Fix: llm plugin OpenAI generates random plaintext (hallucinations) (#163)

* Add tests to adopt TDD.

* Fix bug, LLM hallucinations

README.md

@@ -250,6 +250,25 @@ plugin:
    llmModel: "llama3"
    host: "http://example.com/api/chat" #default http://localhost:11434/api/chat
 ```
+Example with custom prompt:
+
+```yaml
+apiVersion: "v1"
+protocol: "ssh"
+address: ":2222"
+description: "SSH interactive OpenAI  GPT-4"
+commands:
+  - regex: "^(.+)$"
+    plugin: "LLMHoneypot"
+serverVersion: "OpenSSH"
+serverName: "ubuntu"
+passwordRegex: "^(root|qwerty|Smoker666|123456|jenkins|minecraft|sinus|alex|postgres|Ly123456)$"
+deadlineTimeoutSeconds: 60
+plugin:
+   llmModel: "gpt4-o"
+   openAISecretKey: "sk-proj-123456"
+   prompt: "You will act as an Ubuntu Linux terminal. The user will type commands, and you are to reply with what the terminal should show. Your responses must be contained within a single code block."
+```
 
 ###### SSH Honeypot on Port 22
 

go.mod

@@ -3,16 +3,16 @@ module github.com/mariocandela/beelzebub/v3
 go 1.20
 
 require (
-	github.com/gliderlabs/ssh v0.3.7
-	github.com/go-resty/resty/v2 v2.14.0
+	github.com/gliderlabs/ssh v0.3.8
+	github.com/go-resty/resty/v2 v2.16.5
 	github.com/google/uuid v1.6.0
 	github.com/jarcoal/httpmock v1.3.1
 	github.com/melbahja/goph v1.4.0
-	github.com/prometheus/client_golang v1.20.2
+	github.com/prometheus/client_golang v1.20.5
 	github.com/rabbitmq/amqp091-go v1.10.0
 	github.com/sirupsen/logrus v1.9.3
-	github.com/stretchr/testify v1.9.0
-	golang.org/x/crypto v0.26.0
+	github.com/stretchr/testify v1.10.0
+	golang.org/x/crypto v0.33.0
 	gopkg.in/yaml.v3 v3.0.1
 )
 
@@ -31,8 +31,8 @@ require (
 	github.com/prometheus/client_model v0.6.1 // indirect
 	github.com/prometheus/common v0.55.0 // indirect
 	github.com/prometheus/procfs v0.15.1 // indirect
-	golang.org/x/net v0.27.0 // indirect
-	golang.org/x/sys v0.23.0 // indirect
-	golang.org/x/term v0.23.0 // indirect
+	golang.org/x/net v0.33.0 // indirect
+	golang.org/x/sys v0.30.0 // indirect
+	golang.org/x/term v0.29.0 // indirect
 	google.golang.org/protobuf v1.34.2 // indirect
 )

go.sum

@@ -8,12 +8,11 @@ github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ3
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/gliderlabs/ssh v0.3.7 h1:iV3Bqi942d9huXnzEF2Mt+CY9gLu8DNM4Obd+8bODRE=
-github.com/gliderlabs/ssh v0.3.7/go.mod h1:zpHEXBstFnQYtGnB8k8kQLol82umzn/2/snG7alWVD8=
-github.com/go-resty/resty/v2 v2.14.0 h1:/rhkzsAqGQkozwfKS5aFAbb6TyKd3zyFRWcdRXLPCAU=
-github.com/go-resty/resty/v2 v2.14.0/go.mod h1:IW6mekUOsElt9C7oWr0XRt9BNSD6D5rr9mhk6NjmNHg=
+github.com/gliderlabs/ssh v0.3.8 h1:a4YXD1V7xMF9g5nTkdfnja3Sxy1PVDCj1Zg4Wb8vY6c=
+github.com/gliderlabs/ssh v0.3.8/go.mod h1:xYoytBv1sV0aL3CavoDuJIQNURXkkfPA/wxQ1pL1fAU=
+github.com/go-resty/resty/v2 v2.16.5 h1:hBKqmWrr7uRc3euHVqmh1HTHcKn99Smr7o5spptdhTM=
+github.com/go-resty/resty/v2 v2.16.5/go.mod h1:hkJtXbA2iKHzJheXYvQ8snQES5ZLGKMwQ07xAwp/fiA=
 github.com/google/go-cmp v0.6.0 h1:ofyhxvXcZhMsU5ulbFiLKl/XBFqE1GSq7atu8tAmTRI=
-github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
 github.com/jarcoal/httpmock v1.3.1 h1:iUx3whfZWVf3jT01hQTO/Eo5sAYtB2/rqaUuOtpInww=
@@ -37,8 +36,8 @@ github.com/pkg/sftp v1.13.5 h1:a3RLUqkyjYRtBTZJZ1VRrKbN3zhuPLlUc3sphVz81go=
 github.com/pkg/sftp v1.13.5/go.mod h1:wHDZ0IZX6JcBYRK1TH9bcVq8G7TLpVHYIGJRFnmPfxg=
 github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
-github.com/prometheus/client_golang v1.20.2 h1:5ctymQzZlyOON1666svgwn3s6IKWgfbjsejTMiXIyjg=
