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This enables bulk import of structured data from Excel or other tabular sources into Rainbird's XML format with optional confidence weighting.","intents":["I want to convert a spreadsheet of relationships (subject, object, confidence) into Rainbird XML without manual entry","I need to bulk-import data from Excel with confidence scores attached to each relationship","I want to handle sparse data (missing values in some rows) without generating invalid XML"],"best_for":["Rainbird engineers importing structured data from enterprise databases or spreadsheets","teams with existing tabular knowledge representations (e.g., CSV exports from other systems)","knowledge engineers adding confidence weighting to relationships during bulk import"],"limitations":["CSV parsing assumes well-formed input with consistent column structure; malformed CSV behavior undefined","Column header mapping to relationship attributes is not documented — likely requires manual configuration or convention","Empty cells are skipped, but no warning or logging of skipped rows","No support for multi-column subjects or objects (composite keys)","Confidence factor format/range not specified — assumes user provides valid Rainbird cf values","No validation that generated relationships conform to Rainbird schema or type constraints"],"requires":["Visual Studio Code (minimum version unknown)","Active editor with CSV-formatted text (typically pasted from spreadsheet)","CSV headers matching expected relationship attribute names","Knowledge of Rainbird confidence factor format and valid ranges"],"input_types":["CSV text (comma or tab-separated, with headers)"],"output_types":["XML markup (<relinst> tags with type, subject, object, cf attributes)"],"categories":["data-processing-analysis","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-tom-sherman-rainbird-engineer-tools__cap_3","uri":"capability://code.generation.editing.rblang.xml.snippet.insertion.with.command.palette.access","name":"rblang/xml snippet insertion with command palette access","description":"Provides a library of pre-written code snippets for Rainbird RBLang syntax and XML markup patterns, accessible via VS Code's command palette. Snippets include common Rainbird constructs (e.g., `condition`, `rule`, `fact` tags) and can be inserted at the cursor position. This reduces cognitive load and typing for engineers familiar with Rainbird syntax but new to the extension, though snippets are not context-aware and may suggest invalid patterns outside appropriate XML scopes.","intents":["I want quick access to Rainbird RBLang syntax templates without memorizing exact tag names and attributes","I need to insert boilerplate Rainbird XML structures (rules, conditions, facts) with correct nesting","I want to reduce typos when writing Rainbird knowledge base definitions"],"best_for":["Rainbird engineers learning RBLang syntax","teams standardizing Rainbird XML formatting across a knowledge base","developers building Rainbird knowledge bases who prefer snippet-based authoring"],"limitations":["Snippets are not context-aware — will suggest `condition` snippet even outside valid XML contexts, leading to invalid markup","No validation that inserted snippets conform to Rainbird schema or nesting rules","Snippet library scope unknown — unclear which RBLang constructs are covered","No customization of snippet content documented","Snippets may become outdated if Rainbird RBLang syntax evolves"],"requires":["Visual Studio Code (minimum version unknown)","Active editor with cursor position","Familiarity with Rainbird RBLang syntax to use snippets effectively"],"input_types":["user trigger via command palette"],"output_types":["XML/RBLang markup (inserted at cursor)"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-tom-sherman-rainbird-engineer-tools__cap_4","uri":"capability://code.generation.editing.active.editor.text.selection.and.context.capture","name":"active-editor text selection and context capture","description":"Operates on the currently active VS Code editor's content, including selected text ranges and full document text. The extension reads editor state (cursor position, selection) and applies transformations to the selected content or entire document, then inserts results back into the editor. This tight integration with VS Code's text model enables in-place transformations without context switching or external tools.","intents":["I want to transform text I've already typed in VS Code without copying to external tools","I need to apply Rainbird transformations to selected text ranges within a larger document","I want to see results immediately in my editor without switching applications"],"best_for":["Rainbird engineers authoring knowledge bases directly in VS Code","teams using VS Code as their primary knowledge base editor","developers integrating Rainbird authoring into existing VS Code workflows"],"limitations":["Cannot access file system beyond active editor — no multi-file transformations","No access to project structure or other files in workspace","Selection-based operations require manual text selection; no automatic context detection","No undo/redo integration documented — unclear if transformations respect VS Code undo stack","Performance impact on large documents unknown"],"requires":["Visual Studio Code (minimum version unknown)","Active editor with text content","Text selection or full document content to transform"],"input_types":["editor text (selected range or full document)"],"output_types":["editor text (inserted at cursor or replacing selection)"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":28,"verified":false,"data_access_risk":"high","permissions":["Visual Studio Code (minimum version unknown)","Active editor with text content","Knowledge of target concept type names in Rainbird domain","Active editor with properly indented text","Knowledge of relationship type names in Rainbird domain","Active editor with CSV-formatted text (typically pasted from spreadsheet)","CSV headers matching expected relationship attribute names","Knowledge of Rainbird confidence factor format and valid ranges","Active editor with cursor position","Familiarity with Rainbird RBLang syntax to use snippets effectively"],"failure_modes":["No validation of generated XML syntax or semantic correctness against Rainbird schema","Cannot infer concept types automatically — requires manual type specification for each batch","No support for concept attributes beyond name and type","Assumes well-formed input (one concept per line); behavior with malformed input undefined","Indentation parsing is fragile — inconsistent whitespace (tabs vs spaces) may cause incorrect relationship mapping","No support for nested relationships (relationships between relationships)","Relationship type must be manually specified; no inference from context","Cannot validate that subject and object types match Rainbird schema constraints","No handling of relationship attributes beyond subject, object, and type","CSV parsing assumes well-formed input with consistent column structure; malformed CSV behavior undefined","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.13,"quality":0.2,"ecosystem":0.3,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:34.803Z","last_scraped_at":"2026-05-03T15:20:31.090Z","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=rainbird-engineer-tools","compare_url":"https://unfragile.ai/compare?artifact=rainbird-engineer-tools"}},"signature":"ATvtBdOJnEyPI+EmdJiatSmTw54q4CbbMVRBOUCsR/5mlZbHA5UdHlOgZuqqe+qpRSxD3PYCf4ohuvnD6cZNCg==","signedAt":"2026-07-08T22:59:39.213Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/rainbird-engineer-tools","artifact":"https://unfragile.ai/rainbird-engineer-tools","verify":"https://unfragile.ai/api/v1/verify?slug=rainbird-engineer-tools","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"}}