{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_komandi","slug":"komandi","name":"Komandi","type":"product","url":"https://komandi.app","page_url":"https://unfragile.ai/komandi","categories":["cli-tools"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_komandi__cap_0","uri":"capability://code.generation.editing.natural.language.to.terminal.command.generation","name":"natural-language-to-terminal-command generation","description":"Converts natural language descriptions into executable terminal commands by parsing user intent and mapping it to appropriate CLI syntax, flags, and options. The system likely uses prompt engineering or fine-tuned models to understand command semantics and generate syntactically correct output with proper flag combinations. Handles complex multi-step commands and chains them appropriately for the target shell environment.","intents":["I need to find the right command syntax without searching documentation","I want to generate a complex command with multiple flags without memorizing the exact syntax","I need to convert a high-level task description into executable terminal commands","I want to avoid trial-and-error when constructing commands with unfamiliar tools"],"best_for":["Backend developers working with unfamiliar CLI tools","DevOps engineers managing complex infrastructure commands","System administrators who need quick command generation without documentation lookup","Developers new to specific command-line tools or frameworks"],"limitations":["Generation quality degrades with vague or ambiguous natural language input, requiring iterative refinement","Cannot generate commands for proprietary or extremely niche CLI tools with limited training data","May produce syntactically correct but semantically incorrect commands if user intent is poorly specified","No real-time validation against actual system state or installed tool versions","Context-dependent commands (those requiring knowledge of current directory, environment variables, or system state) may fail without explicit user specification"],"requires":["Internet connection for cloud-based command generation","API key or authentication token for premium generation features","Supported shell environment (bash, zsh, fish, or PowerShell)","Clear, specific natural language description of desired command behavior"],"input_types":["natural language text description","partial command syntax","task intent statement"],"output_types":["executable shell command string","multi-line command chain","command with explanation of flags and options"],"categories":["code-generation-editing","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komandi__cap_1","uri":"capability://search.retrieval.semantic.command.search.and.retrieval","name":"semantic command search and retrieval","description":"Indexes and searches a command database using semantic understanding rather than keyword matching, allowing users to find commands by intent or behavior rather than exact syntax. Likely uses vector embeddings or semantic similarity matching to map natural language queries to stored command metadata. Supports fuzzy matching and intent-based retrieval across command descriptions, aliases, and usage patterns.","intents":["I remember what a command does but not its exact name or syntax","I want to find similar commands to one I already know","I need to search my command history by intent rather than exact keywords","I want to discover alternative commands that accomplish the same task"],"best_for":["Developers with large command histories who need intelligent recall","Teams standardizing on specific CLI tools and needing discoverability","Users switching between different shells or command-line environments","Developers learning new tools and needing to explore command capabilities"],"limitations":["Search quality depends on quality of command metadata and descriptions in the database","Semantic search may return false positives for commands with similar descriptions but different purposes","Cannot search across commands not yet indexed in the system's database","Performance degrades with very large command libraries (10,000+ commands) without proper indexing strategy","Requires initial setup time to populate command database from shell history or manual entry"],"requires":["Populated command database or shell history export","Semantic search backend (vector database or embedding service)","Minimum 100 commands indexed for meaningful semantic search results","Shell history access or manual command import capability"],"input_types":["natural language query","partial command name","intent description","command behavior description"],"output_types":["ranked list of matching commands","command with metadata and usage examples","command suggestions with relevance scores"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komandi__cap_2","uri":"capability://memory.knowledge.personal.command.library.organization.and.tagging","name":"personal command library organization and tagging","description":"Provides a structured system for organizing, categorizing, and tagging frequently-used commands with custom metadata, enabling users to build a personalized command reference. Supports hierarchical organization, custom tags, descriptions, and usage notes. Likely includes persistence to local storage or cloud backend with sync capabilities across devices. Enables quick access to curated command collections without searching.","intents":["I want to organize my frequently-used commands into logical groups","I need to add notes and context to commands I use regularly","I want to share my command library with team members","I need to access my command library across multiple machines"],"best_for":["Individual