-github.com/prometheus/client_golang v1.20.2/go.mod h1:PIEt8X02hGcP8JWbeHyeZ53Y/jReSnHgO035n//V5WE=
+github.com/prometheus/client_golang v1.20.5 h1:cxppBPuYhUnsO6yo/aoRol4L7q7UFfdm+bR9r+8l63Y=
+github.com/prometheus/client_golang v1.20.5/go.mod h1:PIEt8X02hGcP8JWbeHyeZ53Y/jReSnHgO035n//V5WE=
 github.com/prometheus/client_model v0.6.1 h1:ZKSh/rekM+n3CeS952MLRAdFwIKqeY8b62p8ais2e9E=
 github.com/prometheus/client_model v0.6.1/go.mod h1:OrxVMOVHjw3lKMa8+x6HeMGkHMQyHDk9E3jmP2AmGiY=
 github.com/prometheus/common v0.55.0 h1:KEi6DK7lXW/m7Ig5i47x0vRzuBsHuvJdi5ee6Y3G1dc=
@@ -52,42 +51,26 @@ github.com/sirupsen/logrus v1.9.3 h1:dueUQJ1C2q9oE3F7wvmSGAaVtTmUizReu6fjN8uqzbQ
 github.com/sirupsen/logrus v1.9.3/go.mod h1:naHLuLoDiP4jHNo9R0sCBMtWGeIprob74mVsIT4qYEQ=
 github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
 github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
-github.com/stretchr/testify v1.9.0 h1:HtqpIVDClZ4nwg75+f6Lvsy/wHu+3BoSGCbBAcpTsTg=
-github.com/stretchr/testify v1.9.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
+github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
+github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
 github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
 go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
 golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
 golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.0.0-20211215153901-e495a2d5b3d3/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
 golang.org/x/crypto v0.6.0/go.mod h1:OFC/31mSvZgRz0V1QTNCzfAI1aIRzbiufJtkMIlEp58=
-golang.org/x/crypto v0.13.0/go.mod h1:y6Z2r+Rw4iayiXXAIxJIDAJ1zMW4yaTpebo8fPOliYc=
-golang.org/x/crypto v0.19.0/go.mod h1:Iy9bg/ha4yyC70EfRS8jz+B6ybOBKMaSxLj6P6oBDfU=
-golang.org/x/crypto v0.23.0/go.mod h1:CKFgDieR+mRhux2Lsu27y0fO304Db0wZe70UKqHu0v8=
-golang.org/x/crypto v0.25.0/go.mod h1:T+wALwcMOSE0kXgUAnPAHqTLW+XHgcELELW8VaDgm/M=
-golang.org/x/crypto v0.26.0 h1:RrRspgV4mU+YwB4FYnuBoKsUapNIL5cohGAmSH3azsw=
-golang.org/x/crypto v0.26.0/go.mod h1:GY7jblb9wI+FOo5y8/S2oY4zWP07AkOJ4+jxCqdqn54=
+golang.org/x/crypto v0.33.0 h1:IOBPskki6Lysi0lo9qQvbxiQ+FvsCC/YWOecCHAixus=
+golang.org/x/crypto v0.33.0/go.mod h1:bVdXmD7IV/4GdElGPozy6U7lWdRXA4qyRVGJV57uQ5M=
 golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
-golang.org/x/mod v0.8.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
-golang.org/x/mod v0.12.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
-golang.org/x/mod v0.15.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c=
-golang.org/x/mod v0.17.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c=
 golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
 golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
 golang.org/x/net v0.0.0-20211112202133-69e39bad7dc2/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
 golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
 golang.org/x/net v0.6.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
-golang.org/x/net v0.10.0/go.mod h1:0qNGK6F8kojg2nk9dLZ2mShWaEBan6FAoqfSigmmuDg=
-golang.org/x/net v0.15.0/go.mod h1:idbUs1IY1+zTqbi8yxTbhexhEEk5ur9LInksu6HrEpk=
-golang.org/x/net v0.21.0/go.mod h1:bIjVDfnllIU7BJ2DNgfnXvpSvtn8VRwhlsaeUTyUS44=
-golang.org/x/net v0.25.0/go.mod h1:JkAGAh7GEvH74S6FOH42FLoXpXbE/aqXSrIQjXgsiwM=
-golang.org/x/net v0.27.0 h1:5K3Njcw06/l2y9vpGCSdcxWOYHOUk3dVNGDXN+FvAys=
-golang.org/x/net v0.27.0/go.mod h1:dDi0PyhWNoiUOrAS8uXv/vnScO4wnHQO4mj9fn/RytE=
