Text to Structured Data NLP Tools

Tools that parse, analyze, and transform unstructured text inputs into standardized, structured outputs (JSON, schemas, templates, etc.) using pattern matching, LLMs, or validation rules. Does NOT include general text analysis, sentiment extraction, or classification tasks without a structuring component.

There are 33 text to structured data tools tracked. 1 score above 50 (established tier). The highest-rated is vas3k/infomate.club at 50/100 with 476 stars.

Get all 33 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=text-to-structured-data&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Tool Score Tier
1 vas3k/infomate.club

RSS feed aggregator with collections and NLP article summarization

50
Established
2 seejay/feedIO

A Feed Aggregator that Knows What You Want to Read.

40
Emerging
3 DEKHTIARJonathan/FeedCrunch.IO

FeedCrunch.IO - Take RSS Feeds to the next level with personnalized recommendations

37
Emerging
4 kevinnadar22/announce

AI - Powered Simplified Government Press Releases in 11+ regional languages

34
Emerging
5 palomapiot/profiler-buddy

API for building a demographic profile and autocompleting the BDI questionnaire.

32
Emerging
6 BigDataIA-Summer2022-Team04/News-Aggregator

Aggregator NYT News Articles

29
Experimental
7 AlphaLaser/ParaTools

Get value out of your paragraphs and essays !

25
Experimental
8 mangobanaani/newsreader

AI-powered news aggregation platform with NLP clustering, semantic analysis,...

24
Experimental
9 chigwell/challengeturn

A new package that analyzes user input text to determine if it expresses a...

22
Experimental
10 iaminhri/COSC-4P02

Developing a user-friendly website that will have a user profile and...

22
Experimental
11 chigwell/yearly-insights-parser

A new package that analyzes user-provided text summaries of yearly...

21
Experimental
12 cp0153/NewsFeed

Android app that presents top news from over 70 different sources. A natural...

21
Experimental
13 chigwell/vuln-structure

vuln-structure is a package that extracts vulnerability details from raw...

21
Experimental
14 chigwell/ai-reliability-analyzer

A new package that analyzes user queries about AI tool reliability and...

21
Experimental
15 chigwell/giftparcelstruct

A new package that processes user-submitted text descriptions of...

21
Experimental
16 chigwell/transpatter

A new package that leverages pattern matching with language models to...

21
Experimental
17 chigwell/buslytics

A new package that processes text input to monitor and analyze the health...

21
Experimental
18 chigwell/unistruct

unistruct extracts structured data from unstructured text, aiding project...

21
Experimental
19 chigwell/historical-scam-summary

This package solves the problem of extracting structured, domain-specific...

21
Experimental
20 chigwell/textnoise-analyzer

A new package that helps users determine the noise level of their...

21
Experimental
21 chigwell/scamp-analyzer

A new package that analyzes user-provided text descriptions of mischievous...

21
Experimental
22 chigwell/holiday-narrative-parser

holiday-narrative-parser processes holiday event narratives to extract...

21
Experimental
23 chigwell/impact-parser

impact-parser processes text to extract structured data on service...

21
Experimental
24 chigwell/govaitextextract

govaitextextract extracts structured AI/tech initiative data from text for...

21
Experimental
25 chigwell/drone-capability-parser

A new package processes textual descriptions of drone designs to extract...

21
Experimental
26 chigwell/release-extractor

Extracts key release details from unstructured text to create clear,...

21
Experimental
27 chigwell/text-structura

A new package that takes user-provided text input and returns structured,...

21
Experimental
28 chigwell/structuinput

structuinput transforms natural language inputs into structured outputs like...

21
Experimental
29 chigwell/techsummly

A new package designed to facilitate structured and reliable interactions...

21
Experimental
30 chigwell/pharma-globex

A new package designed to analyze input texts related to global...

21
Experimental
31 BABIN-JOE/NeuroDoc

NeuroDoc is a powerful AI-based offline document summarization tool that...

20
Experimental
32 DhruvikDonga/expressnews

Expressnews is a progressive web application. The user interface of...

11
Experimental
33 soham-1/docSummary

React app for getting text summary, keywords with gensim. NER (Named Entity...

11
Experimental