Integration
Connect Langfuse to JigsawStack
When New Trace fires in Langfuse, your agent runs Add file in JigsawStack. Describe the whole flow and it is built, tested on every scenario and kept running.
What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it.
Build solutions, not workarounds.
What do you want Langfuse and JigsawStack to do together?
Ask the assistant
Connect your AI client
Give your AI client this address.
https://mcp.apiant.aiOne connection does both: ask your client to act in an app once, or have it build an automation that keeps running. Any client that takes a remote MCP server. Nothing to install. Create your free account, then sign in once in your browser.
Set it up in your client
Claude Code
Run this in the directory you want to work in.
claude mcp add --transport http -s project apiant-ai https://mcp.apiant.aiStart Claude Code there, approve the server, and sign in in the browser page it opens.
Claude Code guide (opens in a new tab)Claude, web and desktop
Open Customize, then Connectors, then Add custom connector, and paste the address. On Team and Enterprise an owner adds it first.
Setup guide (opens in a new tab)Cursor
Add the address to your MCP configuration as a server URL. Cursor signs you in in your browser.
Setup guide (opens in a new tab)Zed
Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server.
Setup guide (opens in a new tab)Codex and the ChatGPT desktop app
Open Settings, then MCP servers, then Add server, and choose Streamable HTTP. From the terminal, Codex takes the address with its own add command and then signs you in.
Setup guide (opens in a new tab)Any other MCP client
Paste the address where the client asks for a remote MCP server URL, and name the server apiant-ai where it lets you. APIANT's skills reach the client over the same connection.
Setup guide (opens in a new tab)Example flows
What Langfuse can start in JigsawStack
When New Trace in Langfuse
then Add file in JigsawStack
When New Trace in Langfuse
then Add prompt in JigsawStack
Starting points drawn from the triggers and actions in the catalog today. Describe the flow you need, at any depth, and your agent builds it and tests every scenario before it ships.
Everything your agent can do with Langfuse and JigsawStack
Triggers and actions 1 trigger ยท 40 actions
Trigger
New TracePolling trigger: fires for newly created traces (dedup by trace id / timestamp).
Action
Add CommentAdd a comment to a trace/observation/session/prompt object.
Action
Add DatasetCreate a new dataset.
Action
Add Dataset ItemCreate an item (input/expected_output/metadata) in a dataset.
Action
Add PromptCreate a new prompt version (text or chat).
Action
Add ScoreCreate a score attached to a trace/observation/session (numeric, categorical, or boolean).
Action
Delete TraceDelete a trace by id.
Action
Get ProjectReads the Langfuse project that the connection's project-scoped API key belongs to.
Action
Get PromptGet a prompt by name (and optional version/label).
Action
Get TraceGet a single trace by id, including nested observations/scores.
Action
List Dataset ItemsList items in a dataset.
Action
List DatasetsList all datasets in the project.
Action
List PromptsList all prompts in the project.
Action
List ScoresList scores with optional filters.
Action
List TracesList traces with optional filters (user, session, tags, timerange).
Action
Add fileUploads a file to JigsawStack file storage.
Action
Add promptCreates a reusable AI prompt template in the Prompt Engine.
Action
Classify textClassifies input text/data against provided or inferred labels.
Action
Convert HTMLConverts HTML content to another format (e.g. PDF/image).
Action
Delete fileDeletes a stored file by key.
Action
Delete promptDeletes a Prompt Engine template by id.
Action
Generate embeddingGenerates a vector embedding for input text/image.
Action
Generate imageGenerates an image from a text prompt.
Action
Generate speechTurns text into spoken audio and returns the generated audio file.
Action
Generate SQLConverts a natural-language prompt into a SQL query.
Action
Get promptRetrieves a Prompt Engine template by id.
Action
List promptsLists Prompt Engine templates.
Action
NSFWQuickly detect nudity, violence, hentai, porn and more NSFW content in images.
Action
Object DetectionRecognise objects within an image with great accuracy.
Action
ProfanityCheck any text for profanity.
Action
Run promptExecutes a saved Prompt Engine template with runtime inputs.
Action
Scrape webpageScrapes structured content/data from a given URL.
Action
Search webRuns a web search query and returns ranked results.
Action
Sentiment AnalysisPerform sentiment analysis on a given text.
Action
Spam CheckAction
Speech to TextTranscribe video and audio files with ease leveraging Whisper large V3 AI model.
Action
Spell CheckCheck and correct spelling errors in a text.
Action
SummaryGenerate smarter text summaries with AI
Action
TranslateTranslate text from one language to another.
Action
Translate imageTranslates text found within an image to a target language.
Action
vOCRRecognise, describe and retrieve data within an image with great accuracy.
No trigger or action matches that. Ask your agent to add it: it reads the API documentation and builds what you describe.
Each app on its own
Reviews
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Questions
Langfuse and JigsawStack, answered
What can start an automation from Langfuse?
Any of Langfuse's 1 trigger in the catalog, including New Trace. Describe the moment in plain language and your agent picks the right one.
What can your agent do in JigsawStack when something happens in Langfuse?
Any of JigsawStack's 26 actions, including Add file, Add prompt, Classify text and Convert HTML. Your agent maps the data both ways and tests every scenario before it ships.
Can it also run from JigsawStack to Langfuse?
JigsawStack has no triggers in the catalog today, so automations start in Langfuse. If you need the other direction, ask: your agent reads JigsawStack's API documentation and adds it.
Do I have to build a connector for Langfuse or JigsawStack?
No. Both are in the catalog with their triggers and actions. You describe the automation; your agent builds it, tests every scenario and keeps it running.
Can my AI client use Langfuse and JigsawStack without building an automation?
Yes. With your AI client connected to APIANT, ask it to do something in either app once and it runs that action on the spot. Ask for an automation and your agent builds it, tests every scenario and keeps it running. One connection covers both.
What happens when something fails?
Your agent works that out for you. It plans the failure paths along with the happy path, then tests every scenario before it ships.
Is there a free plan?
Yes. Every plan includes the agent, including free, and building from your own AI client spends no assistant credits.