+golang.org/x/net v0.33.0 h1:74SYHlV8BIgHIFC/LrYkOGIwL19eTYXQ5wc6TBuO36I=
+golang.org/x/net v0.33.0/go.mod h1:HXLR5J+9DxmrqMwG9qjGCxZ+zKXxBru04zlTvWlWuN4=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.3.0/go.mod h1:FU7BRWz2tNW+3quACPkgCx/L+uEAv1htQ0V83Z9Rj+Y=
-golang.org/x/sync v0.6.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
-golang.org/x/sync v0.7.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210423082822-04245dca01da/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
@@ -97,42 +80,22 @@ golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.12.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.17.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/sys v0.20.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/sys v0.22.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/sys v0.23.0 h1:YfKFowiIMvtgl1UERQoTPPToxltDeZfbj4H7dVUCwmM=
-golang.org/x/sys v0.23.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/telemetry v0.0.0-20240228155512-f48c80bd79b2/go.mod h1:TeRTkGYfJXctD9OcfyVLyj2J3IxLnKwHJR8f4D8a3YE=
+golang.org/x/sys v0.30.0 h1:QjkSwP/36a20jFYWkSue1YwXzLmsV5Gfq7Eiy72C1uc=
+golang.org/x/sys v0.30.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
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 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
 golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
-golang.org/x/term v0.8.0/go.mod h1:xPskH00ivmX89bAKVGSKKtLOWNx2+17Eiy94tnKShWo=
-golang.org/x/term v0.12.0/go.mod h1:owVbMEjm3cBLCHdkQu9b1opXd4ETQWc3BhuQGKgXgvU=
-golang.org/x/term v0.17.0/go.mod h1:lLRBjIVuehSbZlaOtGMbcMncT+aqLLLmKrsjNrUguwk=
-golang.org/x/term v0.20.0/go.mod h1:8UkIAJTvZgivsXaD6/pH6U9ecQzZ45awqEOzuCvwpFY=
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-golang.org/x/term v0.23.0/go.mod h1:DgV24QBUrK6jhZXl+20l6UWznPlwAHm1Q1mGHtydmSk=
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-golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
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-golang.org/x/text v0.16.0/go.mod h1:GhwF1Be+LQoKShO3cGOHzqOgRrGaYc9AvblQOmPVHnI=
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-golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d/go.mod h1:aiJjzUbINMkxbQROHiO6hDPo2LHcIPhhQsa9DLh0yGk=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 google.golang.org/protobuf v1.34.2 h1:6xV6lTsCfpGD21XK49h7MhtcApnLqkfYgPcdHftf6hg=
 google.golang.org/protobuf v1.34.2/go.mod h1:qYOHts0dSfpeUzUFpOMr/WGzszTmLH+DiWniOlNbLDw=

parser/configurations_parser.go

@@ -52,6 +52,7 @@ type Plugin struct {
 	OpenAISecretKey string `yaml:"openAISecretKey"`
 	Host            string `yaml:"host"`
 	LLMModel        string `yaml:"llmModel"`
+	Prompt          string `yaml:"prompt"`
 }
 
 // BeelzebubServiceConfiguration is the struct that contains the configurations of the honeypot service
@@ -67,6 +68,8 @@ type BeelzebubServiceConfiguration struct {
 	Description            string    `yaml:"description"`
 	Banner                 string    `yaml:"banner"`
 	Plugin                 Plugin    `yaml:"plugin"`
+	TLSCertPath            string    `yaml:"tlsCertPath"`
+	TLSKeyPath             string    `yaml:"tlsKeyPath"`
 }
 
 // Command is the struct that contains the configurations of the commands

parser/configurations_parser_test.go

@@ -49,6 +49,8 @@ func mockReadfilebytesBeelzebubServiceConfiguration(filePath string) ([]byte, er
 apiVersion: "v1"
 protocol: "http"
 address: ":8080"
