diff --git a/go.mod b/go.mod
index dc46bcd..44022f2 100644
--- a/go.mod
+++ b/go.mod
@@ -6,6 +6,8 @@ require (
 	github.com/Masterminds/semver/v3 v3.1.1
 	github.com/PuerkitoBio/goquery v1.6.1
 	github.com/SlyMarbo/rss v1.0.1
+	github.com/cdipaolo/goml v0.0.0-20190412180403-e1f51f713598 // indirect
+	github.com/cdipaolo/sentiment v0.0.0-20200617002423-c697f64e7f10
 	github.com/disintegration/imaging v1.6.2
 	github.com/getkin/kin-openapi v0.26.0
 	github.com/gojuno/go.osrm v0.1.1-0.20200217151037-435fc3e1d3d4
diff --git a/go.sum b/go.sum
index 9f083ed..0f4ea66 100644
--- a/go.sum
+++ b/go.sum
@@ -61,6 +61,10 @@ github.com/boombuler/barcode v1.0.1-0.20190219062509-6c824513bacc h1:biVzkmvwrH8
 github.com/boombuler/barcode v1.0.1-0.20190219062509-6c824513bacc/go.mod h1:paBWMcWSl3LHKBqUq+rly7CNSldXjb2rDl3JlRe0mD8=
 github.com/caddyserver/certmagic v0.10.6 h1:sCya6FmfaN74oZE46kqfaFOVoROD/mF36rTQfjN7TZc=
 github.com/caddyserver/certmagic v0.10.6/go.mod h1:Y8jcUBctgk/IhpAzlHKfimZNyXCkfGgRTC0orl8gROQ=
+github.com/cdipaolo/goml v0.0.0-20190412180403-e1f51f713598 h1:j2XRGH5Y5uWtBYXGwmrjKeM/kfu/jh7ZcnrGvyN5Ttk=
+github.com/cdipaolo/goml v0.0.0-20190412180403-e1f51f713598/go.mod h1:sduMkaHcXDIWurl/Bd/z0rNEUHw5tr6LUA9IO8E9o0o=
+github.com/cdipaolo/sentiment v0.0.0-20200617002423-c697f64e7f10 h1:6dGQY3apkf7lG3a1UFhS6grlo009buPFVy79RvNVUF4=
+github.com/cdipaolo/sentiment v0.0.0-20200617002423-c697f64e7f10/go.mod h1:JWoVf4GJxCxM3iCiZSVoXNMV+JFG49L+ou70KK3HTvQ=
 github.com/cenkalti/backoff/v4 v4.0.0 h1:6VeaLF9aI+MAUQ95106HwWzYZgJJpZ4stumjj6RFYAU=
 github.com/cenkalti/backoff/v4 v4.0.0/go.mod h1:eEew/i+1Q6OrCDZh3WiXYv3+nJwBASZ8Bog/87DQnVg=
 github.com/census-instrumentation/opencensus-proto v0.2.0/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU=
diff --git a/sentiment/.gitignore b/sentiment/.gitignore
new file mode 100644
index 0000000..162792c
--- /dev/null
+++ b/sentiment/.gitignore
@@ -0,0 +1,2 @@
+
+sentiment
diff --git a/sentiment/Dockerfile b/sentiment/Dockerfile
new file mode 100644
index 0000000..ab04363
--- /dev/null
+++ b/sentiment/Dockerfile
@@ -0,0 +1,3 @@
+FROM alpine
+ADD sentiment /sentiment
+ENTRYPOINT [ "/sentiment" ]
diff --git a/sentiment/Makefile b/sentiment/Makefile
new file mode 100644
index 0000000..7b9f6e0
--- /dev/null
+++ b/sentiment/Makefile
@@ -0,0 +1,27 @@
+
+GOPATH:=$(shell go env GOPATH)
+.PHONY: init
+init:
+	go get -u github.com/golang/protobuf/proto
+	go get -u github.com/golang/protobuf/protoc-gen-go
+	go get github.com/micro/micro/v3/cmd/protoc-gen-micro
+.PHONY: proto
+proto:
+	protoc --openapi_out=. --proto_path=. --micro_out=. --go_out=:. proto/sentiment.proto
+
+.PHONY: docs
+docs:
+	protoc --openapi_out=. --proto_path=. --micro_out=. --go_out=:. proto/sentiment.proto
+	@redoc-cli bundle api-sentiment.json
+
+.PHONY: build
+build:
+	go build -o sentiment *.go
+
+.PHONY: test
+test:
+	go test -v ./... -cover
+
+.PHONY: docker
+docker:
+	docker build . -t sentiment:latest
diff --git a/sentiment/README.md b/sentiment/README.md
new file mode 100644
index 0000000..7d3b374
--- /dev/null
+++ b/sentiment/README.md
@@ -0,0 +1,6 @@
+Real time sentiment analysis
+
+# Sentiment Service
+
+The sentiment service provides rudimentary sentiment analysis on text
+
diff --git a/sentiment/examples.json b/sentiment/examples.json
new file mode 100644
