{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_chandu","slug":"chandu","name":"Chandu","type":"product","url":"https://www.messengerx.io","page_url":"https://unfragile.ai/chandu","categories":["automation"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_chandu__cap_0","uri":"capability://automation.workflow.drag.and.drop.workflow.automation.builder","name":"drag-and-drop workflow automation builder","description":"Provides a visual, node-based workflow editor that allows users to chain automation steps without writing code. Users connect trigger nodes (e.g., incoming email, form submission) to action nodes (e.g., send message, update database) through a canvas interface, with conditional branching and loop support. The platform compiles these visual workflows into executable automation sequences that run on Chandu's cloud infrastructure.","intents":["I want to automate repetitive customer communication tasks without learning to code","I need to create multi-step workflows that trigger based on incoming messages or events","I want to set up conditional logic (if-then-else) in my automation without writing code"],"best_for":["small business owners automating customer service workflows","individual creators managing high-volume communication","non-technical users prototyping automation ideas"],"limitations":["no version control or workflow versioning — changes are applied immediately without rollback capability","limited debugging visibility — error logs and execution traces are minimal compared to enterprise platforms","workflow complexity is constrained by UI — deeply nested conditionals become unwieldy visually"],"requires":["web browser with JavaScript enabled","Chandu account (free tier available)","at least one connected integration or trigger source"],"input_types":["trigger events (webhooks, email, form submissions, scheduled timers)","user-defined variables and parameters"],"output_types":["executed actions (messages sent, data created/updated)","workflow execution logs"],"categories":["automation-workflow","low-code-platform"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_1","uri":"capability://automation.workflow.ai.powered.chatbot.builder.with.conversation.flow.design","name":"ai-powered chatbot builder with conversation flow design","description":"Enables creation of conversational AI agents through a visual flow editor where users define conversation branches, intent matching, and response templates. The platform uses natural language understanding to route user messages to appropriate conversation paths, with support for dynamic variable insertion and context carryover across conversation turns. Chatbots can be deployed to web widgets, messaging platforms, or custom channels via API.","intents":["I want to build a customer support chatbot that handles common questions without coding","I need to create a conversational flow that branches based on user intent or input","I want to deploy a chatbot to my website or messaging app with minimal setup"],"best_for":["small e-commerce businesses handling repetitive customer inquiries","creators building lead qualification bots","teams wanting to reduce support ticket volume through automation"],"limitations":["NLU capabilities are basic — complex intent disambiguation or entity extraction requires manual configuration","no multi-language support mentioned — limits global deployment","conversation context is session-scoped — no persistent memory across separate conversations without external database integration","no A/B testing or conversation analytics built-in"],"requires":["Chandu account","basic understanding of conversation design (intent → response mapping)","optional: API credentials for deployment to external channels"],"input_types":["user text messages","conversation intent definitions","response templates with variable placeholders"],"output_types":["chatbot responses (text, with optional formatting)","conversation logs","routed user intents"],"categories":["automation-workflow","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_10","uri":"capability://safety.moderation.user.authentication.and.access.control.for.workflows.and.chatbots","name":"user authentication and access control for workflows and chatbots","description":"Provides basic authentication mechanisms to restrict access to workflows and chatbots, such as password protection, user login flows, or API key validation. Users can configure authentication requirements for chatbots (e.g., require login before accessing sensitive information) or restrict workflow execution to authenticated users. Supports session management and user context passing to downstream workflow steps.","intents":["I want to require users to log in before accessing my chatbot","I need to restrict workflow execution to authorized users only","I want to personalize chatbot responses based on logged-in user identity"],"best_for":["teams building internal tools or employee-facing chatbots","creators protecting sensitive workflows from unauthorized access","businesses needing user-specific personalization in chatbots"],"limitations":["authentication mechanisms are basic — no multi-factor authentication (MFA) or advanced security features","no role-based access control (RBAC) — all authenticated users have the same permissions","session management is opaque — unclear how long sessions persist or how token refresh works","no audit logging for authentication events — users cannot track who accessed what and when"],"requires":["Chandu workflow or chatbot with authentication configured","user credentials or API keys for authentication"],"input_types":["user credentials (username/password, API key, etc.)","authentication configuration (password, login flow)"],"output_types":["authenticated user context (user ID, session token)","access granted/denied decisions"],"categories":["safety-moderation","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_11","uri":"capability://automation.workflow.workflow.execution.monitoring.and.error.handling","name":"workflow execution monitoring and error handling","description":"Provides visibility into workflow execution status, including execution logs, error messages, and retry mechanisms. When a workflow step fails (e.g., API call times out, database query fails), users can configure error handling behavior: retry the step, skip to an alternative branch, or halt the workflow. Execution logs show which steps ran, their inputs/outputs, and any errors encountered, enabling debugging and troubleshooting.","intents":["I want to see why a workflow failed and debug the issue","I need to automatically retry failed steps instead of losing the request","I want to handle errors gracefully (e.g., if email send fails, log it and continue)"],"best_for":["teams running production workflows and needing reliability","developers debugging workflow issues","users building workflows with external API dependencies that may fail"],"limitations":["error handling is basic — no sophisticated retry strategies (exponential backoff, jitter)","execution logs are likely limited in retention — old logs may be deleted after a period","no alerting or notifications when workflows fail — users must manually check logs","no workflow tracing or distributed tracing — difficult to debug workflows spanning multiple systems"],"requires":["workflow with error handling configured","access to execution logs (may require specific user role)"],"input_types":["workflow execution events","error conditions and retry policies"],"output_types":["execution logs with step-by-step details","error messages and stack traces","retry attempts and outcomes"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_12","uri":"capability://automation.workflow.multi.user.collaboration.and.workflow.sharing","name":"multi-user collaboration and workflow sharing","description":"Allows multiple users to collaborate on building and managing workflows within a shared Chandu workspace. Users can share workflows with team members, assign ownership, and control permissions (view, edit, execute). Changes made by one user are visible to others in real-time or near-real-time, enabling team-based workflow development and management.","intents":["I want my team to collaborate on building and maintaining workflows","I need to share a workflow with a colleague without giving them full account access","I want to assign ownership of workflows to different team members"],"best_for":["teams managing multiple workflows and needing to distribute ownership","organizations with multiple departments automating different processes","agencies building workflows for clients"],"limitations":["no version control or change history — users cannot see who changed what and when","no approval workflows for changes — any user with edit permission can modify workflows","collaboration features are likely basic — no real-time co-editing or conflict resolution","no audit logging for user actions — difficult to track who made changes"],"requires":["Chandu workspace with multiple users","user roles/permissions configured"],"input_types":["user invitations and permission assignments","workflow sharing settings"],"output_types":["shared workflows accessible to team members","user activity logs (if available)"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_2","uri":"capability://automation.workflow.email.automation.and.template.management","name":"email automation and template management","description":"Provides email trigger detection (incoming emails, scheduled sends) and template-based response generation with variable interpolation and conditional content blocks. Users define email templates with merge fields (e.g., {{customer_name}}, {{order_id}}) that are populated from workflow context, and set up rules for when emails are sent (e.g., 'send welcome email 1 hour after signup'). Supports email parsing to extract data from incoming messages for downstream workflow steps.","intents":["I want to send automated emails based on customer actions (signup, purchase, abandonment)","I need to parse incoming emails and extract data to trigger workflows","I want to create reusable email templates with dynamic content without managing SMTP servers"],"best_for":["e-commerce businesses automating transactional and marketing emails","SaaS companies sending onboarding email sequences","customer service teams automating email responses"],"limitations":["email deliverability depends on Chandu's shared IP reputation — no dedicated IP option for high-volume senders","no advanced segmentation or A/B testing for email campaigns","email parsing is rule-based (regex or keyword matching) — complex