+tlsCertPath: "/tmp/cert.crt"
+tlsKeyPath: "/tmp/cert.key"
 commands:
   - regex: "wp-admin"
     handler: "login"
@@ -58,6 +60,7 @@ plugin:
   openAISecretKey: "qwerty"
   llmModel: "llama3"
   host: "localhost:1563"
+  prompt: "hello world"
 `)
 	return beelzebubServiceConfiguration, nil
 }
@@ -133,6 +136,9 @@ func TestReadConfigurationsServicesValid(t *testing.T) {
 	assert.Equal(t, firstBeelzebubServiceConfiguration.Plugin.OpenAISecretKey, "qwerty")
 	assert.Equal(t, firstBeelzebubServiceConfiguration.Plugin.LLMModel, "llama3")
 	assert.Equal(t, firstBeelzebubServiceConfiguration.Plugin.Host, "localhost:1563")
+	assert.Equal(t, firstBeelzebubServiceConfiguration.Plugin.Prompt, "hello world")
+	assert.Equal(t, firstBeelzebubServiceConfiguration.TLSCertPath, "/tmp/cert.crt")
+	assert.Equal(t, firstBeelzebubServiceConfiguration.TLSKeyPath, "/tmp/cert.key")
 }
 
 func TestGelAllFilesNameByDirName(t *testing.T) {

plugins/llm-integration.go

@@ -6,12 +6,12 @@ import (
 	"fmt"
 	"github.com/go-resty/resty/v2"
 	"github.com/mariocandela/beelzebub/v3/tracer"
-
 	log "github.com/sirupsen/logrus"
+	"regexp"
 )
 
 const (
-	systemPromptVirtualizeLinuxTerminal = "You will act as an Ubuntu Linux terminal. The user will type commands, and you are to reply with what the terminal should show. Your responses must be contained within a single code block. Do not provide explanations or type commands unless explicitly instructed by the user. Your entire response/output is going to consist of a simple text with \n for new line, and you will NOT wrap it within string md markers"
+	systemPromptVirtualizeLinuxTerminal = "You will act as an Ubuntu Linux terminal. The user will type commands, and you are to reply with what the terminal should show. Your responses must be contained within a single code block. Do not provide note. Do not provide explanations or type commands unless explicitly instructed by the user. Your entire response/output is going to consist of a simple text with \n for new line, and you will NOT wrap it within string md markers"
 	systemPromptVirtualizeHTTPServer    = "You will act as an unsecure HTTP Server with multiple vulnerability like aws and git credentials stored into root http directory. The user will send HTTP requests, and you are to reply with what the server should show. Do not provide explanations or type commands unless explicitly instructed by the user."
 	LLMPluginName                       = "LLMHoneypot"
 	openAIGPTEndpoint                   = "https://api.openai.com/v1/chat/completions"
@@ -25,6 +25,7 @@ type LLMHoneypot struct {
 	Protocol     tracer.Protocol
 	Model        LLMModel
 	Host         string
+	CustomPrompt string
 }
 
 type Choice struct {
@@ -95,14 +96,19 @@ func InitLLMHoneypot(config LLMHoneypot) *LLMHoneypot {
 	return &config
 }
 
-func buildPrompt(histories []Message, protocol tracer.Protocol, command string) ([]Message, error) {
+func (llmHoneypot *LLMHoneypot) buildPrompt(command string) ([]Message, error) {
 	var messages []Message
+	var prompt string
 
-	switch protocol {
+	switch llmHoneypot.Protocol {
 	case tracer.SSH:
+		prompt = systemPromptVirtualizeLinuxTerminal
+		if llmHoneypot.CustomPrompt != "" {
+			prompt = llmHoneypot.CustomPrompt
+		}
 		messages = append(messages, Message{
 			Role:    SYSTEM.String(),
-			Content: systemPromptVirtualizeLinuxTerminal,
+			Content: prompt,
 		})
 		messages = append(messages, Message{
 			Role:    USER.String(),
