--- title: "Connect Langfuse to MalShare - APIANT.ai" description: "When \"New Trace\" fires in Langfuse, your agent runs \"Add file\" in MalShare. Describe the whole flow and it is built, tested on every scenario and kept running." canonical: "https://apiant.ai/connect/langfuse-to-malshare" --- # Connect Langfuse to MalShare When **New Trace** fires in [Langfuse](https://apiant.ai/connections/langfuse), your agent runs **Add file** in [MalShare](https://apiant.ai/connections/malshare). Describe the whole flow and it is built, tested on every scenario and kept running. Langfuse **1** trigger Langfuse **14** actions MalShare **12** actions What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it. ## What do you want Langfuse and MalShare to do together? Give your AI client this address. `https://mcp.apiant.ai` One 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.ai` Start Claude Code there, approve the server, and sign in in the browser page it opens. [Claude Code guide (opens in a new tab)](https://apiant.ai/docs/mcp/claude-code) ### 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)](https://apiant.ai/docs/mcp) ### 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)](https://apiant.ai/docs/mcp) ### Zed Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) ### 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)](https://apiant.ai/docs/mcp) ### 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)](https://apiant.ai/docs/mcp) Example flows ## What Langfuse can start in MalShare - When **New Trace** in Langfuse then **Add file** in MalShare - When **New Trace** in Langfuse then **Get file** in MalShare 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 MalShare ## Triggers and actions 1 trigger · 26 actions - Trigger **New Trace** Polling trigger: fires for newly created traces (dedup by trace id / timestamp). - Action **Add Comment** Add a comment to a trace/observation/session/prompt object. - Action **Add Dataset** Create a new dataset. - Action **Add Dataset Item** Create an item (input/expected_output/metadata) in a dataset. - Action **Add Prompt** Create a new prompt version (text or chat). - Action **Add Score** Create a score attached to a trace/observation/session (numeric, categorical, or boolean). - Action **Delete Trace** Delete a trace by id. - Action **Get Project** Reads the Langfuse project that the connection's project-scoped API key belongs to. - Action **Get Prompt** Get a prompt by name (and optional version/label). - Action **Get Trace** Get a single trace by id, including nested observations/scores. - Action **List Dataset Items** List items in a dataset. - Action **List Datasets** List all datasets in the project. - Action **List Prompts** List all prompts in the project. - Action **List Scores** List scores with optional filters. - Action **List Traces** List traces with optional filters (user, session, tags, timerange). - Action **Add file** Uploads a file to the MalShare sample collection. - Action **Add URL download** Fetch a sample from a URL and add the result to the sample collection. - Action **Find samples** Searches MalShare sample hashes, sources and file names for the given query and returns the matching samples. - Action **Find samples by hash** Returns the MalShare samples that match the specified MD5, SHA1 or SHA256 hashes. - Action **Get API limit** Returns how many API requests your MalShare key is allocated per day and how many remain. - Action **Get file** Downloads the raw file contents of a MalShare sample by its MD5, SHA1 or SHA256 hash. - Action **Get file details** Get stored file metadata for a given hash. - Action **Get URL download status** Check status of a download_url task by GUID (missing/pending/processing/finished). - Action **List file types** Lists the file types seen in MalShare samples from the past 24 hours, with how many samples of each type were added. - Action **List hashes** Lists the hashes of samples added to MalShare in the past 24 hours. - Action **List hashes by type** Lists the MD5/SHA1/SHA256 hashes of samples of a specific file type added to MalShare in the past 24 hours. - Action **List sources** Lists the sources samples were collected from in the past 24 hours. ## Each app on its own - [ **Langfuse** Langfuse is an open-source LLM engineering platform (GitHub) that helps teams collaboratively debug...](https://apiant.ai/connections/langfuse) - [ **MalShare** Malware Archive / file sourcing](https://apiant.ai/connections/malshare) Reviews ## What our customers say ## More from Langfuse - [ **Langfuse to 5DollarFootball** Football fixtures, results, standings and historical odds with corner and card lines](https://apiant.ai/connect/langfuse-to-5dollarfootball) - [ **Langfuse to Cloudflare Trace** Cloudflare Trace is a free JSON wrapper over Cloudflare's edge trace endpoint that reports what Cloudflare...](https://apiant.ai/connect/langfuse-to-cloudflare-trace) - [ **Langfuse to PaperClean** Clean document photos for printing, remove shadows, fix lighting](https://apiant.ai/connect/langfuse-to-paperclean) - [ **Langfuse to Postman** Postman is a platform for building and testing APIs.](https://apiant.ai/connect/langfuse-to-postman) - [ **Langfuse to Rendobar** Hosted media processing over REST: transcode, caption, watermark video](https://apiant.ai/connect/langfuse-to-rendobar) - [ **Langfuse to Runpod** Cloud GPU platform for renting on-demand compute to train and deploy AI models, including serverless...](https://apiant.ai/connect/langfuse-to-runpod) ## More into MalShare - [ **Sendr to MalShare** Sendr is a personalized outreach platform that helps sales teams enrich data, clean leads, and create...](https://apiant.ai/connect/sendr-to-malshare) - [ **HubSpot to MalShare** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/hubspot-to-malshare) - [ **Salesforce to MalShare** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/salesforce-to-malshare) - [ **Slack to MalShare** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/slack-to-malshare) - [ **Google Sheets to MalShare** Google Sheets is Google's online spreadsheet app for creating, editing and sharing spreadsheets.](https://apiant.ai/connect/google-sheets-to-malshare) - [ **Gmail to MalShare** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/gmail-to-malshare) Questions ## Langfuse and MalShare, 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 MalShare when something happens in Langfuse? Any of MalShare's 12 actions, including Add file, Add URL download, Find samples and Find samples by hash. Your agent maps the data both ways and tests every scenario before it ships. ### ### Can it also run from MalShare to Langfuse? MalShare has no triggers in the catalog today, so automations start in Langfuse. If you need the other direction, ask: your agent reads MalShare's API documentation and adds it. ### ### Do I have to build a connector for Langfuse or MalShare? 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 MalShare 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.