invoice/document extraction requires manual setup","no DKIM/SPF configuration visible to users — sender authentication is opaque"],"requires":["email account connected to Chandu (Gmail, Outlook, or custom SMTP)","email templates defined in the platform","trigger conditions configured in workflow"],"input_types":["incoming email messages","scheduled time triggers","workflow context variables"],"output_types":["sent emails","extracted email data (parsed fields)","delivery status logs"],"categories":["automation-workflow","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_3","uri":"capability://tool.use.integration.webhook.based.event.triggering.and.custom.integrations","name":"webhook-based event triggering and custom integrations","description":"Allows workflows to be triggered by incoming webhooks from external services, and enables workflows to send outbound webhooks to trigger actions in other systems. Users configure webhook endpoints with payload validation and mapping, converting incoming JSON data into workflow variables. This enables integration with services not in Chandu's pre-built connector library through HTTP POST/GET requests.","intents":["I want to trigger a workflow when an external service sends a webhook (e.g., Stripe payment, GitHub push)","I need to send data from my workflow to a custom API or service not in Chandu's integration list","I want to build a bridge between two systems that don't have a direct integration"],"best_for":["developers integrating Chandu into custom tech stacks","teams using niche or proprietary tools requiring webhook bridges","builders prototyping integrations before requesting official connectors"],"limitations":["webhook payload size limits are not publicly documented — large payloads may be rejected","no request signing or HMAC validation built-in — security relies on URL obscurity or IP whitelisting","webhook retry logic is likely basic (fixed intervals) — no exponential backoff or dead-letter queue for failed deliveries","no webhook testing UI — users must use external tools (Postman, curl) to debug"],"requires":["understanding of HTTP webhooks and JSON payloads","ability to configure webhooks in external services","Chandu workflow with webhook trigger/action nodes"],"input_types":["JSON webhook payloads from external services","HTTP headers and query parameters"],"output_types":["HTTP POST/GET requests to external endpoints","webhook delivery logs"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_4","uri":"capability://tool.use.integration.pre.built.integration.connectors.for.messaging.and.communication.platforms","name":"pre-built integration connectors for messaging and communication platforms","description":"Provides native connectors to popular messaging and communication services (e.g., SMS, WhatsApp, Slack, Discord, Telegram) that abstract away API authentication and payload formatting. Users select a messaging platform from a dropdown, authenticate once, and then use simple action nodes to send messages or listen for incoming messages. The platform handles OAuth flows, token refresh, and API rate limiting transparently.","intents":["I want to send SMS or WhatsApp messages from my workflow without managing Twilio API credentials","I need to listen for messages on Slack or Discord and trigger workflows based on them","I want to notify team members via multiple channels (email, SMS, Slack) from a single workflow"],"best_for":["non-technical users who want to integrate messaging without API knowledge","teams using Slack/Discord as their primary communication hub","businesses needing omnichannel customer communication (SMS, WhatsApp, email)"],"limitations":["integration breadth is limited compared to Make/Zapier — many niche messaging platforms are unsupported","no bulk messaging or campaign scheduling — messaging is event-driven only","rate limiting is opaque — users may hit platform limits without warning","no message delivery confirmation or read receipts for most channels"],"requires":["account with the target messaging platform (Slack workspace, Twilio account, etc.)","OAuth authorization or API key provided to Chandu","workflow configured with messaging action/trigger nodes"],"input_types":["message text with variable interpolation","recipient identifiers (phone number, email, Slack user ID, etc.)","incoming message events from connected platforms"],"output_types":["sent messages to external platforms","incoming message data (text, sender, metadata)","delivery status"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_5","uri":"capability://automation.workflow.conditional.branching.and.logic.operators.in.workflows","name":"conditional branching and logic operators in workflows","description":"Enables workflows to make decisions based on workflow variables, trigger data, or external conditions using if-then-else logic, comparison operators (equals, contains, greater than), and boolean combinations (AND, OR, NOT). Users visually connect condition nodes to different action branches, allowing workflows to follow different paths based on runtime data. Supports nested conditions and fallback branches for unmatched conditions.","intents":["I want to send different responses based on customer attributes (VIP vs regular customer)","I need to route support tickets to different teams based on issue category","I want