@@ -112,13 +118,17 @@ func buildPrompt(histories []Message, protocol tracer.Protocol, command string)
 			Role:    ASSISTANT.String(),
 			Content: "/home/user",
 		})
-		for _, history := range histories {
+		for _, history := range llmHoneypot.Histories {
 			messages = append(messages, history)
 		}
 	case tracer.HTTP:
+		prompt = systemPromptVirtualizeHTTPServer
+		if llmHoneypot.CustomPrompt != "" {
+			prompt = llmHoneypot.CustomPrompt
+		}
 		messages = append(messages, Message{
 			Role:    SYSTEM.String(),
-			Content: systemPromptVirtualizeHTTPServer,
+			Content: prompt,
 		})
 		messages = append(messages, Message{
 			Role:    USER.String(),
@@ -175,7 +185,7 @@ func (llmHoneypot *LLMHoneypot) openAICaller(messages []Message) (string, error)
 		return "", errors.New("no choices")
 	}
 
-	return response.Result().(*Response).Choices[0].Message.Content, nil
+	return removeQuotes(response.Result().(*Response).Choices[0].Message.Content), nil
 }
 
 func (llmHoneypot *LLMHoneypot) ollamaCaller(messages []Message) (string, error) {
@@ -206,13 +216,14 @@ func (llmHoneypot *LLMHoneypot) ollamaCaller(messages []Message) (string, error)
 	}
 	log.Debug(response)
 
-	return response.Result().(*Response).Message.Content, nil
+	return removeQuotes(response.Result().(*Response).Message.Content), nil
 }
 
 func (llmHoneypot *LLMHoneypot) ExecuteModel(command string) (string, error) {
 	var err error
+	var prompt []Message
 
-	prompt, err := buildPrompt(llmHoneypot.Histories, llmHoneypot.Protocol, command)
+	prompt, err = llmHoneypot.buildPrompt(command)
 
 	if err != nil {
 		return "", err
@@ -227,3 +238,8 @@ func (llmHoneypot *LLMHoneypot) ExecuteModel(command string) (string, error) {
 		return "", errors.New("no model selected")
 	}
 }
+
+func removeQuotes(content string) string {
+	regex := regexp.MustCompile("(```( *)?([a-z]*)?(\\n)?)")
+	return regex.ReplaceAllString(content, "")
+}

plugins/llm-integration_test.go

@@ -16,8 +16,13 @@ func TestBuildPromptEmptyHistory(t *testing.T) {
 	var histories []Message
 	command := "pwd"
 
+	honeypot := LLMHoneypot{
+		Histories: histories,
+		Protocol:  tracer.SSH,
+	}
+
 	//When
-	prompt, err := buildPrompt(histories, tracer.SSH, command)
+	prompt, err := honeypot.buildPrompt(command)
 
 	//Then
 	assert.Nil(t, err)
@@ -35,14 +40,45 @@ func TestBuildPromptWithHistory(t *testing.T) {
 
 	command := "pwd"
 
+	honeypot := LLMHoneypot{
+		Histories: histories,
+		Protocol:  tracer.SSH,
+	}
+
 	//When
-	prompt, err := buildPrompt(histories, tracer.SSH, command)
+	prompt, err := honeypot.buildPrompt(command)
 
 	//Then
 	assert.Nil(t, err)
 	assert.Equal(t, SystemPromptLen+1, len(prompt))
 }
 
+func TestBuildPromptWithCustomPrompt(t *testing.T) {
+	//Given
+	var histories = []Message{
+		{
+			Role:    "cat hello.txt",
+			Content: "world",
+		},
+	}
+
+	command := "pwd"
+
+	honeypot := LLMHoneypot{
+		Histories:    histories,
+		Protocol:     tracer.SSH,
+		CustomPrompt: "act as calculator",
+	}
+
+	//When
+	prompt, err := honeypot.buildPrompt(command)
+
+	//Then
+	assert.Nil(t, err)
+	assert.Equal(t, prompt[0].Content, "act as calculator")
+	assert.Equal(t, prompt[0].Role, SYSTEM.String())
+}
+
 func TestBuildExecuteModelFailValidation(t *testing.T) {
 
 	llmHoneypot := LLMHoneypot{
@@ -59,6 +95,51 @@ func TestBuildExecuteModelFailValidation(t *testing.T) {
 	assert.Equal(t, "openAIKey is empty", err.Error())
 }
 
+func TestBuildExecuteModelWithCustomPrompt(t *testing.T) {
