Sentiment Dashboard
Score reviews, tickets and messages as positive, negative or neutral, with a running chart and history.
- React
- Vite
- Chart.js
Categorize incoming feedback and reviews as positive or negative.
Sentiment Analysis evaluates the emotional tone of any text string. It returns an AFINN valence score, a comparative word-normalized score, and a five-tier sentiment label from very negative to very positive.
No key required to try it. Get a key to use it in your app.
{
"status": "ok",
"error": null,
"data": {
"comparative": 0.25,
"sentimentText": "positive",
"sentiment": 3,
"isPositive": true,
"isNegative": false,
"normalizedScore": 0.3
}
}
Score reviews, tickets and messages as positive, negative or neutral, with a running chart and history.
Sentiment Analysis works by analyzing the text and comparing it to a large database of sentiment analysis models. It uses advanced algorithms to analyze the sentiment of the text and returns the sentiment score and the sentiment label.
One endpoint, many ways in — REST with JSON, XML, YAML and CSV, plus GraphQL and an MCP interface for AI agents.
Same data, same APIVerve account, same credit balance — one key works on all of them.
Sent as JSON in the request body. Premium parameters are accepted on every plan but only take effect on plans that include them. Anything not listed here is dropped rather than passed through.
| Parameter | Type | Example | Description |
|---|---|---|---|
textRequired | string | I absolutely love this product! It exceeded all my expectations. | The text to analyze the sentiment of length 0-50000 |
curl -X POST "https://api.apiverve.com/v1/sentimentanalysis" \
-H "x-api-key: YOUR_API_KEY" \
-H "Content-Type: application/json" \
-d '{"text":"I'\''m so excited that tomorrow is going to be sunny! Can'\''t wait!"}'Send your key in the x-api-key header. That is the only auth step — no token exchange, and no per-endpoint scope to configure.
| Header | When | Value |
|---|---|---|
x-api-keyRequired | Every request | Your API key. Header names are case-insensitive, so X-API-Key is the same header. |
AuthorizationAlternate | Instead of the above | Bearer <key> — for clients that only expose bearer auth. Resolves to the same account and the same billing. |
content-typeRequired | POST body | application/json |
A 401 means the key is missing, invalid or expired. A 403 means the key is valid but not permitted here — blocked by a key restriction or an IP allow-list. Running out of credits is a 429.
Every APIVerve endpoint returns the same three top-level keys, so one response handler covers your whole integration: status, error and data. Only data changes shape.
{
"status": "ok",
"error": null,
"data": {
"comparative": 0.25,
"sentimentText": "positive",
"sentiment": 3,
"isPositive": true,
"isNegative": false,
"normalizedScore": 0.3
}
}
Paths are relative to data. Premium fields are absent rather than zeroed on plans that do not include them, so check for presence instead of comparing to 0.
| Field | Type | Example | Description |
|---|---|---|---|
comparative | number | 0.25 | The sentiment score divided by the number of words, so long and short texts compare |
sentimentText | string | "positive" | The score read as a label: very positive, positive, neutral, negative or very negative |
sentiment | number | 3 | AFINN sentiment score: the summed valence of the matched words, negative for negative sentiment |
isPositive | boolean | true | Whether the sentiment is positive |
isNegative | boolean | false | Whether the sentiment is negative |
normalizedScorePremium | number | 0.3 | Sentiment score normalized to -1 to 1 range |
Every response carries your balance, so your own code always knows where it stands without polling anything. All four are exposed to browsers through CORS.
| Header | What it carries |
|---|---|
x-api-remaining-credits | Credits left in the current cycle |
x-api-credits-used | Credits spent in the current cycle |
x-api-max-credits | The allowance for the cycle |
x-api-version | Version of the endpoint that answered |
Read the HTTP status first, then error for the specific reason. The body names the parameter that has to change.
| Status | Meaning | What to do |
|---|---|---|
400 | Input was rejected | Read error; it names the parameter that has to change. |
401 | Key missing or invalid | Check the header name and the key value. |
403 | Key valid, but not permitted here | A key restriction or an IP allow-list — never a bad key. |
429 | Rate limited, or out of credits | Read error to tell them apart, then back off or top up. |
Credits are shared across every APIVerve API — one balance, one key, one bill. Failed requests never count against it, so a rejected input costs nothing.
| Plan | Per month | Credits | Sentiment Analysis calls | Per 1,000 calls |
|---|---|---|---|---|
| Free | Free | 200 | 20 | Free |
| Starter | $29.99 | 200,000 | 20,000 | $1.50 |
| Pro | $99.99 | 1,000,000 | 100,000 | $1.00 |
| Mega | $299.99 | 4,000,000 | 400,000 | $0.75 |
Calls are what the credits buy at this API's rate — spend them here, on any of the other APIs, or across both. Nothing is reserved per endpoint.
