name: deepgram-python-text-intelligence
description: Use when writing or reviewing Python code in this repo that calls Deepgram Text Intelligence / Read (/v1/read) for sentiment, summarization, topic detection, and intent recognition on text input. Covers client.read.v1.text.analyze(...) with body text or url. Use deepgram-python-audio-intelligence when the source is audio instead of text. Triggers include "read API", "text intelligence", "analyze text", "sentiment", "summarize text", "topics", "intents", "read.v1".
Using Deepgram Text Intelligence (Python SDK)
Analyze plain text (or a hosted text URL) for sentiment, summarization, topics, and intents via /v1/read.
When to use this product
- You have text already (a transcript, document, chat log, email) and want analytics.
- You want a quick one-shot analysis — REST only, no streaming.
Use a different skill when:
- The source is audio and you want analytics overlays →
deepgram-python-audio-intelligence(same analytics, applied at transcription time).
Authentication
from dotenv import load_dotenv
load_dotenv()
from deepgram import DeepgramClient
client = DeepgramClient()
Header: Authorization: Token <api_key>.
Quick start
response = client.read.v1.text.analyze(
request={"text": "Hello, world! This is a sample text for analysis."},
language="en",
sentiment=True,
summarize=True, # /v1/read is boolean-only (see gotchas)
topics=True,
intents=True,
)
if response.results.sentiments:
print("sentiment avg:", response.results.sentiments.average)
if response.results.summary:
print("summary:", response.results.summary.text)
if response.results.topics:
print("topics:", response.results.topics.segments)
if response.results.intents:
print("intents:", response.results.intents.segments)
Pass request={"text": "..."} for raw text OR request={"url": "https://..."} for a hosted plain-text document.
Async equivalent
from deepgram import AsyncDeepgramClient
client = AsyncDeepgramClient()
response = await client.read.v1.text.analyze(request={"text": "..."}, language="en", sentiment=True)
Key parameters
| Param | Type | Notes |
|---|---|---|
request |
{"text": str} or {"url": str} |
One of these is required |
language |
str |
Required for most analytics. English only today. |
sentiment |
bool |
Per-segment + average sentiment |
summarize |
bool |
/v1/read accepts boolean only. The SDK type alias TextAnalyzeRequestSummarize = typing.Union[typing.Literal["v2"], typing.Any] is shared with Listen and is broader than what Read actually supports — the analyze method docstring states: "For Read API, accepts boolean only." (Listen's summarize="v2" is a different product — see deepgram-python-audio-intelligence.) |
topics |
bool |
Topic detection per segment |
intents |
bool |
Intent recognition per segment |
custom_topic / custom_topic_mode |
list[str] / str |
User-defined topics |
custom_intent / custom_intent_mode |
list[str] / str |
User-defined intents |
callback, callback_method, tag |
Async callback + metadata |
Response shape (abridged)
response.results.summary.text
response.results.sentiments.segments[]
response.results.sentiments.average
response.results.topics.segments[]
response.results.intents.segments[]
response.metadata
See reference.md → "Read V1 Text" for full shape. Request body model: ReadV1RequestParams.
API reference (layered)
- In-repo reference:
reference.md— "Read V1 Text". - OpenAPI (REST): https://developers.deepgram.com/openapi.yaml
- Context7: library ID
/llmstxt/developers_deepgram_llms_txt. - Product docs:
Gotchas
Tokenauth, notBearer.- English-only for sentiment / summarize / topics / intents today.
summarizeon/v1/readis boolean only. PassTrueorFalse. Do not pass"v2"on/v1/read— that's a Listen-only option (seedeepgram-python-audio-intelligence). The SDK typeUnion[Literal["v2"], Any]is shared with Listen and wider than Read actually accepts; theanalyzedocstring clarifies: "For Read API, accepts boolean only." The generated wire test passingsummarize="v2"against a mock server is a Fern artifact and does not indicate real/v1/readsupport.languageis required for the gated analytics features above.- Body is JSON
request=, not query parameters. Don't confuse with/v1/listenwhich takes audio as the body. - Custom topics/intents need a mode (
custom_topic_mode="extended","strict") or they are ignored.
Example files in this repo
examples/40-text-intelligence.pytests/wire/test_read_v1_text.py
Central product skills
For cross-language Deepgram product knowledge — the consolidated API reference, documentation finder, focused runnable recipes, third-party integration examples, and MCP setup — install the central skills:
npx skills add deepgram/skills
This SDK ships language-idiomatic code skills; deepgram/skills ships cross-language product knowledge (see api, docs, recipes, examples, starters, setup-mcp).