index 0000000..e8ad7ed
--- /dev/null
+++ b/sentiment/examples.json
@@ -0,0 +1,12 @@
+{
+    "analyze": [{
+        "title": "Analyze a piece of text",
+        "description": "Analyze and score a piece of text",
+        "request": {
+          "text": "whoa this is cool"
+        },
+        "response": {
+          "score": 1
+        }
+    }]
+}
diff --git a/sentiment/generate.go b/sentiment/generate.go
new file mode 100644
index 0000000..7d9db91
--- /dev/null
+++ b/sentiment/generate.go
@@ -0,0 +1,3 @@
+package main
+
+//go:generate make proto
diff --git a/sentiment/handler/sentiment.go b/sentiment/handler/sentiment.go
new file mode 100644
index 0000000..fbb2e9c
--- /dev/null
+++ b/sentiment/handler/sentiment.go
@@ -0,0 +1,31 @@
+package handler
+
+import (
+	"context"
+
+	"github.com/micro/micro/v3/service/errors"
+	"github.com/micro/services/sentiment/model"
+	pb "github.com/micro/services/sentiment/proto"
+)
+
+type Sentiment struct{}
+
+func (e *Sentiment) Analyze(ctx context.Context, req *pb.Request, rsp *pb.Response) error {
+	if len(req.Text) == 0 {
+		return errors.BadRequest("sentiment.analyze", "text is blank")
+	}
+
+	if len(req.Lang) == 0 {
+		req.Lang = "english"
+	}
+
+	if req.Lang != "english" {
+		return errors.BadRequest("sentiment.analyze", "only support english")
+	}
+
+	rsp.Score = model.Analyze(req.Text)
+
+	// TODO: more complex word scoring
+
+	return nil
+}
diff --git a/sentiment/main.go b/sentiment/main.go
new file mode 100644
index 0000000..1c380ec
--- /dev/null
+++ b/sentiment/main.go
@@ -0,0 +1,24 @@
+package main
+
+import (
+	"github.com/micro/services/sentiment/handler"
+	pb "github.com/micro/services/sentiment/proto"
+
+	"github.com/micro/micro/v3/service"
+	"github.com/micro/micro/v3/service/logger"
+)
+
+func main() {
+	// Create service
+	srv := service.New(
+		service.Name("sentiment"),
+	)
+
+	// Register handler
+	pb.RegisterSentimentHandler(srv.Server(), new(handler.Sentiment))
+
+	// Run service
+	if err := srv.Run(); err != nil {
+		logger.Fatal(err)
+	}
+}
diff --git a/sentiment/micro.mu b/sentiment/micro.mu
new file mode 100644
index 0000000..b4fbab8
--- /dev/null
+++ b/sentiment/micro.mu
@@ -0,0 +1 @@
+service sentiment
diff --git a/sentiment/model/model.go b/sentiment/model/model.go
new file mode 100644
index 0000000..ec774b6
--- /dev/null
+++ b/sentiment/model/model.go
@@ -0,0 +1,38 @@
+package model
+
+import (
+	"github.com/cdipaolo/sentiment"
+	"github.com/micro/micro/v3/service/logger"
+)
+
+var (
+	model *sentiment.Models
+)
+
+func init() {
+	// load sentiment analysis tool
+	md, err := sentiment.Restore()
+	if err != nil {
+		logger.Fatal(err)
+	}
+	model = &md
+}
+
+func Analyze(text string) float64 {
+	an := model.SentimentAnalysis(text, sentiment.English)
+
+	// no words, just return whats scored
+	if len(an.Words) == 0 {
+		return float64(an.Score)
+	}
+
+	// take each word score then divide by num words
+	var total float64
+
+	for _, word := range an.Words {
+		total += float64(word.Score)
+	}
+
+	// get the overall score
+	return total / float64(len(an.Words))
+}
diff --git a/sentiment/proto/sentiment.pb.go b/sentiment/proto/sentiment.pb.go
new file mode 100644
index 0000000..ad6dc5b
--- /dev/null
+++ b/sentiment/proto/sentiment.pb.go
@@ -0,0 +1,224 @@
+// Code generated by protoc-gen-go. DO NOT EDIT.
