0/go.mod h1:T29tfhtVbq1wvAPo0E3+7vhgmkOYeXjhFvz/FMzPu0s=
+cloud.google.com/go/compute v1.6.1 h1:2sMmt8prCn7DPaG4Pmh0N3Inmc8cT8ae5k1M6VJ9Wqc=
+cloud.google.com/go/compute v1.6.1/go.mod h1:g85FgpzFvNULZ+S8AYq87axRKuf2Kh7deLqV/jJ3thU=
 cloud.google.com/go/datastore v1.0.0/go.mod h1:LXYbyblFSglQ5pkeyhO+Qmw7ukd3C+pD7TKLgZqpHYE=
 cloud.google.com/go/datastore v1.1.0/go.mod h1:umbIZjpQpHh4hmRpGhH4tLFup+FVzqBi1b3c64qFpCk=
 cloud.google.com/go/firestore v1.1.0/go.mod h1:ulACoGHTpvq5r8rxGJ4ddJZBZqakUQqClKRT5SZwBmk=
@@ -134,8 +136,9 @@ github.com/Shopify/sarama v1.19.0/go.mod h1:FVkBWblsNy7DGZRfXLU0O9RCGt5g3g3yEuWX
 github.com/Shopify/toxiproxy v2.1.4+incompatible/go.mod h1:OXgGpZ6Cli1/URJOF1DMxUHB2q5Ap20/P/eIdh4G0pI=
 github.com/Ullaakut/nmap/v2 v2.1.2-0.20210406060955-59a52fe80a4f h1:U5oMIt9/cuLbHnVgNddFoJ6ebcMx52Unq2+/Wglo1XU=
 github.com/Ullaakut/nmap/v2 v2.1.2-0.20210406060955-59a52fe80a4f/go.mod h1:bWPItdcCK9CkZcAaC7yS9N+t2zijtIjAWBcQtOzV9nM=
-github.com/VividCortex/ewma v1.1.1 h1:MnEK4VOv6n0RSY4vtRe3h11qjxL3+t0B8yOL8iMXdcM=
 github.com/VividCortex/ewma v1.1.1/go.mod h1:2Tkkvm3sRDVXaiyucHiACn4cqf7DpdyLvmxzcbUokwA=
+github.com/VividCortex/ewma v1.2.0 h1:f58SaIzcDXrSy3kWaHNvuJgJ3Nmz59Zji6XoJR/q1ow=
+github.com/VividCortex/ewma v1.2.0/go.mod h1:nz4BbCtbLyFDeC9SUHbtcT5644juEuWfUAUnGx7j5l4=
 github.com/VividCortex/gohistogram v1.0.0/go.mod h1:Pf5mBqqDxYaXu3hDrrU+w6nw50o/4+TcAqDqk/vUH7g=
 github.com/afex/hystrix-go v0.0.0-20180502004556-fa1af6a1f4f5/go.mod h1:SkGFH1ia65gfNATL8TAiHDNxPzPdmEL5uirI2Uyuz6c=
 github.com/agext/levenshtein v1.2.3 h1:YB2fHEn0UJagG8T1rrWknE3ZQzWM06O8AMAatNn7lmo=
@@ -415,7 +418,7 @@ github.com/eapache/queue v1.1.0/go.mod h1:6eCeP0CKFpHLu8blIFXhExK/dRa7WDZfr6jVFP
 github.com/edsrzf/mmap-go v1.0.0/go.mod h1:YO35OhQPt3KJa3ryjFM5Bs14WD66h8eGKpfaBNrHW5M=
 github.com/elazarl/goproxy v0.0.0-20180725130230-947c36da3153/go.mod h1:/Zj4wYkgs4iZTTu3o/KG3Itv/qCCa8VVMlb3i9OVuzc=
 github.com/elazarl/goproxy v0.0.0-20210110162100-a92cc753f88e/go.mod h1:Ro8st/ElPeALwNFlcTpWmkr6IoMFfkjXAvTHpevnDsM=
-github.com/elazarl/goproxy v0.0.0-20211114080932-d06c3be7c11b h1:1XqENn2YoYZd6w3Awx+7oa+aR87DFIZJFLF2n1IojA0=
+github.com/elazarl/goproxy v0.0.0-20220417044921-416226498f94 h1:VIy7cdK7ufs7ctpTFkXJHm1uP3dJSnCGSPysEICB1so=
 github.com/elazarl/goproxy/ext v0.0.0-20190711103511-473e67f1d7d2/go.mod h1:gNh8nYJoAm43RfaxurUnxr+N1PwuFV3ZMl/efxlIlY8=
 github.com/emersion/go-sasl v0.0.0-20200509203442-7bfe0ed36a21 h1:OJyUGMJTzHTd1XQp98QTaHernxMYzRaOasRir9hUlFQ=
 github.com/emersion/go-sasl v0.0.0-20200509203442-7bfe0ed36a21/go.mod h1:iL2twTeMvZnrg54ZoPDNfJaJaqy0xIQFuBdrLsmspwQ=
@@ -434,6 +437,7 @@ github.com/envoyproxy/go-control-plane v0.9.9-0.20210217033140-668b12f5399d/go.m
 github.com/envoyproxy/go-control-plane v0.9.9-0.20210512163311-63b5d3c536b0/go.mod h1:hliV/p42l8fGbc6Y9bQ70uLwIvmJyVE5k4iMKlh8wCQ=
 github.com/envoyproxy/go-control-plane v0.9.10-0.20210907150352-cf90f659a021/go.mod h1:AFq3mo9L8Lqqiid3OhADV3RfLJnjiw63cSpi+fDTRC0=
 github.com/envoyproxy/go-control-plane v0.10.1/go.mod h1:AY7fTTXNdv/aJ2O5jwpxAPOWUZ7hQAEvzN5Pf27BkQQ=
+github.com/envoyproxy/go-control-plane v0.10.2-0.20220325020618-49ff273808a1/go.mod h1:KJwIaB5Mv44NWtYuAOFCVOjcI94vtpEz2JU/D2v6IjE=
 github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod h1:iSmxcyjqTsJpI2R4NaDN7+kN2VEUnK/pcBlmesArF7c=
 github.com/envoyproxy/protoc-gen-validate v0.6.2/go.mod h1:2t7qjJNvHPx8IjnBOzl9E9/baC+qXE/TeeyBRzgJDws=
 github.com/evanphx/json-patch v4.9.0+incompatible/go.mod h1:50XU6AFN0ol/bzJsmQLiYLvXMP4fmwYFNcr97nuDLSk=
@@ -447,6 +451,7 @@ github.com/form3tech-oss/jwt-go v3.2.2+incompatible/go.mod h1:pbq4aXjuKjdthFRnoD
 github.com/franela/goblin v0.0.0-20200105215937-c9ffbefa60db/go.mod h1:7dvUGVsVBjqR7JHJk0brhHOZYGmfBYOrK0ZhYMEtBr4=
 github.com/franela/goreq v0.0.0-20171204163338-bcd34c9993f8/go.mod h1:ZhphrRTfi2rbfLwlschooIH4+wKKDR4Pdxhh+TRoA20=
 github.com/frankban/quicktest v1.11.3/go.mod h1:wRf/ReqHper53s+kmmSZizM8NamnL3IM0I9ntUbOk+k=
+github.com/frankban/quicktest v1.14.3 h1:FJKSZTDHjyhriyC81FLQ0LY93eSai0ZyR/ZIkd3ZUKE=
 github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMoQvtojpjFo=
 github.com/fsnotify/fsnotify v1.4.9/go.mod h1:znqG4EE+3YCdAaPaxE2ZRY/06pZUdp0tY4IgpuI1SZQ=
 github.com/fsnotify/fsnotify v1.5.1/go.mod h1:T3375wBYaZdLLcVNkcVbzGHY7f1l/uK5T5Ai1i3InKU=
@@ -561,8 +566,9 @@ github.com/google/go-cmp v0.5.3/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/
 github.com/google/go-cmp v0.5.4/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
 github.com/google/go-cmp v0.5.5/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
 github.com/google/go-cmp v0.5.6/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