+	client := resty.New()
+	httpmock.ActivateNonDefault(client.GetClient())
+	defer httpmock.DeactivateAndReset()
+
+	// Given
+	httpmock.RegisterMatcherResponder("POST", openAIGPTEndpoint,
+		httpmock.BodyContainsString("hello world"),
+		func(req *http.Request) (*http.Response, error) {
+			resp, err := httpmock.NewJsonResponse(200, &Response{
+				Choices: []Choice{
+					{
+						Message: Message{
+							Role:    SYSTEM.String(),
+							Content: "[default]\nregion = us-west-2\noutput = json",
+						},
+					},
+				},
+			})
+			if err != nil {
+				return httpmock.NewStringResponse(500, ""), nil
+			}
+			return resp, nil
+		},
+	)
+
+	llmHoneypot := LLMHoneypot{
+		Histories:    make([]Message, 0),
+		OpenAIKey:    "sdjdnklfjndslkjanfk",
+		Protocol:     tracer.HTTP,
+		Model:        GPT4O,
+		CustomPrompt: "hello world",
+	}
+
+	openAIGPTVirtualTerminal := InitLLMHoneypot(llmHoneypot)
+	openAIGPTVirtualTerminal.client = client
+
+	//When
+	str, err := openAIGPTVirtualTerminal.ExecuteModel("GET /.aws/credentials")
+
+	//Then
+	assert.Nil(t, err)
+	assert.Equal(t, "[default]\nregion = us-west-2\noutput = json", str)
+}
+
 func TestBuildExecuteModelFailValidationStrategyType(t *testing.T) {
 
 	llmHoneypot := LLMHoneypot{
@@ -298,3 +379,93 @@ func TestFromString(t *testing.T) {
 	model, err = FromStringToLLMModel("beelzebub-model")
 	assert.Errorf(t, err, "model beelzebub-model not found")
 }
+
+func TestBuildExecuteModelSSHWithoutPlaintextSection(t *testing.T) {
+	client := resty.New()
+	httpmock.ActivateNonDefault(client.GetClient())
+	defer httpmock.DeactivateAndReset()
+
+	// Given
+	httpmock.RegisterResponder("POST", ollamaEndpoint,
+		func(req *http.Request) (*http.Response, error) {
+			resp, err := httpmock.NewJsonResponse(200, &Response{
+				Message: Message{
+					Role:    SYSTEM.String(),
+					Content: "```plaintext\n```\n",
+				},
+			})
+			if err != nil {
+				return httpmock.NewStringResponse(500, ""), nil
+			}
+			return resp, nil
+		},
+	)
+
+	llmHoneypot := LLMHoneypot{
+		Histories: make([]Message, 0),
+		Protocol:  tracer.SSH,
+		Model:     LLAMA3,
+	}
+
+	openAIGPTVirtualTerminal := InitLLMHoneypot(llmHoneypot)
+	openAIGPTVirtualTerminal.client = client
+
+	//When
+	str, err := openAIGPTVirtualTerminal.ExecuteModel("ls")
+
+	//Then
+	assert.Nil(t, err)
+	assert.Equal(t, "", str)
+}
+
+func TestBuildExecuteModelSSHWithoutQuotesSection(t *testing.T) {
+	client := resty.New()
+	httpmock.ActivateNonDefault(client.GetClient())
+	defer httpmock.DeactivateAndReset()
+
+	// Given
+	httpmock.RegisterResponder("POST", ollamaEndpoint,
+		func(req *http.Request) (*http.Response, error) {
+			resp, err := httpmock.NewJsonResponse(200, &Response{
+				Message: Message{
+					Role:    SYSTEM.String(),
+					Content: "```\n```\n",
+				},
+			})
+			if err != nil {
+				return httpmock.NewStringResponse(500, ""), nil
+			}
+			return resp, nil
+		},
+	)
+
+	llmHoneypot := LLMHoneypot{
+		Histories: make([]Message, 0),
+		Protocol:  tracer.SSH,
+		Model:     LLAMA3,
+	}
+
+	openAIGPTVirtualTerminal := InitLLMHoneypot(llmHoneypot)
+	openAIGPTVirtualTerminal.client = client
+
+	//When
+	str, err := openAIGPTVirtualTerminal.ExecuteModel("ls")
+
+	//Then
+	assert.Nil(t, err)
+	assert.Equal(t, "", str)
+}
+
+func TestRemoveQuotes(t *testing.T) {
+	plaintext := "```plaintext\n```"
+	bash := "```bash\n```"
+	onlyQuotes := "```\n```"