developers building personal command reference systems","Teams standardizing CLI workflows and command usage","DevOps engineers documenting infrastructure commands","Technical leads creating command libraries for team onboarding"],"limitations":["Manual tagging and organization requires upfront effort and ongoing maintenance","No automatic categorization of commands without explicit user input","Sharing command libraries across teams requires manual export/import or cloud sync setup","Limited collaboration features for team-based command curation","Storage limits on free tier may restrict library size to 500-1000 commands"],"requires":["User account or local storage for command library persistence","Ability to import from shell history or manual command entry","Optional: cloud sync service for multi-device access","Optional: team workspace for shared command libraries"],"input_types":["command string","command description","custom tags","usage notes","command category"],"output_types":["organized command library","tagged command collection","exportable command reference","shareable command list"],"categories":["memory-knowledge","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komandi__cap_3","uri":"capability://data.processing.analysis.shell.history.import.and.migration","name":"shell history import and migration","description":"Extracts and imports command history from existing shell environments (bash, zsh, fish, PowerShell) into Komandi's database, parsing shell-specific history formats and metadata. Handles deduplication, filtering, and normalization of commands across different shell syntaxes. May include intelligent filtering to exclude sensitive commands (passwords, tokens) and system-generated commands.","intents":["I want to migrate my existing shell history into Komandi without manual entry","I need to consolidate command history from multiple shell environments","I want to clean up my history by removing sensitive or irrelevant commands","I need to preserve command metadata like timestamps and execution frequency"],"best_for":["Users switching to Komandi from traditional shell history management","Developers working across multiple shell environments","Teams migrating to standardized command management","Users with large existing command histories (1000+ commands)"],"limitations":["Shell history formats vary significantly; migration may lose metadata for some shells","Cannot recover deleted history or history older than shell retention settings","Sensitive data filtering is heuristic-based and may miss some credentials or tokens","Large history imports (10,000+ commands) may require significant processing time","Shell-specific syntax variations may not translate cleanly across environments"],"requires":["Access to shell history files (.bash_history, .zsh_history, etc.)","Supported shell environment (bash, zsh, fish, PowerShell)","Sufficient storage quota for imported commands","Optional: manual review for sensitive data removal"],"input_types":["shell history file","shell environment type","history date range filter","command filtering criteria"],"output_types":["imported command database","deduplicated command list","migration report with statistics","flagged sensitive commands for review"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komandi__cap_4","uri":"capability://automation.workflow.command.execution.and.result.capture","name":"command execution and result capture","description":"Executes selected commands directly from the Komandi interface and captures output, exit codes, and execution metadata for logging and reference. Integrates with the user's shell environment to run commands in the correct context. Likely stores execution history with timestamps, duration, and output for later retrieval and analysis.","intents":["I want to run a command directly from Komandi without switching to terminal","I need to capture and store command output for documentation or debugging","I want to track which commands succeeded or failed and why","I need to re-run previous commands with the same or modified parameters"],"best_for":["Developers who want to minimize context-switching between terminal and command reference","Teams needing audit trails of executed commands","Users building command workflows that require output capture","DevOps engineers documenting infrastructure changes"],"limitations":["Cannot execute interactive commands that require user input during execution","Output capture limited by available memory for very large outputs (>100MB)","Commands execute in isolated context without access to interactive shell features","No built-in support for long-running background processes or scheduled execution","Security risk if executing untrusted commands; requires explicit user confirmation"],"requires":["Shell environment with execution permissions","Network access if command requires external resources","Sufficient system resources for command execution","User confirmation or allowlist for command execution"],"input_types":["command string","command parameters","execution environment variables","working directory context"],"output_types":["command output (stdout/stderr)","exit code","execution duration","execution timestamp","execution history entry"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komandi__cap_5","uri":"capability://text.generation.language.command.explanation.and.documentation.generation","name":"command explanation and documentation generation","description":"Generates human-readable explanations of terminal commands, breaking down syntax, flags, options, and their effects in plain language. Uses LLM-based analysis to interpret command structure and produce documentation that helps users understand