diff --git a/pkg/analyzer/analyzers/huggingface/huggingface.go b/pkg/analyzer/analyzers/huggingface/huggingface.go
index 7c7e6e25f..2285d3fb2 100644
--- a/pkg/analyzer/analyzers/huggingface/huggingface.go
+++ b/pkg/analyzer/analyzers/huggingface/huggingface.go
@@ -30,11 +30,234 @@ type Analyzer struct {
 func (Analyzer) Type() analyzerpb.AnalyzerType { return analyzerpb.AnalyzerType_HuggingFace }
 
 func (a Analyzer) Analyze(_ context.Context, credInfo map[string]string) (*analyzers.AnalyzerResult, error) {
-	_, err := AnalyzePermissions(a.Cfg, credInfo["key"])
+	key, ok := credInfo["key"]
+	if !ok || key == "" {
+		return nil, fmt.Errorf("key not found in credentialInfo")
+	}
+
+	info, err := AnalyzePermissions(a.Cfg, key)
 	if err != nil {
 		return nil, err
 	}
-	return nil, fmt.Errorf("not implemented")
+	return secretInfoToAnalyzerResult(info), nil
+}
+
+func bakeUnboundedResources(tokenJSON HFTokenJSON) []analyzers.Resource {
+	unboundedResources := make([]analyzers.Resource, len(tokenJSON.Orgs))
+	for idx, org := range tokenJSON.Orgs {
+		unboundedResources[idx] = analyzers.Resource{
+			Name: org.Name,
+			Type: "organization",
+			Metadata: map[string]interface{}{
+				"role":          org.Role,
+				"is_enterprise": org.IsEnterprise,
+			},
+		}
+	}
+	return unboundedResources
+}
+
+func bakeUnfineGrainedBindings(allModels []Model, tokenJSON HFTokenJSON) []analyzers.Binding {
+	bindings := make([]analyzers.Binding, len(allModels))
+
+	for idx, model := range allModels {
+		// Add Read Privs to All Models
+		modelResource := analyzers.Resource{
+			Name: model.Name,
+			Type: "model",
+			Metadata: map[string]interface{}{
+				"private": model.Private,
+			},
+		}
+
+		// means both read & write permission for the model
+		accessLevel := string(analyzers.READ)
+		if tokenJSON.Auth.AccessToken.Type == WRITE {
+			accessLevel = string(analyzers.WRITE)
+		}
+		bindings[idx] = analyzers.Binding{
+			Resource: modelResource,
+			Permission: analyzers.Permission{
+				Value: string(accessLevel),
+			},
+		}
+	}
+	return bindings
+}
+
+// finegrained scopes are grouped by org, user or model.
+func bakefineGrainedBindings(allModels []Model, tokenJSON HFTokenJSON) []analyzers.Binding {
+	// this section will extract the relevant permissions for each entity and store them in a map
+	var nameToPermissions = make(map[string]analyzers.Permission)
+	for _, permission := range tokenJSON.Auth.AccessToken.FineGrained.Scoped {
+		privs := analyzers.Permission{
+			Value: string(analyzers.NONE),
+		}
+		for _, perm := range permission.Permissions {
+			if perm == "repo.content.read" {
+				privs.Value = string(analyzers.READ)
+			} else if perm == "repo.write" {
+				privs.Value = string(analyzers.WRITE)
+			}
+		}
+		if permission.Entity.Type == "user" || permission.Entity.Type == "org" {
+			nameToPermissions[permission.Entity.Name] = privs
+		} else if permission.Entity.Type == "model" {
+			nameToPermissions[modelNameLookup(allModels, permission.Entity.ID)] = privs
+		}
+	}
+
+	bindings := make([]analyzers.Binding, len(allModels))
+	for idx, model := range allModels {
+
+		// Add Read Privs to All Models
+		modelResource := analyzers.Resource{
+			Name: model.Name,
+			Type: "model",
+			Metadata: map[string]interface{}{
+				"private": model.Private,
+			},
+		}
+
+		var perm analyzers.Permission
+		// get username/orgname for each model and apply those permissions
+		modelUsername := strings.Split(model.Name, "/")[0]
+		if permissions, ok := nameToPermissions[modelUsername]; ok {
+			perm = permissions
+		}
+		// override model permissions with repo-specific permissions
+		if permissions, ok := nameToPermissions[model.Name]; ok {
+			perm = permissions
+		}
+
+		bindings[idx] = analyzers.Binding{
+			Resource:   modelResource,
+			Permission: perm,
+		}
+	}
+	return bindings
+}
+
+func bakeOrganizationBindings(tokenJSON HFTokenJSON) []analyzers.Binding {
+	// check if there are any org permissions
+	// if so, save them as a map. Only need to do this once
+	// even if multiple orgs b/c as of 6/6/24, users can only define one set of scopes
+	// for all orgs referenced on an access token
+	orgPermissions := map[string]struct{}{}
+	var orgResource *analyzers.Resource = nil
+	for _, permission := range tokenJSON.Auth.AccessToken.FineGrained.Scoped {
+		if permission.Entity.Type == "org" {
+			orgResource = &analyzers.Resource{
+				Name: permission.Entity.Name,
+				Type: "organization",
+			}
+			for _, perm := range permission.Permissions {
+				orgPermissions[perm] = struct{}{}
+			}
+			break
+		}
+	}
+
+	bindings := make([]analyzers.Binding, 0)
+	// check if there are any org permissions
+	if orgResource == nil {
+		return bindings
+	}
+
+	for _, permission := range org_scopes_order {
+		for key, value := range org_scopes[permission] {
+			if _, ok := orgPermissions[key]; ok {
+				bindings = append(bindings, analyzers.Binding{
+					Resource: *orgResource,
+					Permission: analyzers.Permission{
+						Value: value,
+					},
+				})
+			}
+		}
+	}
+
+	return bindings
+}
+
+func bakeUserBindings(tokenJSON HFTokenJSON) []analyzers.Binding {
+	bindings := make([]analyzers.Binding, 0)
+	// build a map of all user permissions
+	users := map[string]struct{}{}
+	userPermissions := map[string]struct{}{}
+	for _, permission := range tokenJSON.Auth.AccessToken.FineGrained.Scoped {
+		if permission.Entity.Type == "user" {
+			users[permission.Entity.Name] = struct{}{}
+			for _, perm := range permission.Permissions {
+				userPermissions[perm] = struct{}{}
+			}
+		}
+	}
+
+	// global permissions only apply to user tokens as of 6/6/24
+	// but there would be a naming collision in the scopes document
+	// so we prepend "global." to the key and then add to the map
+	for _, permission := range tokenJSON.Auth.AccessToken.FineGrained.Global {
+		userPermissions["global."+permission] = struct{}{}
+	}
+
+	// check if there are any user permissions
+	if len(userPermissions) == 0 {
+		return bindings
+	}
+
+	userResource := analyzers.Resource{
+		Name: tokenJSON.Username,
+		Type: "user",
+	}
+	for _, permission := range user_scopes_order {
+		for key, value := range user_scopes[permission] {
+			if _, ok := userPermissions[key]; ok {
+				bindings = append(bindings, analyzers.Binding{
+					Resource: userResource,
+					Permission: analyzers.Permission{
+						Value: value,
+					},
+				})
+			}
+		}
+	}
+
+	return bindings
+}
+
+func secretInfoToAnalyzerResult(info *SecretInfo) *analyzers.AnalyzerResult {
+	if info == nil {
+		return nil
+	}
+
+	result := analyzers.AnalyzerResult{
+		AnalyzerType: analyzerpb.AnalyzerType_HuggingFace,
+		Metadata: map[string]interface{}{
+			"username":   info.Token.Username,
+			"name":       info.Token.Name,
+			"token_name": info.Token.Auth.AccessToken.Name,
+			"token_type": info.Token.Auth.AccessToken.Type,
+		},
+	}
+
+	if len(info.Token.Orgs) > 0 {
+		result.UnboundedResources = bakeUnboundedResources(info.Token)
+	}
+
+	result.Bindings = make([]analyzers.Binding, 0)
+	if info.Token.Auth.AccessToken.Type != FINEGRAINED {
+		result.Bindings = append(result.Bindings, bakeUnfineGrainedBindings(info.Models, info.Token)...)
+	}
+
+	result.Bindings = append(result.Bindings, bakefineGrainedBindings(info.Models, info.Token)...)
+
+	if info.Token.Auth.AccessToken.Type == FINEGRAINED {
+		result.Bindings = append(result.Bindings, bakeOrganizationBindings(info.Token)...)
+		result.Bindings = append(result.Bindings, bakeUserBindings(info.Token)...)
+	}
+
+	return &result
 }
 