+// versions:
+// 	protoc-gen-go v1.26.0
+// 	protoc        v3.15.6
+// source: proto/sentiment.proto
+
+package sentiment
+
+import (
+	protoreflect "google.golang.org/protobuf/reflect/protoreflect"
+	protoimpl "google.golang.org/protobuf/runtime/protoimpl"
+	reflect "reflect"
+	sync "sync"
+)
+
+const (
+	// Verify that this generated code is sufficiently up-to-date.
+	_ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion)
+	// Verify that runtime/protoimpl is sufficiently up-to-date.
+	_ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20)
+)
+
+// Analyze and score a piece of text
+type Request struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	// The text to analyze
+	Text string `protobuf:"bytes,1,opt,name=text,proto3" json:"text,omitempty"`
+	// The language. Defaults to english.
+	Lang string `protobuf:"bytes,2,opt,name=lang,proto3" json:"lang,omitempty"`
+}
+
+func (x *Request) Reset() {
+	*x = Request{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_proto_sentiment_proto_msgTypes[0]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *Request) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*Request) ProtoMessage() {}
+
+func (x *Request) ProtoReflect() protoreflect.Message {
+	mi := &file_proto_sentiment_proto_msgTypes[0]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use Request.ProtoReflect.Descriptor instead.
+func (*Request) Descriptor() ([]byte, []int) {
+	return file_proto_sentiment_proto_rawDescGZIP(), []int{0}
+}
+
+func (x *Request) GetText() string {
+	if x != nil {
+		return x.Text
+	}
+	return ""
+}
+
+func (x *Request) GetLang() string {
+	if x != nil {
+		return x.Lang
+	}
+	return ""
+}
+
+type Response struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	// The score of the text
+	Score float64 `protobuf:"fixed64,1,opt,name=score,proto3" json:"score,omitempty"`
+}
+
+func (x *Response) Reset() {
+	*x = Response{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_proto_sentiment_proto_msgTypes[1]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *Response) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*Response) ProtoMessage() {}
+
+func (x *Response) ProtoReflect() protoreflect.Message {
+	mi := &file_proto_sentiment_proto_msgTypes[1]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use Response.ProtoReflect.Descriptor instead.
+func (*Response) Descriptor() ([]byte, []int) {
+	return file_proto_sentiment_proto_rawDescGZIP(), []int{1}
+}
+
+func (x *Response) GetScore() float64 {
+	if x != nil {
+		return x.Score
+	}
+	return 0
+}
+
+var File_proto_sentiment_proto protoreflect.FileDescriptor
+
+var file_proto_sentiment_proto_rawDesc = []byte{
+	0x0a, 0x15, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x2f, 0x73, 0x65, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x6e,
+	0x74, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x09, 0x73, 0x65, 0x6e, 0x74, 0x69, 0x6d, 0x65,
+	0x6e, 0x74, 0x22, 0x31, 0x0a, 0x07, 0x52, 0x65, 0x71, 0x75, 0x65, 0x73, 0x74, 0x12, 0x12, 0x0a,
+	0x04, 0x74, 0x65, 0x78, 0x74, 0x18, 0x01, 0x20, 0x01, 0x28, 0x09, 0x52, 0x04, 0x74, 0x65, 0x78,
+	0x74, 0x12, 0x12, 0x0a, 0x04, 0x6c, 0x61, 0x6e, 0x67, 0x18, 0x02, 0x20, 0x01, 0x28, 0x09, 0x52,
+	0x04, 0x6c, 0x61, 0x6e, 0x67, 0x22, 0x20, 0x0a, 0x08, 0x52, 0x65, 0x73, 0x70, 0x6f, 0x6e, 0x73,