what a command does and why. May include examples, prerequisites, and related commands.","intents":["I need to understand what a complex command does before running it","I want to learn what specific flags and options do in a command","I need to document commands for team members who are unfamiliar with them","I want to understand the side effects and risks of a command before execution"],"best_for":["Junior developers learning CLI tools and command syntax","Teams documenting infrastructure and deployment commands","Technical leads creating onboarding materials","Users encountering unfamiliar commands in shared libraries"],"limitations":["Explanations may be inaccurate for obscure or custom commands with limited training data","Cannot explain commands that use custom aliases or shell functions without context","Explanations are generic and may not account for system-specific configurations","No real-time validation of explanations against actual command behavior","May produce verbose explanations that obscure rather than clarify for simple commands"],"requires":["LLM backend for command analysis and explanation generation","Command string with proper syntax","Optional: command context or environment information"],"input_types":["command string","command with flags and options","partial command syntax"],"output_types":["plain language explanation","flag-by-flag breakdown","usage examples","related commands","prerequisites and warnings"],"categories":["text-generation-language","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komandi__cap_6","uri":"capability://search.retrieval.command.suggestion.and.autocomplete","name":"command suggestion and autocomplete","description":"Provides intelligent command suggestions and autocomplete as users type, leveraging command history, frequency analysis, and semantic similarity to predict intended commands. Uses context from recent commands and user patterns to rank suggestions. Likely includes fuzzy matching and typo tolerance for robust completion.","intents":["I want autocomplete suggestions as I type command names","I need to quickly find frequently-used commands without full typing","I want suggestions based on what I've typed recently","I need typo-tolerant matching for command names I'm not sure about"],"best_for":["Power users who want to minimize typing for frequent commands","Developers working with long or complex command names","Users with large command libraries who need quick filtering","Teams using standardized command naming conventions"],"limitations":["Suggestion quality depends on command history size and frequency data","Cannot suggest commands not yet in the user's history or library","Fuzzy matching may produce false positives for similar command names","Suggestion ranking may be suboptimal for users with inconsistent command usage patterns","No context awareness for commands that require specific prerequisites or system state"],"requires":["Populated command history or library","Minimum 50 commands for meaningful frequency-based suggestions","Real-time indexing for responsive autocomplete performance"],"input_types":["partial command string","command prefix","recent command context"],"output_types":["ranked list of command suggestions","autocomplete completion string","suggestion with metadata and frequency"],"categories":["search-retrieval","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komandi__cap_7","uri":"capability://automation.workflow.command.templating.and.parameterization","name":"command templating and parameterization","description":"Allows users to create reusable command templates with parameterized placeholders that can be filled in at execution time. Supports variable substitution, conditional logic, and command chaining within templates. Enables creation of command workflows that can be executed with different parameters without manual modification.","intents":["I want to create a reusable template for commands I run frequently with different parameters","I need to build command workflows that chain multiple commands together","I want to parameterize commands so team members can run them without modifying syntax","I need to create command templates for common infrastructure tasks"],"best_for":["DevOps engineers creating reusable deployment and infrastructure commands","Teams standardizing command workflows and reducing manual variation","Developers building command-based automation and scripting","Technical leads creating command templates for team use"],"limitations":["Template syntax adds complexity that may confuse less technical users","No built-in validation of parameter values before command execution","Limited support for complex conditional logic or loops","Cannot handle interactive prompts or dynamic parameter generation","Template versioning and management requires manual tracking"],"requires":["Template syntax understanding (variable placeholders, substitution rules)","Parameter definition and validation logic","Command execution environment for template rendering"],"input_types":["command template string with placeholders","parameter definitions","parameter values at execution time"],"output_types":["rendered command string","parameterized command workflow","execution result with parameter values"],"categories":["automation-workflow","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komandi__cap_8","uri":"capability://memory.knowledge.team.command.library.sharing.and.collaboration","name":"team command library sharing and collaboration","description":"Enables sharing of command libraries across team members with access control, versioning, and collaborative editing. Supports team workspaces where standardized commands can be curated and