{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_shako","slug":"shako","name":"Shako","type":"product","url":"https://shako.ai","page_url":"https://unfragile.ai/shako","categories":["automation"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_shako__cap_0","uri":"capability://automation.workflow.visual.workflow.builder.with.drag.and.drop.process.composition","name":"visual workflow builder with drag-and-drop process composition","description":"Provides a canvas-based interface for constructing business process automation workflows without code, using a node-and-edge graph model where users connect predefined action blocks (triggers, conditions, data transforms, API calls) to define sequential or branching execution paths. The builder likely uses a state machine or DAG (directed acyclic graph) pattern to validate workflow topology and prevent circular dependencies, with real-time preview of execution flow.","intents":["I want to automate a multi-step customer onboarding process without writing code","I need to create conditional logic that routes tasks based on data values","I want to visualize how my business process flows before deploying it"],"best_for":["Non-technical business analysts and operations managers","Small teams without dedicated DevOps or automation engineers","Rapid prototyping of process automation without development overhead"],"limitations":["Visual abstraction may obscure complex logic — deeply nested conditionals become difficult to manage visually","No version control or diff visualization for workflow changes, making collaboration and rollback challenging","Limited ability to express custom business logic beyond predefined action blocks without extending the platform"],"requires":["Web browser with modern JavaScript support (Chrome, Firefox, Safari, Edge)","Account creation on Shako platform","Basic understanding of process flow and conditional logic"],"input_types":["user interactions (drag-and-drop)","configuration parameters (text, numbers, dropdowns)","trigger definitions (event types, schedules)"],"output_types":["executable workflow definition (likely JSON or proprietary format)","visual diagram representation","deployment-ready automation configuration"],"categories":["automation-workflow","visual-programming"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_1","uri":"capability://text.generation.language.ai.powered.chatbot.builder.with.conversation.flow.design","name":"ai-powered chatbot builder with conversation flow design","description":"Enables creation of customer-facing conversational agents through a visual dialogue tree or intent-matching system, where users define conversation paths, user intents, and bot responses without coding. The system likely uses NLP intent classification (possibly via transformer models or rule-based matching) to route user messages to appropriate response branches, with support for context persistence across conversation turns and integration with backend workflows.","intents":["I want to build a customer support chatbot that answers FAQs without hiring support staff","I need to collect structured information from users through conversational prompts","I want to route customer inquiries to the right department based on their intent"],"best_for":["Small businesses implementing first-generation customer service automation","Teams needing lightweight chatbots for lead qualification or FAQ handling","Non-technical product managers designing customer interaction flows"],"limitations":["Intent classification accuracy depends on training data quality — may struggle with ambiguous or out-of-domain user inputs","No apparent support for multi-language NLU, limiting global reach","Context window and conversation memory appear limited, making complex multi-turn dialogues difficult","Integration with external knowledge bases or RAG systems not documented, limiting ability to answer domain-specific questions"],"requires":["Shako account with chatbot feature enabled","Web browser for chatbot builder interface","Optional: API credentials for backend workflow integration"],"input_types":["user text messages","conversation intent definitions","response templates and branching logic"],"output_types":["conversational responses (text)","structured data extraction (form fields, entities)","workflow triggers (routing to backend automation)"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_10","uri":"capability://automation.workflow.error.handling.and.retry.logic.in.workflows","name":"error handling and retry logic in workflows","description":"Provides mechanisms for handling workflow failures, including retry policies (exponential backoff, fixed delays), error routing (alternative paths on failure), and error notifications. When a workflow step fails, the system can automatically retry the step with configurable delays and maximum attempts, or route execution to an error handling path for manual intervention or alternative processing. Error details are logged for debugging.","intents":["I want my workflow to automatically retry failed API calls instead of stopping","I need to send an alert when a critical workflow step fails","I want to route failed orders to a manual review queue instead of losing them"],"best_for":["Workflows integrating with unreliable external services","Mission-critical automations requiring resilience","Processes needing graceful degradation on partial failures"],"limitations":["Retry policies