+	0x65, 0x12, 0x14, 0x0a, 0x05, 0x73, 0x63, 0x6f, 0x72, 0x65, 0x18, 0x01, 0x20, 0x01, 0x28, 0x01,
+	0x52, 0x05, 0x73, 0x63, 0x6f, 0x72, 0x65, 0x32, 0x41, 0x0a, 0x09, 0x53, 0x65, 0x6e, 0x74, 0x69,
+	0x6d, 0x65, 0x6e, 0x74, 0x12, 0x34, 0x0a, 0x07, 0x41, 0x6e, 0x61, 0x6c, 0x79, 0x7a, 0x65, 0x12,
+	0x12, 0x2e, 0x73, 0x65, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x6e, 0x74, 0x2e, 0x52, 0x65, 0x71, 0x75,
+	0x65, 0x73, 0x74, 0x1a, 0x13, 0x2e, 0x73, 0x65, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x6e, 0x74, 0x2e,
+	0x52, 0x65, 0x73, 0x70, 0x6f, 0x6e, 0x73, 0x65, 0x22, 0x00, 0x42, 0x13, 0x5a, 0x11, 0x2e, 0x2f,
+	0x70, 0x72, 0x6f, 0x74, 0x6f, 0x3b, 0x73, 0x65, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x6e, 0x74, 0x62,
+	0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
+}
+
+var (
+	file_proto_sentiment_proto_rawDescOnce sync.Once
+	file_proto_sentiment_proto_rawDescData = file_proto_sentiment_proto_rawDesc
+)
+
+func file_proto_sentiment_proto_rawDescGZIP() []byte {
+	file_proto_sentiment_proto_rawDescOnce.Do(func() {
+		file_proto_sentiment_proto_rawDescData = protoimpl.X.CompressGZIP(file_proto_sentiment_proto_rawDescData)
+	})
+	return file_proto_sentiment_proto_rawDescData
+}
+
+var file_proto_sentiment_proto_msgTypes = make([]protoimpl.MessageInfo, 2)
+var file_proto_sentiment_proto_goTypes = []interface{}{
+	(*Request)(nil),  // 0: sentiment.Request
+	(*Response)(nil), // 1: sentiment.Response
+}
+var file_proto_sentiment_proto_depIdxs = []int32{
+	0, // 0: sentiment.Sentiment.Analyze:input_type -> sentiment.Request
+	1, // 1: sentiment.Sentiment.Analyze:output_type -> sentiment.Response
+	1, // [1:2] is the sub-list for method output_type
+	0, // [0:1] is the sub-list for method input_type
+	0, // [0:0] is the sub-list for extension type_name
+	0, // [0:0] is the sub-list for extension extendee
+	0, // [0:0] is the sub-list for field type_name
+}
+
+func init() { file_proto_sentiment_proto_init() }
+func file_proto_sentiment_proto_init() {
+	if File_proto_sentiment_proto != nil {
+		return
+	}
+	if !protoimpl.UnsafeEnabled {
+		file_proto_sentiment_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*Request); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_proto_sentiment_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*Response); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+	}
+	type x struct{}
+	out := protoimpl.TypeBuilder{
+		File: protoimpl.DescBuilder{
+			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
+			RawDescriptor: file_proto_sentiment_proto_rawDesc,
+			NumEnums:      0,
+			NumMessages:   2,
+			NumExtensions: 0,
+			NumServices:   1,
+		},
+		GoTypes:           file_proto_sentiment_proto_goTypes,
+		DependencyIndexes: file_proto_sentiment_proto_depIdxs,
+		MessageInfos:      file_proto_sentiment_proto_msgTypes,
+	}.Build()
+	File_proto_sentiment_proto = out.File
+	file_proto_sentiment_proto_rawDesc = nil
+	file_proto_sentiment_proto_goTypes = nil
+	file_proto_sentiment_proto_depIdxs = nil
+}
diff --git a/sentiment/proto/sentiment.pb.micro.go b/sentiment/proto/sentiment.pb.micro.go
new file mode 100644
index 0000000..2e256a9
--- /dev/null
+++ b/sentiment/proto/sentiment.pb.micro.go
@@ -0,0 +1,93 @@
+// Code generated by protoc-gen-micro. DO NOT EDIT.
