{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_homehelper","slug":"homehelper","name":"HomeHelper","type":"webapp","url":"https://pic2-quote-v1.vercel.app","page_url":"https://unfragile.ai/homehelper","categories":["app-builders"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_homehelper__cap_0","uri":"capability://text.generation.language.conversational.home.improvement.q.a.with.llm.based.advice.generation","name":"conversational home improvement q&a with llm-based advice generation","description":"Provides real-time responses to homeowner questions about projects, maintenance, and repairs using a GPT-3.5 (free tier) or GPT-4 (pro tier) backend wrapped in a chat interface. The system maintains conversation history within a single session to provide contextual follow-up responses, though context window is limited by the underlying LLM's token capacity (4K for GPT-3.5, 8K-128K for GPT-4 variants). Responses include cost estimates, tool requirements, difficulty assessments, and step-by-step instructions generated from the LLM's training data without verification against live contractor databases or regional pricing data.","intents":["Get quick answers about whether a home project is DIY-feasible before calling contractors","Understand what tools and materials are needed for a specific repair or renovation","Learn step-by-step instructions for common home improvement tasks","Estimate preliminary project costs to determine budget feasibility","Assess project difficulty level to decide between DIY and hiring professionals"],"best_for":["First-time homeowners seeking confidence and education before hiring contractors","Budget-conscious DIYers wanting to avoid multiple contractor consultations","Home flippers tracking costs across multiple projects","Maintenance technicians using as a research and diagnostic tool"],"limitations":["Cost estimates are LLM-generated without connection to live supplier pricing, regional labor rates, or real-time market data — accuracy unverified against professional contractor estimates","Context window limited by underlying LLM (4K tokens for GPT-3.5, 8K-128K for GPT-4) — cannot maintain detailed multi-project conversation history across sessions","No integration with local building codes, permit requirements, or zoning regulations — advice is informational only and does not account for legal compliance","Cannot diagnose problems from visual inspection or photos — relies entirely on user's textual description of the issue","Responses may lack site-specific complications that professionals identify during in-person visits (structural issues, hidden damage, code violations)","No liability coverage — user assumes all risk for advice quality and project outcomes"],"requires":["Web browser with JavaScript enabled","Internet connection (Vercel-hosted, no offline capability)","Free account creation (email or OAuth) for basic tier","Paid subscription ($19.99/month Pro tier) for GPT-4 access and higher question limits"],"input_types":["natural language text queries","follow-up questions within a single conversation session"],"output_types":["natural language advice and instructions","structured data (cost estimates, tool lists, difficulty ratings)","step-by-step project guides"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_homehelper__cap_1","uri":"capability://data.processing.analysis.project.specific.cost.estimation.with.tiered.accuracy","name":"project-specific cost estimation with tiered accuracy","description":"Generates preliminary cost breakdowns for home improvement projects based on user descriptions, outputting total estimated cost, material costs, labor costs (if applicable), and tool requirements. The system uses LLM-generated estimates without connection to live supplier APIs, regional labor databases, or contractor pricing feeds. Free tier (GPT-3.5) provides basic estimates; pro tier (GPT-4) provides more detailed breakdowns. Accuracy is unverified and likely varies significantly by project type, region, and complexity.","intents":["Determine if a project fits within a specific budget before hiring contractors","Compare estimated costs across multiple project options to prioritize spending","Understand cost breakdown (materials vs labor vs tools) for budget planning","Identify cost-saving opportunities by understanding which components drive project expense"],"best_for":["Homeowners evaluating project feasibility before committing to professional consultations","Home flippers needing rapid cost estimates across multiple properties","Budget-conscious DIYers deciding between DIY and hiring professionals based on labor cost savings"],"limitations":["Estimates are LLM-generated without access to real-time supplier pricing, regional labor rates, or contractor rate databases — accuracy unverified and likely ±30-50% variance from actual quotes","Cannot account for site-specific complications (structural issues, code violations, hidden damage, accessibility challenges) that professionals identify during in-person visits and that significantly impact final costs","No regional pricing adjustment — estimates do not reflect cost-of-living differences, local labor rates, or regional material availability","Cannot provide accurate labor cost estimates without knowing local contractor rates, project complexity, or timeline","Estimates are static snapshots — do not update as market