to skip certain workflow steps if conditions aren't met"],"best_for":["users building moderately complex workflows with business logic","teams automating decision-making processes (routing, escalation)","creators personalizing customer interactions based on attributes"],"limitations":["no advanced logic operators (regex matching, date arithmetic) — limited to basic comparisons","deeply nested conditions become visually unwieldy — no abstraction or sub-workflow support","no condition testing or simulation mode — users must run workflows to validate logic","no support for complex data structures (arrays, objects) in conditions — only scalar values"],"requires":["workflow variables or trigger data to evaluate","understanding of boolean logic and comparison operators"],"input_types":["workflow variables (text, numbers, booleans)","trigger event data","external API responses"],"output_types":["branched workflow execution paths","execution logs showing which conditions were evaluated"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_6","uri":"capability://automation.workflow.variable.management.and.context.passing.across.workflow.steps","name":"variable management and context passing across workflow steps","description":"Allows workflows to define and manipulate variables that persist across multiple steps, enabling data to flow from one action to the next. Users can set variables from trigger data, previous action outputs, or manual input, and reference them in subsequent steps using template syntax (e.g., {{variable_name}}). Supports variable transformation (string concatenation, type conversion) through simple operators without requiring custom code.","intents":["I want to extract data from an incoming email and use it in multiple downstream actions","I need to pass customer ID from a trigger to a database lookup, then use the result in a message","I want to accumulate data across workflow steps and send a summary at the end"],"best_for":["users building multi-step workflows with data dependencies","teams automating data transformation and enrichment tasks","creators personalizing messages with dynamic content"],"limitations":["no complex data structures — variables are limited to strings, numbers, and booleans","no variable scoping — all variables are global to the workflow, risking naming conflicts","limited transformation capabilities — no built-in functions for date parsing, string manipulation, or JSON handling","no variable history or audit trail — users cannot see how variables changed across steps"],"requires":["workflow with multiple steps","understanding of variable naming and template syntax"],"input_types":["trigger event data","action output data","manual variable definitions"],"output_types":["variables available to downstream steps","transformed data for use in messages or API calls"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_7","uri":"capability://automation.workflow.scheduled.and.recurring.workflow.execution","name":"scheduled and recurring workflow execution","description":"Enables workflows to be triggered on a schedule (daily, weekly, monthly, or custom cron expressions) rather than only in response to events. Users define a schedule in the workflow trigger configuration, and Chandu's scheduler executes the workflow at the specified times. Supports timezone-aware scheduling and allows workflows to iterate over lists of items (e.g., send email to all customers in a segment daily).","intents":["I want to send a daily digest email to customers at a specific time","I need to run a weekly report generation and send it to stakeholders","I want to check for stale data and trigger cleanup workflows on a schedule"],"best_for":["teams automating recurring business processes (reports, cleanups, notifications)","creators sending scheduled messages or digests","businesses needing time-based automation without manual triggers"],"limitations":["no execution history or audit trail — users cannot see past executions or debug failures","scheduling granularity is limited — no sub-minute scheduling (e.g., every 30 seconds)","timezone handling may be inconsistent — unclear if user timezone or server timezone is used","no workflow execution confirmation — users don't know if a scheduled workflow ran successfully"],"requires":["workflow configured with a schedule trigger","Chandu account with active subscription (free tier may have limitations)"],"input_types":["schedule definition (cron expression or UI-based frequency selector)","optional: list of items to iterate over"],"output_types":["scheduled workflow executions","execution logs (if available)"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_8","uri":"capability://automation.workflow.form.and.data.collection.with.workflow.integration","name":"form and data collection with workflow integration","description":"Allows users to create simple forms (text fields, dropdowns, checkboxes) that collect user input and automatically trigger workflows with the form data as context. Forms can be embedded on websites, shared via links, or integrated into chatbots. Form submissions are captured as workflow trigger events, with form field values available as variables in downstream steps.","intents":["I want to collect customer feedback or support requests via a form and automatically create tickets","I need to