-github.com/google/go-cmp v0.5.7 h1:81/ik6ipDQS2aGcBfIN5dHDB36BwrStyeAQquSYCV4o=
 github.com/google/go-cmp v0.5.7/go.mod h1:n+brtR0CgQNWTVd5ZUFpTBC8YFBDLK/h/bpaJ8/DtOE=
+github.com/google/go-cmp v0.5.8 h1:e6P7q2lk1O+qJJb4BtCQXlK8vWEO8V1ZeuEdJNOqZyg=
+github.com/google/go-cmp v0.5.8/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
 github.com/google/go-containerregistry v0.8.0 h1:mtR24eN6rapCN+shds82qFEIWWmg64NPMuyCNT7/Ogc=
 github.com/google/go-containerregistry v0.8.0/go.mod h1:wW5v71NHGnQyb4k+gSshjxidrC7lN33MdWEn+Mz9TsI=
 github.com/google/gofuzz v1.0.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
@@ -600,8 +606,9 @@ github.com/googleapis/gax-go/v2 v2.0.5/go.mod h1:DWXyrwAJ9X0FpwwEdw+IPEYBICEFu5m
 github.com/googleapis/gax-go/v2 v2.1.0/go.mod h1:Q3nei7sK6ybPYH7twZdmQpAd1MKb7pfu6SK+H1/DsU0=
 github.com/googleapis/gax-go/v2 v2.1.1/go.mod h1:hddJymUZASv3XPyGkUpKj8pPO47Rmb0eJc8R6ouapiM=
 github.com/googleapis/gax-go/v2 v2.2.0/go.mod h1:as02EH8zWkzwUoLbBaFeQ+arQaj/OthfcblKl4IGNaM=
-github.com/googleapis/gax-go/v2 v2.3.0 h1:nRJtk3y8Fm770D42QV6T90ZnvFZyk7agSo3Q+Z9p3WI=
 github.com/googleapis/gax-go/v2 v2.3.0/go.mod h1:b8LNqSzNabLiUpXKkY7HAR5jr6bIT99EXz9pXxye9YM=
+github.com/googleapis/gax-go/v2 v2.4.0 h1:dS9eYAjhrE2RjmzYw2XAPvcXfmcQLtFEQWn0CR82awk=
+github.com/googleapis/gax-go/v2 v2.4.0/go.mod h1:XOTVJ59hdnfJLIP/dh8n5CGryZR2LxK9wbMD5+iXC6c=
 github.com/googleapis/gnostic v0.4.1/go.mod h1:LRhVm6pbyptWbWbuZ38d1eyptfvIytN3ir6b65WBswg=
 github.com/googleapis/google-cloud-go-testing v0.0.0-20200911160855-bcd43fbb19e8/go.mod h1:dvDLG8qkwmyD9a/MJJN3XJcT3xFxOKAvTZGvuZmac9g=
 github.com/gopherjs/gopherjs v0.0.0-20181017120253-0766667cb4d1/go.mod h1:wJfORRmW1u3UXTncJ5qlYoELFm8eSnnEO6hX4iZ3EWY=
@@ -720,7 +727,6 @@ github.com/jackc/pgconn v1.8.0/go.mod h1:1C2Pb36bGIP9QHGBYCjnyhqu7Rv3sGshaQUvmfG
 github.com/jackc/pgconn v1.8.1/go.mod h1:JV6m6b6jhjdmzchES0drzCcYcAHS1OPD5xu3OZ/lE2g=
 github.com/jackc/pgconn v1.9.0/go.mod h1:YctiPyvzfU11JFxoXokUOOKQXQmDMoJL9vJzHH8/2JY=
 github.com/jackc/pgconn v1.9.1-0.20210724152538-d89c8390a530/go.mod h1:4z2w8XhRbP1hYxkpTuBjTS3ne3J48K83+u0zoyvg2pI=
-github.com/jackc/pgconn v1.12.0/go.mod h1:ZkhRC59Llhrq3oSfrikvwQ5NaxYExr6twkdkMLaKono=
 github.com/jackc/pgconn v1.12.1 h1:rsDFzIpRk7xT4B8FufgpCCeyjdNpKyghZeSefViE5W8=
 github.com/jackc/pgconn v1.12.1/go.mod h1:ZkhRC59Llhrq3oSfrikvwQ5NaxYExr6twkdkMLaKono=
 github.com/jackc/pgio v1.0.0 h1:g12B9UwVnzGhueNavwioyEEpAmqMe1E/BN9ES+8ovkE=
@@ -763,7 +769,6 @@ github.com/jackc/pgx/v4 v4.6.1-0.20200510190926-94ba730bb1e9/go.mod h1:t3/cdRQl6
 github.com/jackc/pgx/v4 v4.6.1-0.20200606145419-4e5062306904/go.mod h1:ZDaNWkt9sW1JMiNn0kdYBaLelIhw7Pg4qd+Vk6tw7Hg=
 github.com/jackc/pgx/v4 v4.11.0/go.mod h1:i62xJgdrtVDsnL3U8ekyrQXEwGNTRoG7/8r+CIdYfcc=
 github.com/jackc/pgx/v4 v4.12.1-0.20210724153913-640aa07df17c/go.mod h1:1QD0+tgSXP7iUjYm9C1NxKhny7lq6ee99u/z+IHFcgs=
-github.com/jackc/pgx/v4 v4.16.0/go.mod h1:N0A9sFdWzkw/Jy1lwoiB64F2+ugFZi987zRxcPez/wI=
 github.com/jackc/pgx/v4 v4.16.1 h1:JzTglcal01DrghUqt+PmzWsZx/Yh7SC/CTQmSBMTd0Y=
 github.com/jackc/pgx/v4 v4.16.1/go.mod h1:SIhx0D5hoADaiXZVyv+3gSm3LCIIINTVO0PficsvWGQ=
 github.com/jackc/puddle v0.0.0-20190413234325-e4ced69a3a2b/go.mod h1:m4B5Dj62Y0fbyuIc15OsIqK0+JU8nkqQjsgx7dvjSWk=
@@ -838,8 +843,8 @@ github.com/kr/fs v0.1.0/go.mod h1:FFnZGqtBN9Gxj7eW1uZ42v5BccTP0vu6NEaFoC2HwRg=
 github.com/kr/logfmt v0.0.0-20140226030751-b84e30acd515/go.mod h1:+0opPa2QZZtGFBFZlji/RkVcI2GknAs/DXo4wKdlNEc=
 github.com/kr/pretty v0.1.0/go.mod h1:dAy3ld7l9f0ibDNOQOHHMYYIIbhfbHSm3C4ZsoJORNo=
 github.com/kr/pretty v0.2.0/go.mod h1:ipq/a2n7PKx3OHsz4KJII5eveXtPO4qwEXGdVfWzfnI=
-github.com/kr/pretty v0.2.1 h1:Fmg33tUaq4/8ym9TJN1x7sLJnHVwhP33CNkpYV/7rwI=
 github.com/kr/pretty v0.2.1/go.mod h1:ipq/a2n7PKx3OHsz4KJII5eveXtPO4qwEXGdVfWzfnI=
+github.com/kr/pretty v0.3.0 h1:WgNl7dwNpEZ6jJ9k1snq4pZsg7DOEN8hP9Xw0Tsjwk0=
 github.com/kr/pty v1.1.1/go.mod h1:pFQYn66WHrOpPYNljwOMqo10TkYh1fy3cYio2l3bCsQ=
 github.com/kr/pty v1.1.5/go.mod h1:9r2w37qlBe7rQ6e1fg1S/9xpWHSnaqNdHD3WcMdbPDA=
 github.com/kr/pty v1.1.8/go.mod h1:O1sed60cT9XZ5uDucP5qwvh+TE3NnUj51EiZO/lmSfw=
@@ -852,8 +857,9 @@ github.com/lib/pq v1.0.0/go.mod h1:5WUZQaWbwv1U+lTReE5YruASi9Al49XbQIvNi/34Woo=
 github.com/lib/pq v1.1.0/go.mod h1:5WUZQaWbwv1U+lTReE5YruASi9Al49XbQIvNi/34Woo=
 github.com/lib/pq v1.2.0/go.mod h1:5WUZQaWbwv1U+lTReE5YruASi9Al49XbQIvNi/34Woo=
 github.com/lib/pq v1.3.0/go.mod h1:5WUZQaWbwv1U+lTReE5YruASi9Al49XbQIvNi/34Woo=
-github.com/lib/pq v1.10.2 h1:AqzbZs4ZoCBp+GtejcpCpcxM3zlSMx29dXbUSeVtJb8=
 github.com/lib/pq v1.10.2/go.mod h1:AlVN5x4E4T544tWzH6hKfbfQvm3HdbOxrmggDNAPY9o=