+	complexText := "```plaintext\ntop - 10:30:48 up 1 day,  4:30,  2 users,  load average: 0.15, 0.10, 0.08\nTasks: 198 total,   1 running, 197 sleeping,   0 stopped,   0 zombie\n```"
+	complexText2 := "```\ntop - 15:06:59 up 10 days,  3:17,  1 user,  load average: 0.10, 0.09, 0.08\nTasks: 285 total\n```"
+
+	assert.Equal(t, "", removeQuotes(plaintext))
+	assert.Equal(t, "", removeQuotes(bash))
+	assert.Equal(t, "", removeQuotes(onlyQuotes))
+	assert.Equal(t, "top - 10:30:48 up 1 day,  4:30,  2 users,  load average: 0.15, 0.10, 0.08\nTasks: 198 total,   1 running, 197 sleeping,   0 stopped,   0 zombie\n", removeQuotes(complexText))
+	assert.Equal(t, "top - 15:06:59 up 10 days,  3:17,  1 user,  load average: 0.10, 0.09, 0.08\nTasks: 285 total\n", removeQuotes(complexText2))
+}

protocols/strategies/http.go

@@ -2,9 +2,6 @@ package strategies
 
 import (
 	"fmt"
-	"github.com/mariocandela/beelzebub/v3/parser"
-	"github.com/mariocandela/beelzebub/v3/plugins"
-	"github.com/mariocandela/beelzebub/v3/tracer"
 	"io"
 	"net"
 	"net/http"
@@ -12,6 +9,9 @@ import (
 	"strings"
 
 	"github.com/google/uuid"
+	"github.com/mariocandela/beelzebub/v3/parser"
+	"github.com/mariocandela/beelzebub/v3/plugins"
+	"github.com/mariocandela/beelzebub/v3/tracer"
 	log "github.com/sirupsen/logrus"
 )
 
@@ -50,6 +50,7 @@ func (httpStrategy HTTPStrategy) Init(beelzebubServiceConfiguration parser.Beelz
 						Protocol:     tracer.HTTP,
 						Host:         beelzebubServiceConfiguration.Plugin.Host,
 						Model:        llmModel,
+						CustomPrompt: beelzebubServiceConfiguration.Plugin.Prompt,
 					}
 
 					llmHoneypotInstance := plugins.InitLLMHoneypot(llmHoneypot)
@@ -66,13 +67,25 @@ func (httpStrategy HTTPStrategy) Init(beelzebubServiceConfiguration parser.Beelz
 				}
 
 				setResponseHeaders(responseWriter, command.Headers, command.StatusCode)
-				fmt.Fprintf(responseWriter, responseHTTPBody)
+				fmt.Fprint(responseWriter, responseHTTPBody)
 				break
 			}
 		}
 	})
 	go func() {
-		err := http.ListenAndServe(httpStrategy.beelzebubServiceConfiguration.Address, serverMux)
+		var err error
+		// Launch a TLS supporting server if we are supplied a TLS Key and Certificate.
+		// If relative paths are supplied, they are relative to the CWD of the binary.
+		// The can be self-signed, only the client will validate this (or not).
+		if httpStrategy.beelzebubServiceConfiguration.TLSKeyPath != "" && httpStrategy.beelzebubServiceConfiguration.TLSCertPath != "" {
+			err = http.ListenAndServeTLS(
+				httpStrategy.beelzebubServiceConfiguration.Address,
+				httpStrategy.beelzebubServiceConfiguration.TLSCertPath,
+				httpStrategy.beelzebubServiceConfiguration.TLSKeyPath,
+				serverMux)
+		} else {
+			err = http.ListenAndServe(httpStrategy.beelzebubServiceConfiguration.Address, serverMux)
+		}
 		if err != nil {
 			log.Errorf("Error during init HTTP Protocol: %s", err.Error())
 			return
@@ -94,7 +107,7 @@ func traceRequest(request *http.Request, tr tracer.Tracer, HoneypotDescription s
 	}
 	host, port, _ := net.SplitHostPort(request.RemoteAddr)
 
-	tr.TraceEvent(tracer.Event{
+	event := tracer.Event{
 		Msg:             "HTTP New request",
 		RequestURI:      request.RequestURI,
 		Protocol:        tracer.HTTP.String(),
@@ -110,7 +123,13 @@ func traceRequest(request *http.Request, tr tracer.Tracer, HoneypotDescription s
 		SourcePort:      port,
 		ID:              uuid.New().String(),
 		Description:     HoneypotDescription,
-	})
+	}
+	// Capture the TLS details from the request, if provided.
