Eight questions, played out call by call: the conversation on the left, and on the right the answer, built as the results come back. Every tool call and result is a real call of the server against archive.org, captured and trimmed; the questions and the assistant's lines are written for the demo.
watch it work · replayed from captured tool calls
An open question
Plans its own research · 13 tool calls
You
Surprise me: how did small-town newspapers live through the 1918 flu?
That's open-ended, so here's a plan: see how often the word turns up in 1918 newspapers at all, then take one state's papers and count week by week, then open one issue and look at it.
search_full_text4,688 newspaper issues dated 1918 contain the word
{
"query": "\"influenza\" AND meta_year:1918 AND meta_collection:newspapers",
"limit": 1
}
total
4,688 issues
4,688 issues dated 1918 have the word. Kentucky's newspapers have a collection of their own; I'll list every issue from August 1918 to January 1919 so there is something to count against.
search_items_deep× 2 calls2 calls: all 646 issues, with dates and titles
{
"query": "collection:kentuckynewspapers AND date:[1918-08-01 TO 1919-01-31]",
"fields": ["identifier", "date", "title"],
"limit": 500
}
issues
646
newspapers
24
first
1 August 1918
last
31 January 1919
Mount Vernon signal: 1918-08-23
Public ledger (Maysville, Ky.): 1918-09-02
Kentucky Irish American: 1918-11-23
… and 643 more
Now the issues whose scanned text contains “influenza”, fifty at a time.
search_full_text× 6 calls6 pages of 50: 273 distinct issues, with passages
{
"query": "\"influenza\" AND meta_collection:kentuckynewspapers AND meta_date:[1918-08-01 TO 1919-01-31]",
"limit": 50
}
reported
274 issues
distinct issues returned
273
Saturday. Attorney V. G. Babbage drew the papers. INFLUENZA BAN GOES ON AGAIN Epidemic Is More Prevalent
The highest share is the week of 21 October 1918: 19 of 24 issues. I'll open one issue from that month, The Bourbon News of 15 October 1918, and search inside it.
273 of the 646 Kentucky issues from those months contain “influenza”, 79% in the week of 21 Oct. On the front page of The Bourbon News, 15 October 1918: the Red Cross Tea Room closing.
Real calls of the server, captured 1 November 2026 (UTC), trimmed for the cards. The question and the assistant's lines are written for this demo.
issues dated 1918, all newspapers, contain “influenza”
273 of 646
Kentucky issues, Aug 1918 – Jan 1919, contain it
79%
of issues, week of 21 Oct 1918
Kentucky issues each week, and how many contain “influenza”
Saturday. Attorney V. G. Babbage drew the papers. INFLUENZA BAN GOES ON AGAIN Epidemic Is More Prevalent
“influenza” on scan pages1234567849 matches
The Bourbon News, 15 October 1918 · Paris, Bourbon County, KentuckyFirst column: “Red Cross Tea Room to close during influenza.” Open the column · the page
Kentucky issues each week
Week of
Issues
Contain the word
29 July 1918
19
0
5 August 1918
30
0
12 August 1918
31
0
19 August 1918
29
0
26 August 1918
26
0
2 September 1918
22
0
9 September 1918
23
2
16 September 1918
23
2
23 September 1918
23
5
30 September 1918
23
8
7 October 1918
24
18
14 October 1918
23
16
21 October 1918
24
19
28 October 1918
24
19
4 November 1918
24
18
11 November 1918
27
17
18 November 1918
24
14
25 November 1918
22
15
2 December 1918
20
12
9 December 1918
20
14
16 December 1918
19
11
23 December 1918
15
8
30 December 1918
23
12
6 January 1919
27
16
13 January 1919
29
18
20 January 1919
29
15
27 January 1919
23
14
Old book pages
Page images and OCR · 6 tool calls
You
Show me Mary Shelley's 1831 Frankenstein as it was printed: the frontispiece, and the start of her introduction.