+// source: proto/sentiment.proto
+
+package sentiment
+
+import (
+	fmt "fmt"
+	proto "github.com/golang/protobuf/proto"
+	math "math"
+)
+
+import (
+	context "context"
+	api "github.com/micro/micro/v3/service/api"
+	client "github.com/micro/micro/v3/service/client"
+	server "github.com/micro/micro/v3/service/server"
+)
+
+// Reference imports to suppress errors if they are not otherwise used.
+var _ = proto.Marshal
+var _ = fmt.Errorf
+var _ = math.Inf
+
+// This is a compile-time assertion to ensure that this generated file
+// is compatible with the proto package it is being compiled against.
+// A compilation error at this line likely means your copy of the
+// proto package needs to be updated.
+const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package
+
+// Reference imports to suppress errors if they are not otherwise used.
+var _ api.Endpoint
+var _ context.Context
+var _ client.Option
+var _ server.Option
+
+// Api Endpoints for Sentiment service
+
+func NewSentimentEndpoints() []*api.Endpoint {
+	return []*api.Endpoint{}
+}
+
+// Client API for Sentiment service
+
+type SentimentService interface {
+	Analyze(ctx context.Context, in *Request, opts ...client.CallOption) (*Response, error)
+}
+
+type sentimentService struct {
+	c    client.Client
+	name string
+}
+
+func NewSentimentService(name string, c client.Client) SentimentService {
+	return &sentimentService{
+		c:    c,
+		name: name,
+	}
+}
+
+func (c *sentimentService) Analyze(ctx context.Context, in *Request, opts ...client.CallOption) (*Response, error) {
+	req := c.c.NewRequest(c.name, "Sentiment.Analyze", in)
+	out := new(Response)
+	err := c.c.Call(ctx, req, out, opts...)
+	if err != nil {
+		return nil, err
+	}
+	return out, nil
+}
+
+// Server API for Sentiment service
+
+type SentimentHandler interface {
+	Analyze(context.Context, *Request, *Response) error
+}
+
+func RegisterSentimentHandler(s server.Server, hdlr SentimentHandler, opts ...server.HandlerOption) error {
+	type sentiment interface {
+		Analyze(ctx context.Context, in *Request, out *Response) error
+	}
+	type Sentiment struct {
+		sentiment
+	}
+	h := &sentimentHandler{hdlr}
+	return s.Handle(s.NewHandler(&Sentiment{h}, opts...))
+}
+
+type sentimentHandler struct {
+	SentimentHandler
+}
+
+func (h *sentimentHandler) Analyze(ctx context.Context, in *Request, out *Response) error {
+	return h.SentimentHandler.Analyze(ctx, in, out)
+}
diff --git a/sentiment/proto/sentiment.proto b/sentiment/proto/sentiment.proto
new file mode 100644
index 0000000..508e18d
--- /dev/null
+++ b/sentiment/proto/sentiment.proto
@@ -0,0 +1,23 @@
+syntax = "proto3";
+
+package sentiment;
+
+option go_package = "./proto;sentiment";
+
+service Sentiment {
+	rpc Analyze(Request) returns (Response) {};
+}
+
+// Analyze and score a piece of text
+message Request {
+	// The text to analyze
+	string text = 1;
+	// The language. Defaults to english.
+	string lang = 2;
+}
+
+message Response {
+	// The score of the text
+	double score = 1;
+}
+
diff --git a/sentiment/publicapi.json b/sentiment/publicapi.json
new file mode 100644
index 0000000..9e3317a
--- /dev/null
+++ b/sentiment/publicapi.json
@@ -0,0 +1,8 @@
+{
+  "name": "sentiment",
+  "icon": "🤔",
+  "category": "web",
+  "pricing": {
+    "Sentiment.Analyze": 100
+  }
+}
diff --git a/sentiment/usage.md b/sentiment/usage.md
new file mode 100644
index 0000000..501f251
--- /dev/null
+++ b/sentiment/usage.md
@@ -0,0 +1,12 @@
+# Sentiment Service
+
+The sentiment service provides rudimentary sentiment analysis on text
+
+## Usage
+
+```
+$ micro sentiment analyze --text "This is great"
+{
+        "score": 1
+}
+```