Summarize Saved Articles
Find saved articles about [topic] in Karakeep. Read the relevant content and summarize their arguments with links.
karakeep
Karakeep AI Employee
Leina connects to Karakeep to help you save useful links, organize bookmarks, and summarize saved reading. Ask in your team chat. Leina does the work and brings back the result.
Connect Karakeep, choose what to share, and hand off your first task.
Leina + Karakeep Example Result
You
Save [article link] as “Accessible checkout patterns” with the note “Use for our checkout review” and tags Design and Accessibility. If it is already saved, leave it unchanged.
Leina
I saved the article with your note and both tags.
Karakeep · Bookmark saved
Accessible checkout patterns
A reading reference ready for the design review.
- Note
- Use for our checkout review.
- Tags
- Design · Accessibility
What Is a Karakeep AI Agent?
A Karakeep AI agent finds material in your library, reads saved articles, and organizes new bookmarks with notes and tags.
You specify the source and the destination. Leina uses the content available to your connection and returns the result for you to review.
Karakeep
Karakeep is a library for saved links, text notes, and files.
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Share the link
Include a title, a note, and useful tags.
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Check your library
Look for an existing bookmark before saving.
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Keep it organized
Save the new bookmark with its context.
What to Ask Leina to Do with Karakeep
Copy a prompt, add your details, and send it to Leina in your connected team chat.
Save and Tag a New Link
Save [link] with title [title], note [note], and tags [tags]. If already saved, show the existing bookmark and leave it unchanged.
karakeep
Your next Karakeep task can start with a message.
Connect. Ask. Get the Result.
Tell Leina what you need in your team chat. Include the source, destination, and expected result.
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Connect Your Account
Connect the tools involved and give Leina access to the content it needs.
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Try a Task
Share the source material, say where the result belongs, and describe what you need.
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Check the Result
Review the result and any changes in the connected app.
Put Leina to Work in Karakeep
Hand off these everyday tasks to your AI employee.
Get Current User
Get the profile of the Karakeep user that owns the connected API key, including name, email and avatar.
Get Current User Stats
Get usage statistics for the Karakeep user that owns the connected API key, including bookmark, tag, list and asset counts.
List Bookmarks
List the bookmarks of the connected Karakeep user, optionally filtered by archived or favourited status, sorted by creation date and paged with a cursor. Keep includeContent false unless the extracted page content is really needed, because it can make the response very large; text bookmarks always carry content.text.
Create Bookmark
Create a bookmark from a link, a text note or an already uploaded asset. Set type to link and provide url, set type to text and provide text, or set type to asset and provide assetType and assetId. When the same URL is already bookmarked Karakeep does not create a duplicate: it returns the existing bookmark with alreadyExists set to true and re-saves it, which bumps createdAt to now, resets archived to false, and overwrites title, favourited, note and summary with whatever you supplied. Only source rss and source import skip that re-save. Call check_bookmark_url first when the existing bookmark must not be touched.
Search Bookmarks
Search the bookmarks of the connected Karakeep user with full text, semantic or hybrid search. Paging uses a search specific cursor that cannot be shared with list_bookmarks. Keep includeContent false unless the extracted page content is really needed, because it can make the response very large; text bookmarks always carry content.text.
Check Bookmark Url
Check whether a URL is already bookmarked and return the id of the existing bookmark, or null when it is not. Useful before calling create_bookmark.
Get Bookmark
Get a single bookmark with its tags, content and attached assets. Keep includeContent false unless the extracted page content is really needed, because it can make the response very large; text bookmarks always carry content.text. Use get_bookmark_content to read long article text in chunks.
Update Bookmark
Update a bookmark. Only the fields you send are changed, and sending null clears a nullable field, so existing values are overwritten. Fields that do not belong to the bookmark variant are not ignored: Karakeep rejects the whole request with a 400 such as Attempting to set link attributes for non-link type bookmark and writes nothing, so send only the fields that match the bookmark type.
Delete Bookmark
Permanently delete a bookmark together with its tags, highlights and attached assets.
Get Bookmark Content
Read the readable content of a bookmark in chunks as markdown or plain text. This is the safe way to read long articles: pass nextCursor back to fetch the following chunk instead of asking for the whole content with includeContent. Karakeep rejects a cursor with CONTENT_CHANGED when the bookmark content changed while paging, in which case restart from the first chunk.
Summarize Bookmark
Generate an AI summary for a link bookmark and return it. Karakeep saves the generated summary on the bookmark, replacing any summary it already had, and re-indexes the bookmark for search, so this is not a read-only preview. The call blocks while the configured model runs, so it can take a while, and it fails with an invalid input error when the Karakeep instance has no inference provider configured. The current server writes the summary before answering and returns it synchronously, so summary normally carries the finished text. The published OpenAPI spec instead documents the whole bookmark record, so an instance following that shape can answer with summary null; in that case read the bookmark again with get_bookmark until summarizationStatus is success and take the summary from there.
Attach Tags To Bookmark
Attach tags to a bookmark. Reference each tag by tagId, or by tagName to let Karakeep create the tag when it does not exist yet.