No SDK to install — this is a plain HTTPS call to /v1/sentimentanalysis with your key in the x-api-key header. Swap in a real key and it runs as-is.
curl "https://api.apiverve.com/v1/sentimentanalysis" \
-H "x-api-key: YOUR_API_KEY"Only the languages APIVerve ships a client for are listed — the rest call the endpoint directly over HTTPS.
Install the Node.js SDK, then call the Sentiment Analysis API with your key. The client wraps the same HTTPS request, so anything it returns is what the endpoint returns.
npm install @apiverve/sentimentanalysisconst res = await fetch("https://api.apiverve.com/v1/sentimentanalysis", {
headers: { "x-api-key": "YOUR_API_KEY" },
});
const { data } = await res.json();
console.log(data);Only the languages APIVerve ships a client for are listed — the rest call the endpoint directly over HTTPS.
Install the Python SDK, then call the Sentiment Analysis API with your key. The client wraps the same HTTPS request, so anything it returns is what the endpoint returns.
pip install apiverve-sentimentanalysisimport requests
res = requests.get(
"https://api.apiverve.com/v1/sentimentanalysis",
headers={"x-api-key": "YOUR_API_KEY"},
)
print(res.json()["data"])Only the languages APIVerve ships a client for are listed — the rest call the endpoint directly over HTTPS.
Install the C# / .NET SDK, then call the Sentiment Analysis API with your key. The client wraps the same HTTPS request, so anything it returns is what the endpoint returns.
dotnet add package APIVerve.API.SentimentAnalysisusing var client = new HttpClient();
client.DefaultRequestHeaders.Add("x-api-key", "YOUR_API_KEY");
var json = await client.GetStringAsync("https://api.apiverve.com/v1/sentimentanalysis");
Console.WriteLine(json);Only the languages APIVerve ships a client for are listed — the rest call the endpoint directly over HTTPS.
No SDK to install — this is a plain HTTPS call to /v1/sentimentanalysis with your key in the x-api-key header. Swap in a real key and it runs as-is.
req, _ := http.NewRequest("GET", "https://api.apiverve.com/v1/sentimentanalysis", nil)
req.Header.Set("x-api-key", "YOUR_API_KEY")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))Only the languages APIVerve ships a client for are listed — the rest call the endpoint directly over HTTPS.
No SDK to install — this is a plain HTTPS call to /v1/sentimentanalysis with your key in the x-api-key header. Swap in a real key and it runs as-is.
$ch = curl_init("https://api.apiverve.com/v1/sentimentanalysis");
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_HTTPHEADER, ["x-api-key: YOUR_API_KEY"]);
$response = curl_exec($ch);
echo $response;Only the languages APIVerve ships a client for are listed — the rest call the endpoint directly over HTTPS.
No SDK to install — this is a plain HTTPS call to /v1/sentimentanalysis with your key in the x-api-key header. Swap in a real key and it runs as-is.
require "net/http"
uri = URI("https://api.apiverve.com/v1/sentimentanalysis")
req = Net::HTTP::Get.new(uri)
req["x-api-key"] = "YOUR_API_KEY"
res = Net::HTTP.start(uri.hostname, uri.port, use_ssl: true) { |h| h.request(req) }
puts res.bodyOnly the languages APIVerve ships a client for are listed — the rest call the endpoint directly over HTTPS.
Drop an interactive Sentiment Analysis form onto any page. The widget calls the API for you, so no key ever appears in your markup and there is nothing to deploy.
Every change to this endpoint, newest first. Breaking changes ship as a new version and the previous one keeps serving — response fields are added, never removed or retyped in place, so an integration written against v1 keeps working.
Entries are picked up from dated catalog snapshots, so the first one appears after the next snapshot that moves something. A period where nothing changed produces no entry — silence is a valid changelog for the Sentiment Analysis API.
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