+github.com/lib/pq v1.10.5 h1:J+gdV2cUmX7ZqL2B0lFcW0m+egaHC2V3lpO8nWxyYiQ=
+github.com/lib/pq v1.10.5/go.mod h1:AlVN5x4E4T544tWzH6hKfbfQvm3HdbOxrmggDNAPY9o=
 github.com/lightstep/lightstep-tracer-common/golang/gogo v0.0.0-20190605223551-bc2310a04743/go.mod h1:qklhhLq1aX+mtWk9cPHPzaBjWImj5ULL6C7HFJtXQMM=
 github.com/lightstep/lightstep-tracer-go v0.18.1/go.mod h1:jlF1pusYV4pidLvZ+XD0UBX0ZE6WURAspgAczcDHrL4=
 github.com/lyft/protoc-gen-star v0.5.3/go.mod h1:V0xaHgaf5oCCqmcxYcWiDfTiKsZsRc87/1qhoTACD8w=
@@ -892,14 +898,15 @@ github.com/mattn/go-runewidth v0.0.2/go.mod h1:LwmH8dsx7+W8Uxz3IHJYH5QSwggIsqBzp
 github.com/mattn/go-runewidth v0.0.4/go.mod h1:LwmH8dsx7+W8Uxz3IHJYH5QSwggIsqBzpuz5H//U1FU=
 github.com/mattn/go-runewidth v0.0.7/go.mod h1:H031xJmbD/WCDINGzjvQ9THkh0rPKHF+m2gUSrubnMI=
 github.com/mattn/go-runewidth v0.0.9/go.mod h1:H031xJmbD/WCDINGzjvQ9THkh0rPKHF+m2gUSrubnMI=
-github.com/mattn/go-runewidth v0.0.12 h1:Y41i/hVW3Pgwr8gV+J23B9YEY0zxjptBuCWEaxmAOow=
 github.com/mattn/go-runewidth v0.0.12/go.mod h1:RAqKPSqVFrSLVXbA8x7dzmKdmGzieGRCM46jaSJTDAk=
+github.com/mattn/go-runewidth v0.0.13 h1:lTGmDsbAYt5DmK6OnoV7EuIF1wEIFAcxld6ypU4OSgU=
+github.com/mattn/go-runewidth v0.0.13/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
 github.com/mattn/go-shellwords v1.0.3/go.mod h1:3xCvwCdWdlDJUrvuMn7Wuy9eWs4pE8vqg+NOMyg4B2o=
 github.com/mattn/go-sqlite3 v1.14.5/go.mod h1:WVKg1VTActs4Qso6iwGbiFih2UIHo0ENGwNd0Lj+XmI=
 github.com/mattn/go-sqlite3 v1.14.7/go.mod h1:NyWgC/yNuGj7Q9rpYnZvas74GogHl5/Z4A/KQRfk6bU=
-github.com/mattn/go-sqlite3 v1.14.9/go.mod h1:NyWgC/yNuGj7Q9rpYnZvas74GogHl5/Z4A/KQRfk6bU=
-github.com/mattn/go-sqlite3 v1.14.12 h1:TJ1bhYJPV44phC+IMu1u2K/i5RriLTPe+yc68XDJ1Z0=
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@@ -1032,12 +1039,13 @@ github.com/pelletier/go-toml v1.9.3/go.mod h1:u1nR/EPcESfeI/szUZKdtJ0xRNbUoANCko
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@@ -1099,6 +1107,8 @@ github.com/rogpeppe/fastuuid v0.0.0-20150106093220-6724a57986af/go.mod h1:XWv6So
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@@ -1131,8 +1141,8 @@ github.com/sirupsen/logrus v1.8.1/go.mod h1:yWOB1SBYBC5VeMP7gHvWumXLIWorT60ONWic
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@@ -1145,8 +1155,9 @@ github.com/spf13/afero v1.8.2/go.mod h1:CtAatgMJh6bJEIs48Ay/FOnkljP3WeGUG0MC1RfA
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@@ -1166,8 +1177,8 @@ github.com/spf13/pflag v1.0.5/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3An
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@@ -1186,10 +1197,11 @@ github.com/stretchr/testify v1.4.0/go.mod h1:j7eGeouHqKxXV5pUuKE4zz7dFj8WfuZ+81P
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@@ -1219,6 +1231,8 @@ github.com/vishvananda/netlink v1.1.1-0.20201029203352-d40f9887b852/go.mod h1:tw
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@@ -1326,8 +1340,8 @@ golang.org/x/crypto v0.0.0-20210817164053-32db794688a5/go.mod h1:GvvjBRRGRdwPK5y
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@@ -1338,8 +1352,8 @@ golang.org/x/exp v0.0.0-20191227195350-da58074b4299/go.mod h1:2RIsYlXP63K8oxa1u0
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@@ -1367,8 +1381,8 @@ golang.org/x/mod v0.4.1/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
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@@ -1432,8 +1446,11 @@ golang.org/x/net v0.0.0-20211216030914-fe4d6282115f/go.mod h1:9nx3DQGgdP8bBQD5qx
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 golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
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@@ -1466,8 +1483,9 @@ golang.org/x/sync v0.0.0-20200317015054-43a5402ce75a/go.mod h1:RxMgew5VJxzue5/jJ
 golang.org/x/sync v0.0.0-20200625203802-6e8e738ad208/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20201207232520-09787c993a3a/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.0.0-20210220032951-036812b2e83c h1:5KslGYwFpkhGh+Q16bwMP3cOontH8FOep7tGV86Y7SQ=
 golang.org/x/sync v0.0.0-20210220032951-036812b2e83c/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
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 golang.org/x/sys v0.0.0-20180823144017-11551d06cbcc/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20180905080454-ebe1bf3edb33/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
@@ -1584,8 +1602,10 @@ golang.org/x/sys v0.0.0-20220209214540-3681064d5158/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20220227234510-4e6760a101f9/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220328115105-d36c6a25d886/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220412211240-33da011f77ad/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.0.0-20220422013727-9388b58f7150 h1:xHms4gcpe1YE7A3yIllJXP16CMAGuqwO2lX1mTyyRRc=