likely limited to simple exponential backoff — no support for complex backoff strategies (jitter, circuit breakers)","No apparent support for idempotency guarantees, risking duplicate processing on retries","Error routing may be limited to simple conditions rather than sophisticated error classification","Dead-letter queue or persistent error storage not documented, risking data loss on repeated failures","No integration with external error tracking or alerting systems (Sentry, PagerDuty)"],"requires":["Workflow with potential failure points (API calls, external integrations)","Configuration of retry policies and error handling paths","Optional: error notification channels (email, webhook)"],"input_types":["retry policy configuration (max attempts, delay strategy)","error condition definitions","error handling action specifications"],"output_types":["retry execution attempts","error notifications","error logs and diagnostics"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_11","uri":"capability://automation.workflow.workflow.scheduling.with.cron.like.time.based.triggers","name":"workflow scheduling with cron-like time-based triggers","description":"Enables scheduling of workflows to run at specific times or intervals using cron expressions or a visual schedule builder (daily, weekly, monthly, custom intervals). The system maintains a scheduler that evaluates trigger conditions at specified times and initiates workflow execution. Scheduled workflows may support timezone configuration and can be paused, resumed, or modified without redeployment.","intents":["I want to run a daily report generation at 2 AM every night","I need to send weekly summary emails to my team every Monday at 9 AM","I want to execute a cleanup task every hour to remove old data"],"best_for":["Batch processing and scheduled maintenance tasks","Recurring business processes (reports, summaries, cleanups)","Time-sensitive automations with predictable schedules"],"limitations":["Cron expression support may be limited or require UI picker instead of direct expression entry","Timezone handling may be limited to UTC or a small set of predefined zones","No apparent support for complex scheduling patterns (e.g., 'every 2nd Tuesday of the month')","Execution time guarantees not documented — unclear if scheduled workflows execute exactly at scheduled time or with delays","No support for dynamic scheduling based on external events or conditions"],"requires":["Workflow configured for scheduled execution","Schedule definition (cron expression or UI configuration)","Optional: timezone specification"],"input_types":["schedule definition (cron syntax or UI picker)","timezone configuration","schedule enable/disable toggle"],"output_types":["scheduled workflow execution","execution logs with scheduled timestamp","next scheduled execution time"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_2","uri":"capability://automation.workflow.trigger.based.workflow.execution.with.event.routing","name":"trigger-based workflow execution with event routing","description":"Implements a publish-subscribe or event-driven architecture where workflows are initiated by predefined triggers (scheduled times, incoming webhooks, form submissions, API calls, or manual invocation). The system routes incoming events to matching workflows based on trigger conditions, executes the workflow DAG sequentially or in parallel where applicable, and manages execution state and error handling. Likely uses a job queue or message broker pattern to decouple trigger reception from workflow execution.","intents":["I want to automatically send a welcome email when a new customer signs up","I need to run a daily report generation task at 2 AM without manual intervention","I want to trigger a workflow when data arrives via webhook from an external system"],"best_for":["Teams automating time-sensitive or event-driven business processes","Integration scenarios requiring real-time response to external system events","Scheduled batch operations (daily reports, weekly cleanups, monthly reconciliations)"],"limitations":["Trigger latency and execution guarantees not documented — unclear if platform provides exactly-once or at-least-once semantics","No apparent support for complex event correlation or temporal patterns (e.g., 'trigger if event A occurs within 5 minutes of event B')","Webhook retry logic and dead-letter queue handling not documented, risking data loss on transient failures","Scaling limitations on free tier likely restrict concurrent workflow executions"],"requires":["Shako account with workflow automation enabled","Trigger configuration (schedule, webhook URL, form, or API endpoint)","Optional: API credentials for external event sources"],"input_types":["scheduled time expressions (cron-like syntax or UI picker)","webhook payloads (JSON)","form submissions","manual trigger invocation"],"output_types":["workflow execution logs","execution status (success, failure, timeout)","side effects (emails sent, data updated, API calls made)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_3","uri":"capability://data.processing.analysis.data.transformation.and.mapping.within.workflows","name":"data transformation and mapping within workflows","description":"Provides built-in data transformation capabilities within workflow steps, allowing users to map, filter, aggregate, or restructure data flowing between workflow nodes without external ETL tools. Likely supports