Detach Tags From Bookmark
Detach tags from a bookmark. Reference each tag by tagId or by tagName. The tags themselves are kept, only the attachment to this bookmark is removed.
Get Bookmark Lists
List the Karakeep lists that contain a bookmark.
Get Bookmark Highlights
List the highlights stored on a bookmark.
Attach Asset To Bookmark
Attach an already uploaded asset to a bookmark, for example a screenshot or a PDF. Upload the file first to obtain an asset id. Only the screenshot, pdf, assetScreenshot, precrawledArchive, bannerImage, video and userUploaded roles can be attached; linkHtmlContent, bookmarkAsset, fullPageArchive, avatar and unknown assets are maintained by Karakeep itself and are rejected with a 400.
Replace Asset On Bookmark
Replace an asset that is attached to a bookmark with another already uploaded asset. The replaced asset is deleted and the new asset takes over its role. The asset being replaced must hold an attachable role, meaning screenshot, pdf, assetScreenshot, precrawledArchive, bannerImage, video or userUploaded; assets Karakeep maintains itself, including linkHtmlContent, bookmarkAsset, fullPageArchive, avatar and unknown, are rejected with a 400.
Detach Asset From Bookmark
Detach an asset from a bookmark. Karakeep deletes the asset record together with the stored file, so the asset id becomes unusable afterwards and the bytes are gone; the bookmark keeps its other assets. Only screenshot, pdf, assetScreenshot, fullPageArchive, precrawledArchive, bannerImage, video and userUploaded assets can be detached; linkHtmlContent, bookmarkAsset, avatar and unknown assets are maintained by Karakeep itself and are rejected with a 400.
List Lists
Retrieve all bookmark lists for the authenticated Karakeep user, including both manual and smart lists. This endpoint is not paginated and returns every list in one response.
Create List
Create a new bookmark list. Manual lists receive bookmarks that are added explicitly, while smart lists are populated automatically by a saved search query.
Get List
Retrieve a single Karakeep list by its id.
Update List
Partially update a Karakeep list. Only the fields present in the input are changed, and sending null for description or parentId clears the stored value.
Delete List
Delete a Karakeep list. Only the list itself is removed; the bookmarks it contained are kept.
Get List Bookmarks
Retrieve one page of the bookmarks inside a Karakeep list. For smart lists the bookmarks are computed from the saved query of the list.
Add Bookmark To List
Add a bookmark to a manual Karakeep list. The operation is idempotent, so adding a bookmark that is already in the list succeeds and changes nothing.
Remove Bookmark From List
Remove a bookmark from a manual Karakeep list. The bookmark itself is kept. Karakeep rejects the request when the bookmark is not a member of the list.
List Tags
Retrieve one page of Karakeep tags. Tags can be filtered by name fragment and by who attached them, and sorted by name, usage count or relevance. Pagination is only active when limit is given: omit limit and Karakeep returns every tag in one response with no cursor.
Create Tag
Create a new Karakeep tag. The name is trimmed and normalized into the tag style configured for the account.
Get Tag
Retrieve a single Karakeep tag by its id, including how many bookmarks carry it and who attached it.
Update Tag
Rename a Karakeep tag. The name is the only field this endpoint can change, so it is required. The new name is trimmed and normalized, and every bookmark carrying the tag sees the new name.
Delete Tag
Delete a Karakeep tag. The tag is detached from every bookmark that carried it; the bookmarks themselves are kept.
Get Tag Bookmarks
Retrieve one page of the bookmarks that carry a given Karakeep tag.
List Highlights
Retrieve one page of the highlights the authenticated Karakeep user has made across all bookmarks.
Create Highlight
Create a text highlight on a Karakeep bookmark. A highlight is defined by the character offsets it covers in the readable content of the bookmark and can carry a color and a note.
Get Highlight
Retrieve a single Karakeep highlight by its id.
Update Highlight
Partially update a Karakeep highlight. Only the color and the note can be changed, and sending null for the note clears it.
Delete Highlight
Delete a Karakeep highlight and return the record that was removed. The bookmark the highlight belonged to is kept.
Upload Asset
Upload a file to Karakeep as a new standalone asset. The connector downloads fileUrl server side and posts the bytes as multipart/form-data under the form field file. Karakeep accepts only image/gif, image/jpeg, image/png, image/webp, video/mp4, video/webm, video/x-matroska, text/html and application/pdf. It sniffs binary types from the bytes themselves and ignores the declared type for them, but HTML carries no signature, so an HTML upload is accepted only when the declared content type is exactly text/html. Anything above the instance asset size limit is rejected with an Asset is too big error; that limit is MAX_ASSET_SIZE_MB multiplied by 1024 * 1024, so it is 50 MiB by default. The asset is created detached from any bookmark, so follow up with attach_asset_to_bookmark when it belongs to one.
Get Asset
Download the binary content of a Karakeep asset and hand it back as a temporary connector file URL. The connector streams the bytes from Karakeep into file transit instead of returning them inline, so the action also works for large images, videos, PDFs and archives. Karakeep sends no Content-Disposition header, so the file name falls back to the asset id plus an extension guessed from the content type.