Open Library knows which scans of the novel are on archive.org. I'll ask for a few.
openlibrary_scan92 scans of the work; 5 of the first 5 checked are public
{
"book_id": "OL450063W",
"limit": 5
}
scans of the work
92
1849 · 224 pages · public · frankensteinormo00shel_8
1869 · 192 pages · public · cu31924105428902
1831 · 398 pages · public · ghostseer01schiuoft
1891 · 330 pages · public · frankensteinormo00shel_9
1869 · 191 pages · public · frankensteinorm00shelgoog
The 1831 edition, ghostseer01schiuoft, is among them. Its IIIF manifest lists every scan page with its size.
iiif_manifest394 scan pages; the first 10 with sizes and image ids
The frontispiece of the 1831 edition, scan page 6, cropped to the plateIIIF · 1,600 px
The IIIF manifest: 394 scan pages
Page IX: 80 of its 303 words, each in the box get_hocr gave it. Hover a word.
INTRODUCTION. IX would speak to the mysterious fears of our nature, and awaken thrilling horror — one to make the reader dread to look round, to curdle the blood, and quicken the beatings of the heart. If I did not accomplish these things, my ghost story would be unworthy of its name. I thought and pondered — vainly. I felt that blank incapability of invention which is the greatest misery of authorship, when dull Nothing replies to our anxious invocations.
Can I borrow it?
ISBN to a free edition · 6 tool calls
You
I have a Penguin Classics Frankenstein, ISBN 9780141439471. Can I borrow it from the Archive? If not, what can I read for free?
openlibrary_editionFrankenstein, Penguin Books 2003, edition OL3701481M of work OL450063W
{
"edition": "9780141439471"
}
title
Frankenstein
publisher
Penguin Books, 2003
format
Paperback, 273 pages
work
OL450063W
scan
frankensteinormo0000shel_d5q4
book_availabilityaccess: print_disabled_only; Only for people registered with the Archive's program for print-disabled readers, who borrow it for 14 days; others can't borrow it.
{
"book_id": "9780141439471"
}
access
print_disabled_only
other edition
frankensteinormo00shel_8
Only for people registered with the Archive's program for print-disabled readers, who borrow it for 14 days; others can't borrow it.
Not this edition, unless you're registered as a print-disabled reader. The novel is much older, though; its Open Library work counts every edition.
openlibrary_workfirst published 1818; 2,187 editions, 92 scans on archive.org
{
"work": "OL450063W"
}
title
Frankenstein; or, The Modern Prometheus
first published
1818
editions
2,187
scans on archive.org
92
ebook access
public
Which early printings are scanned? I'll search archive.org for 1818 to 1832.
GeoCities' front page announced the closure in April 2009 and still carried the notice on 26 October 2009; the next day the same address gave a Yahoo! “page not found”.
Real calls of the server, captured 1 November 2026 (UTC), trimmed for the cards. The question and the assistant's lines are written for this demo.
345 archived programs on 21 channels match “artemis” between 15 August 2022 and 15 December 2022. The launch call, as captioned on C-SPAN, is on the screen.
Real calls of the server, captured 1 November 2026 (UTC), trimmed for the cards. The question and the assistant's lines are written for this demo.
The Prelinger Archives holds 10,468 items. By year, its busiest three years are 1948–1950, with 585 items, and its most-downloaded item is “About Bananas”.
Real calls of the server, captured 1 November 2026 (UTC), trimmed for the cards. The question and the assistant's lines are written for this demo.
Duck and Cover (1951), made by Archer Productions, Inc. for the U.S. Federal Civil Defense Administration. A minute of its machine transcript is on the track.
Real calls of the server, captured 1 November 2026 (UTC), trimmed for the cards. The question and the assistant's lines are written for this demo.
Archer Productions, Inc. for the U.S. Federal Civil Defense Administration · 9:15
public domainSubRip · machine-madeWebVTT · machine-made
81 reviews · average 4.5 stars
3 video files, 335 MB in all
MPEG2256 MB
Ogg Video39 MB
512Kb MPEG439 MB
At 00:01:05 the transcript has “Byrd”, where the item's description names Bert the Turtle: a mishearing by the speech recognition, we think.
That's why these children are practicing to duck and cover just as you do in your school. We all know the atomic bomb is very dangerous. Since it may be used against us we must get ready for it just as we are ready for many other dangers that are around us all the time fire is a danger.