JSON path expressions, template literals, or a visual field-mapping interface to extract and reshape data from API responses, form submissions, or previous workflow steps. May include basic functions for string manipulation, date formatting, and conditional value assignment.","intents":["I need to extract specific fields from an API response and reformat them for the next step","I want to combine data from multiple sources into a single structured format","I need to conditionally transform values based on business rules (e.g., apply discount if order > $100)"],"best_for":["Workflows integrating multiple systems with different data schemas","Teams needing lightweight data transformation without dedicated ETL platforms","Rapid prototyping of data pipelines before investing in enterprise tools"],"limitations":["Transformation capabilities likely limited to simple mappings and basic functions — complex aggregations or window functions not supported","No apparent support for batch processing or streaming data transformations","Lack of data validation or schema enforcement may lead to silent failures downstream","Performance on large datasets (>10K records) unknown and likely poor compared to dedicated ETL tools"],"requires":["Workflow with data input (API response, form data, or previous step output)","Understanding of data structure and transformation logic needed","Optional: JSON path or template syntax knowledge"],"input_types":["JSON objects","form field values","API response payloads","previous workflow step outputs"],"output_types":["transformed JSON objects","mapped field values","formatted strings (dates, numbers, text)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_4","uri":"capability://tool.use.integration.integration.with.external.apis.and.third.party.services","name":"integration with external apis and third-party services","description":"Enables workflows to call external APIs, webhooks, or SaaS services through HTTP-based action blocks that support GET, POST, PUT, DELETE methods with configurable headers, authentication (API keys, OAuth, basic auth), request bodies, and response parsing. The system likely maintains a library of pre-configured integrations for common services (email, SMS, CRM, payment processors) with simplified configuration, while also supporting generic HTTP calls for custom integrations. Response handling includes status code checking, JSON parsing, and error routing.","intents":["I want to send data from my workflow to a CRM or email service","I need to fetch data from an external API and use it in my workflow","I want to call a custom webhook or internal API endpoint from my automation"],"best_for":["Teams integrating Shako with existing SaaS tools and internal APIs","Workflows requiring real-time data exchange with external systems","Scenarios where pre-built integrations reduce configuration time"],"limitations":["Integration ecosystem appears limited compared to Zapier (1000+ apps) or Make (1000+ modules) — likely supports <100 pre-configured services","No apparent support for complex authentication flows (OAuth 2.0 with refresh tokens, SAML, mTLS)","Rate limiting and throttling strategies not documented, risking API quota exhaustion","Timeout and retry logic for failed API calls not clearly specified","No built-in request/response logging or debugging tools for troubleshooting integration issues"],"requires":["API credentials or authentication tokens for target service","Knowledge of target API endpoints and request/response formats","Network access to external APIs (no apparent proxy or VPN support)"],"input_types":["API endpoint URLs","HTTP method selection","request headers and body (JSON, form data, XML)","authentication credentials"],"output_types":["HTTP response status codes","parsed JSON response bodies","error messages and status codes"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_5","uri":"capability://automation.workflow.workflow.execution.monitoring.and.logging","name":"workflow execution monitoring and logging","description":"Provides visibility into workflow execution history, including execution timestamps, status (success/failure), duration, input/output data, and error messages. The system likely stores execution logs in a time-series database or log aggregation system, with a dashboard or UI for querying and filtering execution history. May include basic alerting for failed executions or performance anomalies, though advanced monitoring features are likely limited on the free tier.","intents":["I want to see if my automation ran successfully and debug why it failed","I need to audit which workflows executed and what data they processed","I want to monitor execution performance and identify bottlenecks"],"best_for":["Teams troubleshooting automation failures and performance issues","Compliance-sensitive workflows requiring execution audit trails","Iterative workflow development and optimization"],"limitations":["Log retention period likely limited on free tier (7-30 days), insufficient for long-term compliance audits","No apparent support for structured logging or custom log fields, limiting debugging depth","Alerting and notifications likely unavailable or limited on free tier","No integration with external monitoring systems (Datadog, New Relic, CloudWatch)","Performance metrics (latency, throughput) likely not available or aggregated"],"requires":["Completed workflow execution","Access to Shako dashboard or