-golang.org/x/sys v0.0.0-20220422013727-9388b58f7150/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
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 golang.org/x/term v0.0.0-20201117132131-f5c789dd3221/go.mod h1:Nr5EML6q2oocZ2LXRh80K7BxOlk5/8JxuGnuhpl+muw=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211 h1:JGgROgKl9N8DuW20oFS5gxc+lE67/N3FcwmBPMe7ArY=
@@ -1681,8 +1701,10 @@ golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8T
 golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-golang.org/x/xerrors v0.0.0-20220411194840-2f41105eb62f h1:GGU+dLjvlC3qDwqYgL6UgRmHXhOOgns0bZu2Ty5mm6U=
 golang.org/x/xerrors v0.0.0-20220411194840-2f41105eb62f/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
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+golang.org/x/xerrors v0.0.0-20220609144429-65e65417b02f/go.mod h1:K8+ghG5WaK9qNqU5K3HdILfMLy1f3aNYFI/wnl100a8=
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@@ -1722,8 +1744,11 @@ google.golang.org/api v0.63.0/go.mod h1:gs4ij2ffTRXwuzzgJl/56BdwJaA194ijkfn++9tD
 google.golang.org/api v0.67.0/go.mod h1:ShHKP8E60yPsKNw/w8w+VYaj9H6buA5UqDp8dhbQZ6g=
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-google.golang.org/api v0.74.0 h1:ExR2D+5TYIrMphWgs5JCgwRhEDlPDXXrLwHHMgPHTXE=
 google.golang.org/api v0.74.0/go.mod h1:ZpfMZOVRMywNyvJFeqL9HRWBgAuRfSjJFpe9QtRRyDs=
+google.golang.org/api v0.75.0/go.mod h1:pU9QmyHLnzlpar1Mjt4IbapUCy8J+6HD6GeELN69ljA=
+google.golang.org/api v0.78.0/go.mod h1:1Sg78yoMLOhlQTeF+ARBoytAcH1NNyyl390YMy6rKmw=
+google.golang.org/api v0.81.0 h1:o8WF5AvfidafWbFjsRyupxyEQJNUWxLZJCK5NXrxZZ8=
+google.golang.org/api v0.81.0/go.mod h1:FA6Mb/bZxj706H2j+j2d6mHEEaHBmbbWnkfvmorOCko=
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@@ -1811,8 +1836,14 @@ google.golang.org/genproto v0.0.0-20220222213610-43724f9ea8cf/go.mod h1:kGP+zUP2
 google.golang.org/genproto v0.0.0-20220304144024-325a89244dc8/go.mod h1:kGP+zUP2Ddo0ayMi4YuN7C3WZyJvGLZRh8Z5wnAqvEI=
 google.golang.org/genproto v0.0.0-20220310185008-1973136f34c6/go.mod h1:kGP+zUP2Ddo0ayMi4YuN7C3WZyJvGLZRh8Z5wnAqvEI=
 google.golang.org/genproto v0.0.0-20220324131243-acbaeb5b85eb/go.mod h1:hAL49I2IFola2sVEjAn7MEwsja0xp51I0tlGAf9hz4E=
-google.golang.org/genproto v0.0.0-20220407144326-9054f6ed7bac h1:qSNTkEN+L2mvWcLgJOR+8bdHX9rN/IdU3A1Ghpfb1Rg=
 google.golang.org/genproto v0.0.0-20220407144326-9054f6ed7bac/go.mod h1:8w6bsBMX6yCPbAVTeqQHvzxW0EIFigd5lZyahWgyfDo=
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 google.golang.org/grpc v0.0.0-20160317175043-d3ddb4469d5a/go.mod h1:yo6s7OP7yaDglbqo1J04qKzAhqBH6lvTonzMVmEdcZw=
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@@ -1849,8 +1880,10 @@ google.golang.org/grpc v1.40.1/go.mod h1:ogyxbiOoUXAkP+4+xa6PZSE9DZgIHtSpzjDTB9K
 google.golang.org/grpc v1.42.0/go.mod h1:k+4IHHFw41K8+bbowsex27ge2rCb65oeWqe4jJ590SU=
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 google.golang.org/grpc v1.44.0/go.mod h1:k+4IHHFw41K8+bbowsex27ge2rCb65oeWqe4jJ590SU=
-google.golang.org/grpc v1.45.0 h1:NEpgUqV3Z+ZjkqMsxMg11IaDrXY4RY6CQukSGK0uI1M=
 google.golang.org/grpc v1.45.0/go.mod h1:lN7owxKUQEqMfSyQikvvk5tf/6zMPsrK+ONuO11+0rQ=
+google.golang.org/grpc v1.46.0/go.mod h1:vN9eftEi1UMyUsIF80+uQXhHjbXYbm0uXoFCACuMGWk=
+google.golang.org/grpc v1.46.2 h1:u+MLGgVf7vRdjEYZ8wDFhAVNmhkbJ5hmrA1LMWK1CAQ=
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@@ -1886,8 +1919,8 @@ gopkg.in/inconshreveable/log15.v2 v2.0.0-20180818164646-67afb5ed74ec/go.mod h1:a
 gopkg.in/inf.v0 v0.9.1/go.mod h1:cWUDdTG/fYaXco+Dcufb5Vnc6Gp2YChqWtbxRZE0mXw=
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-gopkg.in/ini.v1 v1.66.4 h1:SsAcf+mM7mRZo2nJNGt8mZCjG8ZRaNGMURJw7BsIST4=
-gopkg.in/ini.v1 v1.66.4/go.mod h1:pNLf8WUiyNEtQjuu5G5vTm06TEv9tsIgeAvK8hOrP4k=
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+gopkg.in/ini.v1 v1.66.6/go.mod h1:pNLf8WUiyNEtQjuu5G5vTm06TEv9tsIgeAvK8hOrP4k=
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@@ -1910,22 +1943,21 @@ gopkg.in/yaml.v2 v2.3.0/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
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 gorm.io/gorm v1.23.4/go.mod h1:l2lP/RyAtc1ynaTjFksBde/O8v9oOGIApu2/xRitmZk=
 gorm.io/gorm v1.23.5 h1:TnlF26wScKSvknUC/Rn8t0NLLM22fypYBlvj1+aH6dM=
 gorm.io/gorm v1.23.5/go.mod h1:l2lP/RyAtc1ynaTjFksBde/O8v9oOGIApu2/xRitmZk=
--- a/logging/logutil.go
+++ b/logging/logutil.go
@@ -4,7 +4,6 @@ import (
 	"flag"
 	"fmt"
 	"io"
-	"io/ioutil"
 	"os"
 	"path/filepath"
 	"runtime"
@@ -36,7 +35,7 @@ type Logger struct {

