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Integration occurs at the terminal level, intercepting user input and providing real-time command suggestions without requiring context-switching to external tools.","intents":["I need to find all files modified in the last 7 days but don't remember the find command syntax","Generate a one-liner to compress and archive a directory with specific exclusions","I want to pipe output from one command to another but can't recall the exact syntax","Create a command to search and replace text across multiple files in a directory"],"best_for":["Junior to mid-level developers working frequently in terminal environments","Developers transitioning from GUI-based workflows to command-line tools","Teams onboarding new members who lack deep shell scripting experience"],"limitations":["Generated commands may be syntactically correct but semantically incorrect, requiring manual verification that can negate time savings","Struggles with multi-step pipelines and context-dependent operations where command behavior depends on prior state or data","Cannot reliably handle domain-specific or custom shell functions not in training data","No awareness of local system state (installed tools, file permissions, environment variables) when generating commands"],"requires":["Bash shell or compatible shell (zsh, fish with translation layer)","Terminal emulator with integration support (macOS Terminal, iTerm2, Linux terminals)","Internet connectivity for LLM inference (unless offline model available)","Fig AI client installed and authenticated"],"input_types":["natural language text","partial command fragments","English descriptions of desired shell operations"],"output_types":["executable Bash command strings","command suggestions with multiple alternatives","formatted command with inline documentation"],"categories":["code-generation-editing","command-line-tools"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fig-ai__cap_1","uri":"capability://code.generation.editing.interactive.command.suggestion.with.real.time.refinement","name":"interactive command suggestion with real-time refinement","description":"Provides ranked command suggestions based on partial input or intent description, allowing developers to iteratively refine suggestions through follow-up natural language queries. The system maintains context across multiple refinement iterations, understanding that subsequent requests modify or constrain the previous suggestion. Suggestions are ranked by likelihood of user intent and include explanatory metadata about what each command does and which flags are being used.","intents":["Show me variations of a command with different filtering options","Refine a suggested command to exclude certain file types or directories","Explain what flags were added to my command and why they're necessary","Generate alternative approaches to accomplish the same task"],"best_for":["Developers learning shell commands incrementally through exploration","Teams standardizing on specific command patterns or flags across projects","Users who benefit from seeing multiple valid approaches to the same problem"],"limitations":["Refinement context is limited to current session; multi-session refinement history is not preserved","Ranking algorithm may not match user's actual intent if natural language description is ambiguous","Cannot learn from user's acceptance/rejection of suggestions to improve future recommendations in real-time"],"requires":["Active Fig AI session with context window maintained","Natural language input capability","Terminal supporting interactive suggestion display"],"input_types":["natural language refinement queries","partial command strings","constraint specifications (e.g., 'exclude .git directories')"],"output_types":["ranked list of command alternatives","command explanations with flag documentation","structured suggestion metadata"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fig-ai__cap_2","uri":"capability://code.generation.editing.bash.syntax.validation.and.error.detection","name":"bash syntax validation and error detection","description":"Analyzes generated or user-provided Bash commands for syntactic correctness before execution, identifying common shell errors such as unmatched quotes, incorrect pipe syntax, missing arguments, or invalid flag combinations. The validation layer uses shell parsing techniques (likely AST-based or regex pattern matching) to catch errors that would cause command failure. Provides inline error messages with suggestions for correction without requiring command execution.","intents":["Verify that a generated command is syntactically valid before running it","Identify why a command I typed is failing with cryptic shell errors","Get suggestions for fixing common Bash syntax mistakes","Understand what went wrong when a command produces unexpected output"],"best_for":["Developers new to shell scripting who need immediate feedback on syntax errors","Teams wanting to prevent accidental destructive commands (rm, dd) from executing","Users building complex pipelines who want pre-execution validation"],"limitations":["Cannot detect logical errors (e.g., command is syntactically valid but does the wrong thing)","Validation is static and cannot account for runtime conditions (missing files, permission errors, tool availability)","May produce false positives for valid but unconventional shell syntax or custom shell extensions"],"requires":["Bash parser or equivalent shell syntax validator","Access to command being validated"],"input_types":["Bash command strings","multi-line shell scripts","piped command sequences"],"output_types":["validation status (pass/fail)","error messages with location information","correction suggestions"],"categories":["code-generation-editing","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fig-ai__cap_3","uri":"capability://text.generation.language.command.explanation.and.documentation.generation","name":"command explanation and documentation generation","description":"Generates human-readable explanations of Bash commands, breaking down complex command chains into component parts and explaining what each flag, pipe, and utility does. The system maps command syntax to semantic meaning, translating shell constructs into plain English descriptions of the operation being performed. Explanations include information about which flags are being used, what their effects are, and why they might be necessary for the intended operation.","intents":["Understand what a complex command does before executing it","Learn what each flag in a suggested command means and why it's included","Explain a shell command to a colleague or document it for future reference","Break down a multi-step pipeline to understand data flow"],"best_for":["Developers learning shell scripting who want to understand commands before using them","Teams documenting command-line workflows for knowledge sharing","Users