It can burn whole buildings. If someone is careless. But we are ready for fire. We have a fine fire department to put out the fire. And you have fire drills in your school. So you know what to do. I don't feel it can be dangerous to sometimes cause bad accidents. We already.
We have safety rules that car drivers and people who are walking must obey. Now we must be ready for a new danger. The atomic bomb. First you have to know what happens when an atomic bomb explodes. You will know when it comes. We hope it never comes. But when I get ready.
It looks something like this there is a bright flash brighter than the sun brighter than anything you've ever seen. If you are not ready and did not know what to do. It could hurt you in different ways it could knock it down hard or throw you against a tree or a wall. It is such a big explosion.
Two sources compared
Sound, subtitles and print · 8 tool calls
You
Is there an old recording of the Gettysburg Address? Check what a machine heard against Lincoln's words as printed at the time.
search_items1 match: Lincoln's Speech At Gettysburg (1898)
{
"query": "mediatype:audio AND format:SubRip AND title:(gettysburg) AND date:[1890 TO 1925]",
"fields": ["identifier", "title", "date", "creator"],
"limit": 5
}
Lincoln's Speech At Gettysburg · Mr. W. F. Hooley · 1898-10-21
A machine-made transcript. Reading it as timed text:
get_subtitles00:00:01 to 00:01:47, 1,493 characters of machine-made text
{
"identifier": "78_lincolns-speech-at-gettysburg_mr-w-f-hooley_gbia0362658a",
"file": "Lincoln's Speech At Gettysburg - Mr. W. F. Hooley.asr.vtt"
}
cues
7, 00:00:01 to 00:01:47
[00:00:01] [...] at Pittsburgh by Mr. William S. Dooley. Oh, sure, and seven years ago, our fathers brought forth on this continent a new nation, conceived in liberty and dedicated to the proposition that all
For Lincoln's text as printed, I'll search inside an 1864 book on the dedication.
FOURSCORE and seven years ago our fathers brought forth upon this continent a new nation, conceived in Liberty, and dedicated to the proposition that all men are created equal.
get_full_textscan page 94, the address as printed in 1864
Yes: Lincoln's Speech At Gettysburg, recited by Mr. W. F. Hooley for E. Berliner's Gramophone (1898). 203 of the 265 printed words appear, in order, in the machine's transcript.
Real calls of the server, captured 1 November 2026 (UTC), trimmed for the cards. The question and the assistant's lines are written for this demo.
Lincoln's Speech At Gettysburg Mr. W. F. Hooley E. Berliner's Gramophone, 1898-10-21 · no. 6012
[...] at Pittsburgh by Mr. William S. Dooley. Oh, sure, and seven years ago, our fathers brought forth on this continent a new nation, conceived in liberty and dedicated to the proposition that all
men are created equal. Now we are engaged in a great civil war, a single part of that nation, or any nation so complete and dedicated and long-ensured, can live through such a struggle. We are met on a trace that of the use of that war.
We are met to dedicate a portion of it as a final resting place of all who gave their lives that that nation might live. We destroyed together fitting and proper that we should do this. But in a larger sense, we cannot dedicate, we cannot concentrate,
FOURSCORE and seven years ago our fathers brought forth upon this continent a new nation, conceived in Liberty, and dedicated to the proposition that all men are created equal.
Now we are engaged in a great civil war, testing whether that nation, or any nation so conceived and so dedicated, can long endure. We are met on a great battle-field of that war. We are met to dedicate a portion of it as the final resting-place of those who here gave their lives that that nation might live. It is altogether fitting and proper that we should do this.
203 of 265 printed words appear, in order, in what the machine heard
A difference can be the machine's mishearing or the reciter's own wording; only listening tells which. “Oh, sure, and seven years ago” looks like a mishearing of “Fourscore and seven years ago”.
your turn
Run it yourself
There is no live assistant on this site: that would need a hosted service and an API key. The server runs on your own computer, with your own AI client, and reads archive.org without an account.
coming soon The first public release isn't out yet; then it installs with one line. What setup will look like: Get started.
The tool results above were captured on 1 November 2026 (UTC); the stories show each run in full, and the tool catalog lists every tool.