maintained. Likely includes approval workflows for command additions and change tracking for audit purposes.","intents":["I want to share my command library with team members","I need to standardize commands across my team","I want to track who added or modified commands in our shared library","I need to control who can add or modify commands in our team library"],"best_for":["Teams standardizing CLI workflows and command usage","DevOps teams managing shared infrastructure commands","Organizations with distributed teams needing command consistency","Technical leads creating command libraries for team onboarding"],"limitations":["Requires team workspace setup and user management overhead","No built-in conflict resolution for simultaneous edits to shared commands","Access control is likely role-based and may not support fine-grained permissions","Sharing requires cloud backend; no offline collaboration support","Limited to paid tier; free tier likely restricted to personal libraries"],"requires":["Team workspace or organization account","User management and authentication system","Cloud backend for shared library storage and sync","Paid subscription for team collaboration features"],"input_types":["command library","team member invitations","access control settings","command modifications"],"output_types":["shared command library","team workspace","access control configuration","change history and audit log"],"categories":["memory-knowledge","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komandi__cap_9","uri":"capability://data.processing.analysis.command.analytics.and.usage.insights","name":"command analytics and usage insights","description":"Tracks command execution patterns, frequency, success rates, and performance metrics to provide insights into CLI usage. Generates reports on most-used commands, execution trends, and performance bottlenecks. Likely uses aggregated analytics to identify optimization opportunities and command usage patterns across users or teams.","intents":["I want to understand which commands I use most frequently","I need to identify slow or frequently-failing commands","I want to track command usage trends over time","I need to optimize my CLI workflows based on usage data"],"best_for":["DevOps engineers optimizing infrastructure command workflows","Teams analyzing command usage patterns for standardization","Technical leads identifying training needs based on command usage","Organizations tracking CLI tool adoption and usage"],"limitations":["Analytics require sufficient execution history (100+ commands) for meaningful insights","Privacy concerns with tracking command execution and output","Cannot correlate command usage with business outcomes or impact","Aggregated analytics may hide important outliers or edge cases","Requires cloud backend for cross-device analytics; no local-only analytics"],"requires":["Command execution history with timestamps and metadata","Analytics backend for data aggregation and reporting","Sufficient execution volume for statistical significance","Optional: team-level analytics requires team workspace"],"input_types":["command execution history","execution timestamps","exit codes and performance metrics"],"output_types":["usage statistics and trends","performance reports","command frequency rankings","optimization recommendations"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["Internet connection for cloud-based command generation","API key or authentication token for premium generation features","Supported shell environment (bash, zsh, fish, or PowerShell)","Clear, specific natural language description of desired command behavior","Populated command database or shell history export","Semantic search backend (vector database or embedding service)","Minimum 100 commands indexed for meaningful semantic search results","Shell history access or manual command import capability","User account or local storage for command library persistence","Ability to import from shell history or manual command entry"],"failure_modes":["Generation quality degrades with vague or ambiguous natural language input, requiring iterative refinement","Cannot generate commands for proprietary or extremely niche CLI tools with limited training data","May produce syntactically correct but semantically incorrect commands if user intent is poorly specified","No real-time validation against actual system state or installed tool versions","Context-dependent commands (those requiring knowledge of current directory, environment variables, or system state) may fail without explicit user specification","Search quality depends on quality of command metadata and descriptions in the database","Semantic search may return false positives for commands with similar descriptions but different purposes","Cannot search across commands not yet indexed in the system's database","Performance degrades with very large command libraries (10,000+ commands) without proper indexing strategy","Requires initial setup time to populate command database from shell history or manual entry","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.72,"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":"2026-05-24T12:16:31.446Z","last_scraped_at":"2026-04-05T13:23:42.560Z","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=komandi","compare_url":"https://unfragile.ai/compare?artifact=komandi"}},"signature":"1wMmuoNmKwc3JSgiLZ72ursaJJFtK36jV2/2QnKw12PE/cG8m0PNnMNL5mpunPNxiqzMUt9Ikhe8bPjkJKZUCQ==","signedAt":"2026-06-21T16:58:17.803Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/komandi","artifact":"https://unfragile.ai/komandi","verify":"https://unfragile.ai/api/v1/verify?slug=komandi","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"}}