building confidence in generated commands by understanding their behavior"],"limitations":["Explanations may be overly verbose for experienced shell users","Cannot explain custom shell functions or aliases not in training data","May struggle with domain-specific tools or obscure command combinations","Explanations are generated, not sourced from authoritative documentation"],"requires":["Language model capable of semantic command analysis","Mapping between shell syntax and natural language descriptions"],"input_types":["Bash command strings","command flags and options","piped command sequences"],"output_types":["natural language explanations","flag documentation","operation summaries"],"categories":["text-generation-language","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fig-ai__cap_4","uri":"capability://tool.use.integration.terminal.environment.integration.and.context.awareness","name":"terminal environment integration and context awareness","description":"Integrates directly into terminal emulators and shell environments, providing suggestions and validation within the command-line interface itself. The system maintains awareness of the current working directory, shell type, and available commands in the user's PATH, allowing suggestions to be contextualized to the local environment. Integration occurs through shell hooks or terminal emulator plugins that intercept input before command execution.","intents":["Get command suggestions that work in my specific shell (bash, zsh, fish)","Receive suggestions that account for tools I have installed locally","See suggestions appear in my terminal without switching to a separate window","Have suggestions automatically formatted for my shell's syntax conventions"],"best_for":["Developers who spend significant time in terminal environments","Teams using diverse shell environments (bash, zsh, fish) who need cross-shell compatibility","Users who want minimal friction between intent and command execution"],"limitations":["Integration requires shell-specific hooks or terminal emulator plugins, limiting compatibility with some environments","Context awareness is limited to local system state; cannot access remote systems or cloud resources","May conflict with other terminal customizations or shell plugins","Requires installation and configuration of client software"],"requires":["Supported terminal emulator (macOS Terminal, iTerm2, Linux terminals, Windows Terminal)","Supported shell (Bash 4+, Zsh, Fish)","Fig AI client installed and running","Shell integration enabled in Fig configuration"],"input_types":["terminal input stream","shell environment variables","current working directory context"],"output_types":["inline terminal suggestions","command completions","validation feedback in terminal UI"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fig-ai__cap_5","uri":"capability://automation.workflow.freemium.access.model.with.optional.premium.features","name":"freemium access model with optional premium features","description":"Provides core natural language to Bash translation functionality at no cost, with optional premium features available through subscription. The freemium model allows individual developers and hobbyists to use the tool without financial barrier, while premium tiers offer enhanced capabilities such as increased suggestion frequency, advanced command history, or team collaboration features. Monetization is based on feature differentiation rather than usage limits or rate-limiting of core functionality.","intents":["Use Fig AI for basic command generation without paying","Access premium features for enhanced productivity if I find the tool valuable","Evaluate the tool before committing to a paid subscription","Use the tool as an individual developer without organizational licensing"],"best_for":["Individual developers and hobbyists with limited budgets","Teams evaluating the tool before committing to organizational licenses","Open-source developers and students who need free tools"],"limitations":["Free tier may have reduced suggestion quality or frequency compared to premium","Premium features may be necessary for advanced use cases (complex pipelines, team collaboration)","Freemium model requires account creation and authentication"],"requires":["Fig AI account (free or paid)","Internet connectivity for feature access"],"input_types":["user subscription tier information","usage metrics"],"output_types":["feature access control","pricing information"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":41,"verified":false,"data_access_risk":"high","permissions":["Bash shell or compatible shell (zsh, fish with translation layer)","Terminal emulator with integration support (macOS Terminal, iTerm2, Linux terminals)","Internet connectivity for LLM inference (unless offline model available)","Fig AI client installed and authenticated","Active Fig AI session with context window maintained","Natural language input capability","Terminal supporting interactive suggestion display","Bash parser or equivalent shell syntax validator","Access to command being validated","Language model capable of semantic command analysis"],"failure_modes":["Generated commands may be syntactically correct but semantically incorrect, requiring manual verification that can negate time savings","Struggles with multi-step pipelines and context-dependent operations where command behavior depends on prior state or data","Cannot reliably handle domain-specific or custom shell functions not in training data","No awareness of local system state (installed tools, file permissions, environment variables) when generating commands","Refinement context is limited to current session; multi-session refinement history is not preserved","Ranking algorithm may not match user's actual intent if natural language description is ambiguous","Cannot learn from user's acceptance/rejection of suggestions to improve future recommendations in real-time","Cannot detect logical errors (e.g., command is syntactically valid but does the wrong thing)","Validation is static and cannot account for runtime conditions (missing files, permission errors, tool availability)","May produce false positives for valid but unconventional shell syntax or custom shell extensions","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36666666666666664,"quality":0.7300000000000001,"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":"2026-05-24T12:16:30.892Z","last_scraped_at":"2026-04-05T13:23:42.552Z","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=fig-ai","compare_url":"https://unfragile.ai/compare?artifact=fig-ai"}},"signature":"Y7/K80XD1Tdopor9t9aDK/4s3/I7PxwYDPuGu3n9AQziC6G3CW9FbKrYwbT2ZMU55VJCxiaY1fbm02xdOkaIAQ==","signedAt":"2026-06-22T09:20:37.821Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/fig-ai","artifact":"https://unfragile.ai/fig-ai","verify":"https://unfragile.ai/api/v1/verify?slug=fig-ai","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"}}