 // HFTokenJSON is the struct for the HF /whoami-v2 API JSON response
diff --git a/pkg/detectors/huggingface/huggingface.go b/pkg/detectors/huggingface/huggingface.go
index f836def20..1e5bca446 100644
--- a/pkg/detectors/huggingface/huggingface.go
+++ b/pkg/detectors/huggingface/huggingface.go
@@ -4,10 +4,11 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
-	regexp "github.com/wasilibs/go-re2"
 	"net/http"
 	"strings"
 
+	regexp "github.com/wasilibs/go-re2"
+
 	"github.com/trufflesecurity/trufflehog/v3/pkg/common"
 	"github.com/trufflesecurity/trufflehog/v3/pkg/detectors"
 	"github.com/trufflesecurity/trufflehog/v3/pkg/pb/detectorspb"
@@ -54,6 +55,7 @@ func (s Scanner) FromData(ctx context.Context, verify bool, data []byte) (result
 			s1.Verified = isVerified
 			s1.ExtraData = extraData
 			s1.SetVerificationError(verificationErr, resMatch)
+			s1.AnalysisInfo = map[string]string{"key": resMatch}
 		}
 
 		results = append(results, s1)
diff --git a/pkg/detectors/huggingface/huggingface_test.go b/pkg/detectors/huggingface/huggingface_test.go
index eba2decd1..f954368d8 100644
--- a/pkg/detectors/huggingface/huggingface_test.go
+++ b/pkg/detectors/huggingface/huggingface_test.go
@@ -191,6 +191,7 @@ func TestHuggingface_FromChunk(t *testing.T) {
 				if (got[i].VerificationError() != nil) != tt.wantVerificationErr {
 					t.Fatalf(" wantVerificationError = %v, verification error = %v", tt.wantVerificationErr, got[i].VerificationError())
 				}
+				got[i].AnalysisInfo = nil
 			}
 			ignoreOpts := cmpopts.IgnoreFields(detectors.Result{}, "Raw", "verificationError")
 			if diff := cmp.Diff(got, tt.want, ignoreOpts); diff != "" {