 func init() {
 	log := logrus.New()
-	log.Out = ioutil.Discard
+	log.Out = io.Discard
 	fields := logrus.Fields{"prefix": ""}
 	Log = Logger{Entry: *log.WithFields(fields)}
 }
@@ -101,7 +100,7 @@ func NewCustomLogger(debug, quiet, logToFile bool, logDir, logMsgAnsiColor, serv
 			}
 		}
 	} else if quiet {
-		log.Out = ioutil.Discard
+		log.Out = io.Discard
 	} else {
 		log.Out = os.Stderr
 	}
--- a/models/vulninfos.go
+++ b/models/vulninfos.go
@@ -261,6 +261,7 @@ type VulnInfo struct {
 	Exploits             []Exploit            `json:"exploits,omitempty"`
 	Metasploits          []Metasploit         `json:"metasploits,omitempty"`
 	Mitigations          []Mitigation         `json:"mitigations,omitempty"`
+	Ctis                 []string             `json:"ctis,omitempty"`
 	AlertDict            AlertDict            `json:"alertDict,omitempty"`
 	CpeURIs              []string             `json:"cpeURIs,omitempty"` // CpeURIs related to this CVE defined in config.toml
 	GitHubSecurityAlerts GitHubSecurityAlerts `json:"gitHubSecurityAlerts,omitempty"`
--- a/reporter/localfile.go
+++ b/reporter/localfile.go
@@ -2,7 +2,6 @@ package reporter