prices fluctuate or supply chain conditions change"],"requires":["Web browser with JavaScript enabled","Internet connection","Free or paid account","Detailed project description from user (text input)"],"input_types":["natural language project description","follow-up clarifications about project scope"],"output_types":["structured cost breakdown (total, materials, labor, tools)","natural language explanation of cost drivers"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_homehelper__cap_2","uri":"capability://memory.knowledge.persistent.project.journaling.with.ai.powered.tracking","name":"persistent project journaling with ai-powered tracking","description":"Allows pro-tier users to log home improvement projects with text descriptions and images, storing them in a per-user project journal accessible across sessions. The system maintains project history, presumably in a database (architecture unspecified), enabling users to track multiple concurrent projects, revisit past advice, and monitor project status over time. The journal appears to be a simple text/image logging interface without automated project management features (no timelines, task lists, or progress tracking visible).","intents":["Maintain a centralized record of all home improvement projects across multiple properties","Track project status and revisit AI advice without re-asking the same questions","Document before/after photos and project notes for future reference or contractor communication","Build a searchable home maintenance history for future owners or insurance purposes"],"best_for":["Home flippers managing multiple concurrent renovation projects","Homeowners maintaining long-term maintenance records for property value documentation","Property managers tracking maintenance across multiple units","Homeowners preparing for home sales or insurance claims"],"limitations":["Pro tier only ($19.99/month) — free tier users cannot access project journaling","No automated project management features visible (no timelines, task lists, progress tracking, or deadline reminders)","No integration with contractor scheduling, payment systems, or permit tracking","Data persistence architecture unspecified — no documentation of backup, export, or data portability","No mention of data retention policy or account deletion procedures","Cannot share project journals with contractors, family members, or other stakeholders"],"requires":["Pro tier subscription ($19.99/month)","Web browser with JavaScript enabled","Internet connection","Paid account (not available on free tier)"],"input_types":["text project descriptions","images (photos of projects or issues)"],"output_types":["searchable project history","project-specific AI advice retrieval"],"categories":["memory-knowledge","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_homehelper__cap_3","uri":"capability://planning.reasoning.monthly.professional.quotation.review.and.validation","name":"monthly professional quotation review and validation","description":"Pro-tier users receive monthly human expert review of their project quotations and estimates, with feedback from 'In House Professionals' (credentials, expertise level, and review criteria unspecified). The system appears to route user-submitted projects or questions to a human review queue, with results returned asynchronously (turnaround time unspecified). The review mechanism is completely undocumented — unclear whether it covers all projects, specific project types, or only flagged high-value projects.","intents":["Validate AI-generated cost estimates against professional judgment before committing to projects","Identify potential issues or complications that the AI missed","Gain confidence in project feasibility from a human expert perspective","Receive professional recommendations for contractor hiring or DIY feasibility"],"best_for":["Pro-tier users undertaking high-value renovation projects ($5K+) who want professional validation","Homeowners lacking confidence in AI-generated estimates and seeking human expert reassurance","Home flippers needing rapid professional review across multiple properties"],"limitations":["Pro tier only ($19.99/month) — free tier users cannot access professional review","Review mechanism completely undocumented — unclear what 'In House Professionals' means (employees, contractors, licensed experts?), what credentials they hold, or what review criteria they use","Turnaround time unspecified — could be 1 day to 1 month, making it unsuitable for urgent projects","Scope of review unclear — does it cover all projects or only specific types? Are there project value thresholds?","No liability or guarantee — unclear if professionals provide actionable recommendations or just general feedback","Frequency limited to monthly — users cannot request additional reviews within a billing period","No transparency into review quality, accuracy, or professional qualifications"],"requires":["Pro tier subscription ($19.99/month)","Project submission via the platform (format/requirements unspecified)","Patience for asynchronous review (turnaround time unknown)"],"input_types":["project descriptions","AI-generated quotations","project images (optional)"],"output_types":["professional feedback and recommendations","validation or corrections to AI estimates","expert commentary on project