+	if request.TLS != nil {
+		event.Msg = "HTTPS New Request"
+		event.TLSServerName = request.TLS.ServerName
+	}
+	tr.TraceEvent(event)
 }
 
 func mapHeaderToString(headers http.Header) string {

protocols/strategies/ssh.go

@@ -31,6 +31,45 @@ func (sshStrategy *SSHStrategy) Init(beelzebubServiceConfiguration parser.Beelze
 
 				host, port, _ := net.SplitHostPort(sess.RemoteAddr().String())
 
+				if sess.RawCommand() != "" {
+					for _, command := range beelzebubServiceConfiguration.Commands {
+						matched, err := regexp.MatchString(command.Regex, sess.RawCommand())
+						if err != nil {
+							log.Errorf("Error regex: %s, %s", command.Regex, err.Error())
+							continue
+						}
+
+						if matched {
+							commandOutput := command.Handler
+
+							if command.Plugin == plugins.LLMPluginName {
+
+								llmModel, err := plugins.FromStringToLLMModel(beelzebubServiceConfiguration.Plugin.LLMModel)
+
+								if err != nil {
+									log.Errorf("Error fromString: %s", err.Error())
+									commandOutput = "command not found"
+								}
+
+								llmHoneypot := plugins.LLMHoneypot{
+									Histories:    make([]plugins.Message, 0),
+									OpenAIKey:    beelzebubServiceConfiguration.Plugin.OpenAISecretKey,
+									Protocol:     tracer.SSH,
+									Host:         beelzebubServiceConfiguration.Plugin.Host,
+									Model:        llmModel,
+									CustomPrompt: beelzebubServiceConfiguration.Plugin.Prompt,
+								}
+
+								llmHoneypotInstance := plugins.InitLLMHoneypot(llmHoneypot)
+
+								if commandOutput, err = llmHoneypotInstance.ExecuteModel(sess.RawCommand()); err != nil {
+									log.Errorf("Error ExecuteModel: %s, %s", sess.RawCommand(), err.Error())
+									commandOutput = "command not found"
+								}
+							}
+
+							sess.Write(append([]byte(commandOutput), '\n'))
+
 							tr.TraceEvent(tracer.Event{
 								Msg:           "New SSH Session",
 								Protocol:      tracer.SSH.String(),
@@ -43,6 +82,29 @@ func (sshStrategy *SSHStrategy) Init(beelzebubServiceConfiguration parser.Beelze
 								User:          sess.User(),
 								Description:   beelzebubServiceConfiguration.Description,
 								Command:       sess.RawCommand(),
+								CommandOutput: commandOutput,
+							})
+							tr.TraceEvent(tracer.Event{
+								Msg:    "End SSH Session",
+								Status: tracer.End.String(),
+								ID:     uuidSession.String(),
+							})
+							return
+						}
+					}
+				}
+
+				tr.TraceEvent(tracer.Event{
+					Msg:         "New SSH Session",
+					Protocol:    tracer.SSH.String(),
+					RemoteAddr:  sess.RemoteAddr().String(),
+					SourceIp:    host,
+					SourcePort:  port,
+					Status:      tracer.Start.String(),
+					ID:          uuidSession.String(),
+					Environ:     strings.Join(sess.Environ(), ","),
+					User:        sess.User(),
+					Description: beelzebubServiceConfiguration.Description,
 				})
 
 				term := terminal.NewTerminal(sess, buildPrompt(sess.User(), beelzebubServiceConfiguration.ServerName))
@@ -81,6 +143,7 @@ func (sshStrategy *SSHStrategy) Init(beelzebubServiceConfiguration parser.Beelze
 									Protocol:     tracer.SSH,
 									Host:         beelzebubServiceConfiguration.Plugin.Host,
 									Model:        llmModel,
+									CustomPrompt: beelzebubServiceConfiguration.Plugin.Prompt,
 								}
 
 								llmHoneypotInstance := plugins.InitLLMHoneypot(llmHoneypot)

tracer/tracer.go

@@ -2,10 +2,11 @@
 package tracer
 
 import (
-	log "github.com/sirupsen/logrus"
 	"sync"
 	"time"
 
+	log "github.com/sirupsen/logrus"
+
 	"github.com/prometheus/client_golang/prometheus"
 	"github.com/prometheus/client_golang/prometheus/promauto"
 )
@@ -36,6 +37,7 @@ type Event struct {
 	Description     string
 	SourceIp        string
 	SourcePort      string
+	TLSServerName   string
 }
 
 type (