 import (
 	"encoding/json"
-	"io/ioutil"
 	"os"
 	"path/filepath"

@@ -99,5 +98,5 @@ func (w LocalFileWriter) writeFile(path string, data []byte, perm os.FileMode) (
 		}
 		path += ".gz"
 	}
-	return ioutil.WriteFile(path, []byte(data), perm)
+	return os.WriteFile(path, []byte(data), perm)
 }
--- a/reporter/stdout.go
+++ b/reporter/stdout.go
@@ -8,7 +8,6 @@ import (

 // StdoutWriter write to stdout
 type StdoutWriter struct {
-	FormatCsv         bool
 	FormatFullText    bool
 	FormatOneLineText bool
 	FormatList        bool
@@ -33,7 +32,7 @@ func (w StdoutWriter) Write(rs ...models.ScanResult) error {
 		fmt.Print("\n")
 	}

-	if w.FormatList || w.FormatCsv {
+	if w.FormatList {
 		for _, r := range rs {
 			fmt.Println(formatList(r))
 		}
--- a/reporter/util.go
+++ b/reporter/util.go
@@ -5,7 +5,8 @@ import (
 	"encoding/csv"
 	"encoding/json"
 	"fmt"
-	"io/ioutil"
+	"io"
+	"io/fs"
 	"os"
 	"path/filepath"
 	"reflect"
@@ -15,6 +16,7 @@ import (
 	"time"