build a lead capture form that triggers a welcome email workflow","I want to gather user preferences and use them to personalize subsequent interactions"],"best_for":["small businesses collecting customer data without building custom forms","creators building lead generation funnels","teams automating intake processes (support requests, feedback, applications)"],"limitations":["form builder is basic — no advanced validation, conditional fields, or multi-step forms","no form analytics or submission tracking — users cannot see response rates or drop-off points","form styling is limited — minimal customization to match brand identity","no CAPTCHA or spam protection — forms may be vulnerable to bot submissions"],"requires":["Chandu workflow to handle form submissions","website or landing page to embed form (if not using direct link)"],"input_types":["user-entered form data (text, selections, etc.)","form submission metadata (timestamp, IP address, etc.)"],"output_types":["form submission events triggering workflows","form data available as workflow variables","submission logs"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_chandu__cap_9","uri":"capability://tool.use.integration.database.and.data.storage.integration.for.workflow.state","name":"database and data storage integration for workflow state","description":"Enables workflows to read from and write to external databases or data storage services (e.g., Google Sheets, Airtable, custom databases via API) to persist workflow state and enable lookups. Users configure database connections, and workflow steps can query records (e.g., 'find customer by email') or create/update records (e.g., 'log interaction'). This allows workflows to maintain state across executions and access historical data.","intents":["I want to look up customer information from a database and use it to personalize responses","I need to log workflow events to a spreadsheet or database for auditing","I want to check if a customer has already been contacted before sending a message"],"best_for":["teams managing customer data and needing to reference it in workflows","creators building stateful automation that depends on historical data","businesses auditing workflow executions and customer interactions"],"limitations":["database query capabilities are limited — no complex joins or aggregations, only simple lookups","no transaction support — multi-step database operations may leave data in inconsistent states","latency overhead — database queries add 500ms-2s per step depending on network and query complexity","no data validation or schema enforcement — users must manually ensure data consistency"],"requires":["external database or storage service (Google Sheets, Airtable, custom API, etc.)","database credentials or API keys provided to Chandu","workflow steps configured with database read/write actions"],"input_types":["query parameters (e.g., customer email to look up)","data to write (e.g., new customer record)"],"output_types":["query results (customer record, list of records)","write confirmations","database operation logs"],"categories":["tool-use-integration","data-processing-analysis","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["web browser with JavaScript enabled","Chandu account (free tier available)","at least one connected integration or trigger source","Chandu account","basic understanding of conversation design (intent → response mapping)","optional: API credentials for deployment to external channels","Chandu workflow or chatbot with authentication configured","user credentials or API keys for authentication","workflow with error handling configured","access to execution logs (may require specific user role)"],"failure_modes":["no version control or workflow versioning — changes are applied immediately without rollback capability","limited debugging visibility — error logs and execution traces are minimal compared to enterprise platforms","workflow complexity is constrained by UI — deeply nested conditionals become unwieldy visually","NLU capabilities are basic — complex intent disambiguation or entity extraction requires manual configuration","no multi-language support mentioned — limits global deployment","conversation context is session-scoped — no persistent memory across separate conversations without external database integration","no A/B testing or conversation analytics built-in","authentication mechanisms are basic — no multi-factor authentication (MFA) or advanced security features","no role-based access control (RBAC) — all authenticated users have the same permissions","session management is opaque — unclear how long sessions persist or how token refresh works","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.72,"ecosystem":0.2,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:29.716Z","last_scraped_at":"2026-04-05T13:23:42.561Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=chandu","compare_url":"https://unfragile.ai/compare?artifact=chandu"}},"signature":"vfhjuOkVtIfNMuXdJelnRSZ+CXZ20xqVT9BsxAPLwND0A9Jx2bjo0coPtIhn9puQODHlbCwqDJXx2QSBCqeyDw==","signedAt":"2026-06-21T14:27:16.896Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/chandu","artifact":"https://unfragile.ai/chandu","verify":"https://unfragile.ai/api/v1/verify?slug=chandu","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}