Get Asset Signed Url
Create a short lived signed download URL for a Karakeep asset. The URL carries its own token, so anyone holding it can fetch the asset without an API key, and it expires between 15 and 75 minutes after it was issued. Karakeep builds the URL from the public URL configured on the instance itself rather than from the instance URL stored on this connection, so a misconfigured self-hosted instance can return a host that is unreachable from the outside.
List Backups
List every account backup recorded for the connected Karakeep user, including the ones that are still pending and the ones that failed.
Create Backup
Trigger a new full account backup for the connected Karakeep user. Karakeep records the request and answers immediately with a backup whose status is pending; the archive itself is produced asynchronously by the instance backup worker, and assetId, size and bookmarkCount stay empty until it finishes. Poll get_backup until status becomes success or failure. When the backup worker is disabled on that instance the record stays pending forever, so always give the polling loop a timeout of its own. Karakeep rate limits this to five backups per hour.
Get Backup
Get one Karakeep backup by id, including its current status, archive size, bookmark count and failure message. This is the polling target for create_backup: keep reading it until status is success or failure, and treat a record that stays pending as a backup worker that is not running on that instance.
Delete Backup
Permanently delete a Karakeep backup record together with the archive file it produced. Karakeep answers with an empty body, so the action reports the deleted backup id instead.
Download Backup
Download the archive of a finished Karakeep backup and hand it back as a temporary connector file URL. The action reads the backup record first: while the status is still pending it fails with an invalid input error asking you to poll get_backup, on a failed backup it fails with an invalid input error carrying the upstream failure message because that state is terminal and polling will not help, and a success record without an archive asset fails as a provider error. Only then does it stream the archive out of Karakeep into file transit. Karakeep's own download endpoint answers with a redirect to an authenticated relative path that most HTTP clients cannot follow, so the connector resolves the archive asset id itself instead of following the redirect.
List Feeds
Retrieve all RSS feed subscriptions for the authenticated Karakeep user. The response is not paginated and returns every feed at once.
Create Feed
Create a new RSS feed subscription. Karakeep periodically fetches the feed and imports matching items as bookmarks. Karakeep answers with 400 when the per user feed limit has already been reached.
Get Feed
Retrieve a single RSS feed subscription by its id.
Update Feed
Update an RSS feed subscription. Only the fields present in the input are changed; every omitted field keeps its current value.
Delete Feed
Delete an RSS feed subscription. Bookmarks that the feed already imported are not affected.
Fetch Feed Now
Trigger an immediate fetch of an RSS feed subscription. The fetch is only enqueued and runs asynchronously, so newly imported bookmarks appear later; poll get_feed and watch lastFetchedAt to see when it finished.
Admin Update User
Update another Karakeep user's role, bookmark quota, storage quota or browser crawling setting. Only the provided fields are changed, and at least one of them must be present. Karakeep rejects updating the user that owns the API key with a 400. Requires an API key owned by a Karakeep admin user; any other key fails with a 403 provider_error carrying the upstream message Forbidden - Admin access required.
Admin Trigger Recrawl
Trigger a recrawl of link bookmarks across the whole Karakeep instance. Filter by crawl status to target specific bookmarks, for example only the failed ones, and by how recently they were modified. The crawls are queued and run asynchronously. Requires an API key owned by a Karakeep admin user; any other key fails with a 403 provider_error carrying the upstream message Forbidden - Admin access required.
Admin Trigger Reindex
Trigger a reindex of bookmarks in the Karakeep search engine. Without modifiedWithinSeconds Karakeep clears the whole search index first and then re-queues every bookmark, so search results across the instance stay incomplete until the queue drains; with it only the bookmarks modified inside that window are re-queued and the existing index is preserved. The reindex runs asynchronously. Requires an API key owned by a Karakeep admin user; any other key fails with a 403 provider_error carrying the upstream message Forbidden - Admin access required.
Admin Trigger Inference
Trigger AI inference, either tagging or summarization, on bookmarks across the whole Karakeep instance. Filter by inference status and by how recently the bookmarks were modified. The inference jobs are queued and run asynchronously. Requires an API key owned by a Karakeep admin user; any other key fails with a 403 provider_error carrying the upstream message Forbidden - Admin access required.
More Tools for Your AI Employee
Connect the Apps your work depends on, and give Leina the context to carry the task forward.
Keep the Conversation Moving. Let Leina Pick Up the Work.
Hand off a task while your team is discussing it. Leina uses your connected tools and brings the result back to the conversation.
See How Leina Works in SlackLeinaExample Result I saved the article with your note and both tags.
Accessible checkout patterns
Karakeep + Leina: Your Questions, Answered
Can I avoid changing an existing bookmark?
Yes. Ask the assistant to check for the link first and keep an existing bookmark unchanged.
Can it summarize long saved articles?
Yes, when readable article content is available in your library. The assistant can read it in sections.
Will removing one bookmark’s tag delete the tag everywhere?
No. Removing the tag from one bookmark keeps the tag and its other associations.
Make Leina Your Karakeep AI Employee
Start with one task you already need to do. Tell Leina what a finished result should look like.
Connect Karakeep, choose what to share, and hand off your first task.