 	"github.com/future-architect/vuls/config"
+	"github.com/future-architect/vuls/cti"
 	"github.com/future-architect/vuls/logging"
 	"github.com/future-architect/vuls/models"
 	"github.com/gosuri/uitable"
@@ -41,8 +43,8 @@ func OverwriteJSONFile(dir string, r models.ScanResult) error {

 // LoadScanResults read JSON data
 func LoadScanResults(jsonDir string) (results models.ScanResults, err error) {
-	var files []os.FileInfo
-	if files, err = ioutil.ReadDir(jsonDir); err != nil {
+	var files []fs.DirEntry
+	if files, err = os.ReadDir(jsonDir); err != nil {
 		return nil, xerrors.Errorf("Failed to read %s: %w", jsonDir, err)
 	}
 	for _, f := range files {
@@ -69,7 +71,7 @@ func loadOneServerScanResult(jsonFile string) (*models.ScanResult, error) {
 		data []byte
 		err  error
 	)
-	if data, err = ioutil.ReadFile(jsonFile); err != nil {
+	if data, err = os.ReadFile(jsonFile); err != nil {
 		return nil, xerrors.Errorf("Failed to read %s: %w", jsonFile, err)
 	}
 	result := &models.ScanResult{}
@@ -88,8 +90,8 @@ var jsonDirPattern = regexp.MustCompile(
 // ListValidJSONDirs returns valid json directory as array
 // Returned array is sorted so that recent directories are at the head
 func ListValidJSONDirs(resultsDir string) (dirs []string, err error) {
-	var dirInfo []os.FileInfo
-	if dirInfo, err = ioutil.ReadDir(resultsDir); err != nil {
+	var dirInfo []fs.DirEntry
+	if dirInfo, err = os.ReadDir(resultsDir); err != nil {
 		err = xerrors.Errorf("Failed to read %s: %w", resultsDir, err)
 		return
 	}
@@ -129,7 +131,7 @@ func JSONDir(resultsDir string, args []string) (path string, err error) {

 	// TODO remove Pipe flag
 	if config.Conf.Pipe {
-		bytes, err := ioutil.ReadAll(os.Stdin)
+		bytes, err := io.ReadAll(os.Stdin)
 		if err != nil {
 			return "", xerrors.Errorf("Failed to read stdin: %w", err)
 		}
@@ -527,6 +529,22 @@ No CVE-IDs are found in updatable packages.
 			data = append(data, []string{"US-CERT Alert", alert.URL})
 		}

+		attacks := []string{}
+		for _, techniqueID := range vuln.Ctis {
+			if strings.HasPrefix(techniqueID, "CAPEC-") {
+				continue
+			}
+			technique, ok := cti.TechniqueDict[techniqueID]
+			if !ok {
+				continue
+			}
+			attacks = append(attacks, technique.Name)
+		}
+		slices.Sort(attacks)
+		for _, attack := range attacks {
+			data = append(data, []string{"MITER ATT&CK", attack})
+		}
+
 		// for _, rr := range vuln.CveContents.References(r.Family) {
 		// for _, ref := range rr.Value {
 		// data = append(data, []string{ref.Source, ref.Link})
--- a/saas/saas.go
+++ b/saas/saas.go
@@ -5,7 +5,7 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
-	"io/ioutil"
+	"io"
 	"net/http"
 	"os"
 	"path"
@@ -88,7 +88,7 @@ func (w Writer) Write(rs ...models.ScanResult) error {
 		return xerrors.Errorf("Failed to get Credential. Request JSON : %s,", string(body))
 	}

-	t, err := ioutil.ReadAll(resp.Body)
+	t, err := io.ReadAll(resp.Body)
 	if err != nil {
 		return err
 	}
--- a/saas/uuid.go
+++ b/saas/uuid.go
@@ -3,7 +3,6 @@ package saas
 import (
 	"bytes"
 	"fmt"
-	"io/ioutil"
 	"os"
 	"reflect"
 	"strings"
@@ -139,7 +138,7 @@ func writeToFile(cnf config.Config, path string) error {
 		"# See README for details: https://vuls.io/docs/en/usage-settings.html",
 		str)