API","Optional: email or webhook for alert notifications"],"input_types":["workflow execution events","error messages and stack traces","execution metadata (timestamps, duration, user)"],"output_types":["execution logs (text or JSON)","execution status summaries","performance metrics (duration, throughput)","alert notifications"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_6","uri":"capability://automation.workflow.conditional.branching.and.decision.logic.in.workflows","name":"conditional branching and decision logic in workflows","description":"Allows workflows to branch execution paths based on conditional logic (if-then-else, switch statements) evaluated against workflow data, previous step outputs, or external data sources. Conditions are likely defined through a visual rule builder or expression language supporting comparisons (equals, greater than, contains), logical operators (AND, OR, NOT), and nested conditions. The system routes execution to different workflow paths based on condition evaluation, enabling complex business logic without code.","intents":["I want to send different emails based on customer type or purchase amount","I need to route support tickets to different teams based on priority or category","I want to skip certain workflow steps if specific conditions aren't met"],"best_for":["Workflows with multiple execution paths based on business rules","Decision-heavy processes (approvals, routing, escalations)","Teams implementing complex automation without custom code"],"limitations":["Complex nested conditions may become difficult to manage visually and prone to logic errors","No apparent support for advanced pattern matching or regular expressions","Condition evaluation performance on large datasets unknown","Limited ability to reference external data sources in conditions (likely only workflow data and previous outputs)","No built-in testing or validation of conditional logic before deployment"],"requires":["Workflow data or previous step outputs to evaluate conditions against","Understanding of business logic and decision rules","Optional: knowledge of comparison operators and logical expressions"],"input_types":["workflow variables and data fields","previous step outputs","literal values (strings, numbers, dates)"],"output_types":["boolean evaluation result (true/false)","selected execution path","conditional action execution"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_7","uri":"capability://automation.workflow.form.based.data.collection.with.workflow.integration","name":"form-based data collection with workflow integration","description":"Enables creation of web forms that collect user input and automatically trigger workflows with the collected data as input. Forms likely support various field types (text, email, phone, dropdown, checkbox, file upload) with validation rules, and submission data is passed directly to workflow steps for processing. The system may provide embeddable form widgets or hosted form pages, with optional styling and branding customization.","intents":["I want to collect customer information through a form and automatically create a CRM record","I need to gather support requests and route them to the right team","I want to collect survey responses and trigger analysis workflows"],"best_for":["Lead generation and customer onboarding workflows","Support ticket and request collection systems","Data collection and processing automation"],"limitations":["Form customization likely limited to basic styling — no advanced UI/UX features like multi-step forms or conditional field visibility","File upload handling and storage not documented — unclear if files are stored in Shako or external services","No apparent support for form analytics or submission metrics","CAPTCHA or spam protection not mentioned, risking form abuse","Form embedding may have CORS or iframe restrictions limiting deployment flexibility"],"requires":["Shako account with form builder enabled","Workflow configured to receive form submission data","Optional: custom domain or branding configuration"],"input_types":["user form submissions (text, email, phone, files, selections)","form field definitions and validation rules","styling and branding configuration"],"output_types":["structured form submission data (JSON)","workflow trigger with form data as input","submission confirmation or redirect"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_8","uri":"capability://automation.workflow.workflow.templates.and.reusable.automation.patterns","name":"workflow templates and reusable automation patterns","description":"Provides pre-built workflow templates for common business processes (customer onboarding, lead qualification, invoice processing, support ticket routing) that users can clone and customize rather than building from scratch. Templates likely include pre-configured triggers, actions, and conditional logic specific to the use case, with placeholder values for customization. The system may support creating and sharing custom templates within teams or across the platform.","intents":["I want to quickly set up a standard workflow without designing it from scratch","I need to ensure consistency across similar automation processes in my team","I want to learn best practices by examining pre-built workflow patterns"],"best_for":["Teams new to automation seeking quick wins and best practices","Organizations standardizing processes across departments","Rapid