Vizard Agent

How to search a whole back catalogue before downloading any of it

Last updated 2026-09-10 · 8 min read

Give Vizard Agent the channel rather than the files and say what kind of moment you are hunting for. It lists every episode, pulls the published transcripts, searches all of them as text before downloading anything, then fetches only what the search points at — and checks which of those episodes actually have picture rather than a static logo.

What is the short version?

A back catalogue is usually far too big to watch and almost always already transcribed by the platform hosting it. Searching that text is free and fast, and it tells you which handful of episodes are worth downloading at all.

  1. Go to Vizard Agent with a link to the channel.
  2. Say what kind of moment you want to find.
  3. Say to search the transcripts before downloading anything.

What do you need before you start?

A link and a description of what you are after. The description does not have to be a phrase — "the biggest laughs", "the arguments", "anywhere they talk about the early days" are all searchable, because what gets searched is the words people actually said.

What do you type into Vizard Agent?

Ask for the search before the download. Left unsaid, the natural first move is to fetch the media so it can be examined, which on a catalogue of a hundred episodes is a great deal of downloading before anybody knows what they are looking for.

Prompt

Here is the channel. Before downloading anything, can you pull the transcripts for every episode and search them for the biggest laughter moments and the arguments? Then download only the episodes those searches point at.

Variants worth knowing:

What does Vizard Agent actually do?

Here is the order Vizard Agent worked in on a real podcast back catalogue running to dozens of episodes. The first ten steps of this list are all text and no media at all, which is the only reason a catalogue that size is workable in an afternoon.

  1. Lists every episode on the channel.
  2. Reviews the full list oldest to newest.
  3. Pulls the published transcripts for every episode.
  4. Checks which transcripts came through and which did not.
  5. Investigates why some failed rather than skipping them.
  6. Fetches the remaining transcripts.
  7. Parses all of them into searchable word timings.
  8. Searches every transcript for the kind of moment you named.
  9. Searches again for the other story beats you want.
  10. Downloads low-resolution copies of the key episodes only.
  11. Samples frames across eras to see how the show changed.
  12. Checks which downloaded episodes actually contain video rather than a static logo.
  13. Updates the inventory as more episodes arrive.
  14. Test-runs the finder on one episode to calibrate cost and quality.
  15. Searches every episode that has picture for the strongest moments.

Step twelve is the discovery worth expecting. A podcast published as video often has whole seasons that are audio with a logo on screen, and a montage cut from those is a montage of a logo — so the catalogue gets split into what has picture and what does not before anything is planned.

Step five is a small refusal that matters. When a few transcripts fail to arrive, the tempting move is to carry on with the ones that worked, which quietly turns a search across everything into a search across most things — and the missing episodes are exactly where you will later swear the good moment was.

Step fourteen is the habit that keeps a big job affordable. Running the expensive search on one episode first tells you what it costs and whether the results are any good, which is a much better moment to change your mind than after ninety of them.

What does the result look like?

A shortlist of episodes and timestamps, drawn by Vizard Agent from searching every episode rather than from sampling a few, with a note on which of them have usable picture. Only the episodes that actually matter have been downloaded at all.

The catalogue becomes something you can ask questions of.

When does this not work well?

The text has to exist somewhere first. A channel with no published captions means Vizard Agent transcribing everything, which is exactly the expensive path this approach exists to avoid, and any search is only ever as good as the transcript sitting underneath it.

How do you fix a result that came back wrong?

Say what the search missed, and if you can, name an episode you know contains it. Vizard Agent keeps every transcript it parsed, so widening a search or trying a different set of words costs nothing beyond running the search itself again.

How does Vizard Agent compare to doing it yourself?

By hand this starts with downloading, because that is what you do with videos, and the search happens by scrubbing whichever episodes you remember. Everything you do not remember is invisible, and the audio-only seasons are discovered halfway through the edit.

By hand Vizard Agent
First move Download the episodes Search the published transcripts
Coverage The ones you remember Every episode
What gets fetched Everything, or too little Only what the search points at
Audio-only episodes Found late Checked before planning
A big search All or nothing Calibrated on one episode first

Common questions

Does it need the video files? Not at first. Vizard Agent searches the text before fetching anything.

Where do the transcripts come from? The platform's own published captions, where Vizard Agent can reach them.

What if some are missing? Vizard Agent investigates and fetches what it can.

Can it find moments with no speech? Not from text. Vizard Agent needs to look at the footage for those.

How many episodes can it handle? A full catalogue. Vizard Agent works through the list.

Will it download everything? No. Vizard Agent fetches only what the search points at, in low resolution first.

What about audio-only episodes? Vizard Agent checks which have picture before planning anything.

Can it tell me the cost first? Yes. Vizard Agent calibrates on one episode before the batch.

Can I search for several things? Yes, and each search reuses the same parsed transcripts.

Will it give me timestamps? Yes. Vizard Agent gives a timestamp with each hit.

Can it cut the clips afterwards? Yes. Vizard Agent cuts them from the episodes it identified.

What if the transcript is wrong? Then the search misses it; Vizard Agent will say what was thin.

Does this work for a video channel? Yes, and for anything else Vizard Agent can find captions for.

Why search before downloading? Because downloading a hundred episodes to find six is most of the work and none of the answer.