-	return ioutil.WriteFile(realPath, []byte(str), 0600)
+	return os.WriteFile(realPath, []byte(str), 0600)
 }

 func cleanForTOMLEncoding(server config.ServerInfo, def config.ServerInfo) config.ServerInfo {
--- a/scanner/base.go
+++ b/scanner/base.go
@@ -6,7 +6,6 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
-	"io/ioutil"
 	"net"
 	"os"
 	"path/filepath"
@@ -627,7 +626,7 @@ func (l *base) scanLibraries() (err error) {
 				return xerrors.Errorf("Failed to get target file info. err: %w, filepath: %s", err, path)
 			}
 			f.Filemode = fileinfo.Mode().Perm()
-			f.Contents, err = ioutil.ReadFile(path)
+			f.Contents, err = os.ReadFile(path)
 			if err != nil {
 				return xerrors.Errorf("Failed to read target file contents. err: %w, filepath: %s", err, path)
 			}
--- a/server/server.go
+++ b/server/server.go
@@ -99,6 +99,11 @@ func (h VulsHandler) ServeHTTP(w http.ResponseWriter, req *http.Request) {
 		http.Error(w, err.Error(), http.StatusServiceUnavailable)
 	}

+	if err := detector.FillWithCTI(&r, config.Conf.Cti, config.Conf.LogOpts); err != nil {
+		logging.Log.Errorf("Failed to fill with Cyber Threat Intelligences: %+v", err)
+		http.Error(w, err.Error(), http.StatusServiceUnavailable)
+	}
+
 	detector.FillCweDict(&r)

 	// set ReportedAt to current time when it's set to the epoch, ensures that ReportedAt will be set
--- a/subcmds/history.go
+++ b/subcmds/history.go
@@ -4,7 +4,7 @@ import (
 	"context"
 	"flag"
 	"fmt"
-	"io/ioutil"
+	"io/fs"
 	"os"
 	"path/filepath"
 	"strings"
@@ -49,8 +49,8 @@ func (p *HistoryCmd) Execute(_ context.Context, _ *flag.FlagSet, _ ...interface{
 		return subcommands.ExitFailure
 	}
 	for _, d := range dirs {
-		var files []os.FileInfo
-		if files, err = ioutil.ReadDir(d); err != nil {
+		var files []fs.DirEntry
+		if files, err = os.ReadDir(d); err != nil {
 			return subcommands.ExitFailure
 		}
 		var hosts []string
--- a/subcmds/report.go
+++ b/subcmds/report.go
@@ -265,7 +265,6 @@ func (p *ReportCmd) Execute(_ context.Context, f *flag.FlagSet, _ ...interface{}
 	// report
 	reports := []reporter.ResultWriter{
 		reporter.StdoutWriter{
-			FormatCsv:         p.formatCsv,
 			FormatFullText:    p.formatFullText,
 			FormatOneLineText: p.formatOneLineText,
 			FormatList:        p.formatList,
--- a/subcmds/scan.go
+++ b/subcmds/scan.go
@@ -4,7 +4,7 @@ import (
 	"context"
 	"flag"
 	"fmt"
-	"io/ioutil"
+	"io"
 	"os"
 	"path/filepath"
 	"strings"
@@ -127,7 +127,7 @@ func (p *ScanCmd) Execute(_ context.Context, f *flag.FlagSet, _ ...interface{})
 	if 0 < len(f.Args()) {
 		servernames = f.Args()
 	} else if config.Conf.Pipe {
-		bytes, err := ioutil.ReadAll(os.Stdin)
+		bytes, err := io.ReadAll(os.Stdin)
 		if err != nil {
 			logging.Log.Errorf("Failed to read stdin. err: %+v", err)
 			return subcommands.ExitFailure
--- a/tui/tui.go
+++ b/tui/tui.go
@@ -9,9 +9,11 @@ import (
 	"text/template"
 	"time"

+	"golang.org/x/exp/slices"
 	"golang.org/x/xerrors"

 	"github.com/future-architect/vuls/config"
+	"github.com/future-architect/vuls/cti"
 	"github.com/future-architect/vuls/logging"
 	"github.com/future-architect/vuls/models"
 	"github.com/future-architect/vuls/util"
@@ -845,6 +847,32 @@ func setChangelogLayout(g *gocui.Gui) error {
 			}
 		}

+		if len(vinfo.Ctis) > 0 {
+			lines = append(lines, "\n",
+				"Cyber Threat Intelligence",
+				"=========================",
+			)
+
+			attacks := []string{}
+			capecs := []string{}
+			for _, techniqueID := range vinfo.Ctis {
+				technique, ok := cti.TechniqueDict[techniqueID]
+				if !ok {
+					continue
+				}
+				if strings.HasPrefix(techniqueID, "CAPEC-") {
+					capecs = append(capecs, fmt.Sprintf("* %s", technique.Name))
+				} else {
+					attacks = append(attacks, fmt.Sprintf("* %s", technique.Name))
+				}
+			}
+			slices.Sort(attacks)
+			slices.Sort(capecs)
+			lines = append(lines, append([]string{"MITRE ATT&CK:"}, attacks...)...)
+			lines = append(lines, "\n")
+			lines = append(lines, append([]string{"CAPEC:"}, capecs...)...)
+		}
+
 		if currentScanResult.Config.Scan.Servers[currentScanResult.ServerName].Mode.IsDeep() {
 			lines = append(lines, "\n",
 				"ChangeLogs",