prototyping and MVP development"],"limitations":["Template library likely small and limited to common use cases — niche business processes may not have templates","Templates may require significant customization to match specific business logic, reducing time savings","No apparent version control or update mechanism for templates, risking stale or broken templates","Limited documentation on template customization and extension","No community template marketplace or sharing mechanism documented"],"requires":["Shako account with access to template library","Understanding of target business process to customize template appropriately","Optional: API credentials for services referenced in template"],"input_types":["template selection and cloning","customization parameters (API keys, field mappings, business rules)"],"output_types":["cloned workflow instance","customized automation ready for deployment"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shako__cap_9","uri":"capability://automation.workflow.multi.step.workflow.execution.with.sequential.and.parallel.processing","name":"multi-step workflow execution with sequential and parallel processing","description":"Supports execution of workflows containing multiple steps that can run sequentially (one after another) or in parallel (simultaneously) depending on workflow design. The system manages dependencies between steps, ensuring data flows correctly from one step to the next, and handles parallel execution coordination and result aggregation. Likely uses a DAG execution engine with topological sorting to determine execution order and manage state across steps.","intents":["I want to run multiple API calls in parallel to speed up my workflow","I need to ensure step B only runs after step A completes successfully","I want to aggregate results from multiple parallel steps before proceeding"],"best_for":["Workflows with complex dependencies and multiple processing steps","Performance-sensitive automations requiring parallel execution","Multi-system integrations requiring coordinated data flow"],"limitations":["Parallel execution limits and concurrency constraints not documented — unclear how many steps can run in parallel","No apparent support for distributed execution across multiple workers or regions","Error handling in parallel steps may be complex — unclear if one failure stops all parallel steps or continues","Debugging parallel workflows likely more difficult than sequential workflows","Performance overhead of orchestrating parallel execution not quantified"],"requires":["Workflow with multiple steps","Understanding of step dependencies and execution order","Optional: knowledge of parallel processing patterns"],"input_types":["workflow step definitions","dependency specifications (sequential or parallel)","data flow between steps"],"output_types":["execution results from all steps","aggregated or combined outputs","execution timeline and performance metrics"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":38,"verified":false,"data_access_risk":"high","permissions":["Web browser with modern JavaScript support (Chrome, Firefox, Safari, Edge)","Account creation on Shako platform","Basic understanding of process flow and conditional logic","Shako account with chatbot feature enabled","Web browser for chatbot builder interface","Optional: API credentials for backend workflow integration","Workflow with potential failure points (API calls, external integrations)","Configuration of retry policies and error handling paths","Optional: error notification channels (email, webhook)","Workflow configured for scheduled execution"],"failure_modes":["Visual abstraction may obscure complex logic — deeply nested conditionals become difficult to manage visually","No version control or diff visualization for workflow changes, making collaboration and rollback challenging","Limited ability to express custom business logic beyond predefined action blocks without extending the platform","Intent classification accuracy depends on training data quality — may struggle with ambiguous or out-of-domain user inputs","No apparent support for multi-language NLU, limiting global reach","Context window and conversation memory appear limited, making complex multi-turn dialogues difficult","Integration with external knowledge bases or RAG systems not documented, limiting ability to answer domain-specific questions","Retry policies likely limited to simple exponential backoff — no support for complex backoff strategies (jitter, circuit breakers)","No apparent support for idempotency guarantees, risking duplicate processing on retries","Error routing may be limited to simple conditions rather than sophisticated error classification","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.2833333333333333,"quality":0.6799999999999999,"ecosystem":0.15000000000000002,"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":"2026-05-24T12:16:33.096Z","last_scraped_at":"2026-04-05T13:23:42.562Z","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=shako","compare_url":"https://unfragile.ai/compare?artifact=shako"}},"signature":"qsmPXSTtLO95DKd+bIvFkobr/BGCd0AjgLEGbas9ohhuUQQXbo0PKxQFW6AggkK1x11d6gz/3tLik4ZBLDMLAg==","signedAt":"2026-06-22T05:27:06.445Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/shako","artifact":"https://unfragile.ai/shako","verify":"https://unfragile.ai/api/v1/verify?slug=shako","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"}}