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dschwarz26 merged 1 commit into from
Feb 11, 2026
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Update README.md #131

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22 changes: 9 additions & 13 deletions README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -7,16 +7,18 @@
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
[![Python 3.12+](https://img.shields.io/badge/python-3.12+-blue.svg)](https://www.python.org/downloads/)

Screen, rank, dedupe, and merge your dataframes using natural language. Or run web agents to research every row.
Run LLM research agents at scale. Use them to intelligently sort, filter, merge, dedupe, or add columns to pandas dataframes. See the [docs site](https://everyrow.io/docs). Scales to tens of thousands of LLM agents on tens of thousands of rows.

```bash
# ideally inside a venv
pip install everyrow
```

## Try it
```bash
claude plugin marketplace add futuresearch/everyrow-sdk
claude plugin install everyrow@futuresearch
```

Get an API key at [everyrow.io/api-key](https://everyrow.io/api-key) ($20 free credit), then:
[Get] an API key at [everyrow.io/api-key](https://everyrow.io/api-key) ($20 free credit), then:

```python
import asyncio
Expand Down Expand Up @@ -57,17 +59,15 @@ export EVERYROW_API_KEY=your_key_here
python example.py
```

Regex can't do this. `"remote" in text` matches "No remote work available." `"$" in text` matches "$0 in funding." You need something that knows "DOE" means salary *isn't* disclosed, and "bootcamp grads welcome" means it's *not* senior-level.

## Operations

| | |
|---|---|
| [**Screen**](#screen) | Filter by criteria that need judgment |
| [**Rank**](#rank) | Score rows by qualitative factors |
| [**Rank**](#rank) | Score rows from research |
| [**Dedupe**](#dedupe) | Deduplicate when fuzzy matching fails |
| [**Merge**](#merge) | Join tables when keys don't match |
| [**Agent Tasks**](#agent-tasks) | Web research on every row |
| [**Research**](#agent-tasks) | Web research on every row |
| [**Derive**](#derive) | Add computed columns |
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@jackwildman jackwildman Feb 11, 2026

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Derive should go


---
Expand Down Expand Up @@ -96,15 +96,13 @@ result = await screen(
print(result.data.head())
```

"No remote work available" fails even though it contains "remote." Works for investment screening, lead qualification, vendor vetting.

**More:** [docs](docs/SCREEN.md) / [basic usage](docs/case_studies/basic-usage/notebook.ipynb) / [job posting screen](https://futuresearch.ai/job-posting-screening/) (>90% precision vs 68% regex) / [stock screen](https://futuresearch.ai/thematic-stock-screening/) ([notebook](docs/case_studies/screen-stocks-by-investment-thesis/notebook.ipynb))

---

## Rank

Score rows by things you can't put in a database field.
Score rows by researching them on the web.

```python
from everyrow.ops import rank
Expand All @@ -117,8 +115,6 @@ result = await rank(
print(result.data.head())
```

Ultramain Systems (sells software *to* airlines) and Ukraine International Airlines (is an airline) look similar by industry code. Completely different needs. Traditional scoring can't tell them apart.

**More:** [docs](docs/RANK.md) / [basic usage](docs/case_studies/basic-usage/notebook.ipynb) / [lead scoring](https://futuresearch.ai/lead-scoring-data-fragmentation/) (1,000 leads, $13) / [vs Clay](https://futuresearch.ai/lead-scoring-without-crm/) ($28 vs $145)

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