feasibility"],"categories":["planning-reasoning","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_homehelper__cap_4","uri":"capability://tool.use.integration.local.contractor.discovery.and.matching","name":"local contractor discovery and matching","description":"Provides access to 'Local Help' and 'Local Contractor Support' features that presumably connect users with contractors in their area. The matching mechanism is completely undocumented — unclear whether it is a directory, a recommendation algorithm, a booking system, or simply a list of contractors. No information provided on how contractors are vetted, rated, or selected, or whether HomeHelper takes commission or referral fees.","intents":["Find qualified contractors in the user's area for projects beyond DIY capability","Get contractor recommendations based on project type and location","Book contractor consultations directly through the platform"],"best_for":["Homeowners ready to hire professionals after using HomeHelper for initial planning","Users seeking contractor recommendations without manual research"],"limitations":["Mechanism completely undocumented — unclear if this is a directory, algorithm-based matching, or simple list","No information on contractor vetting, licensing verification, or quality standards","No pricing information for contractor services or consultation booking","No reviews, ratings, or performance metrics visible for contractors","Unclear if HomeHelper takes commission or referral fees (potential conflict of interest)","No integration with contractor booking systems — users may need to contact contractors separately","Geographic coverage unknown — may not be available in all regions","No guarantee of contractor availability or responsiveness"],"requires":["Web browser with JavaScript enabled","Internet connection","User account (free or paid)","Location information (zip code or address)"],"input_types":["project type","location/zip code"],"output_types":["contractor directory or recommendations","contractor contact information","booking links or consultation scheduling interface"],"categories":["tool-use-integration","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_homehelper__cap_5","uri":"capability://text.generation.language.tiered.llm.access.with.question.rate.limiting","name":"tiered llm access with question rate limiting","description":"Implements a freemium model with two tiers: free tier uses GPT-3.5 with 'Limited Questions' (implied ~5-10 questions/day based on '20x More Questions' on pro tier), and pro tier ($19.99/month) uses GPT-4 with '20x More Questions' (implied ~100-200 questions/month). The system enforces rate limits on the free tier to manage OpenAI API costs, with no documented mechanism for users to understand their remaining question quota or when they hit limits.","intents":["Access AI home improvement advice without upfront payment","Upgrade to GPT-4 for higher-quality responses on complex projects","Get unlimited question access for active DIYers or professionals"],"best_for":["Budget-conscious homeowners wanting to try the service before paying","Active DIYers or home flippers needing frequent advice and willing to pay $19.99/month","Professionals using HomeHelper as a research tool and needing high question volume"],"limitations":["Free tier limited to 'Limited Questions' (exact number not specified) — users may hit limits unexpectedly without clear warning","Free tier uses GPT-3.5 (older, less capable model) — responses may be less accurate or detailed than GPT-4","Pro tier costs $19.99/month ($239.88/year) — expensive for casual users with 1-2 questions/month","No pay-as-you-go option — users must commit to monthly subscription for higher limits","No documented mechanism to check remaining question quota or see when limits are approaching","Rate limits may be enforced at the API level (OpenAI) rather than application level — unclear if users get clear error messages or silent failures"],"requires":["Web browser with JavaScript enabled","Internet connection","Free account for basic tier","Credit card for pro tier subscription ($19.99/month)"],"input_types":["natural language questions"],"output_types":["LLM responses (GPT-3.5 or GPT-4 depending on tier)"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_homehelper__cap_6","uri":"capability://text.generation.language.blog.content.library.access.for.home.improvement.education","name":"blog content library access for home improvement education","description":"Pro-tier users gain access to a curated blog library of home improvement articles and guides (content, authorship, and update frequency unspecified). The blog appears to be a static content library rather than dynamically generated — no indication of how articles are selected, curated, or kept current. No sample articles or topics provided, making it impossible to assess content quality or relevance.","intents":["Learn best practices and tips for common home improvement projects","Access curated educational content without searching the web","Deepen knowledge on specific home improvement topics"],"best_for":["Pro-tier users wanting supplementary educational content beyond AI chat responses","Homeowners seeking structured learning paths for specific project types"],"limitations":["Pro tier only ($19.99/month) — free tier users cannot access blog content","Content library unspecified — no information on number of articles, topics covered, or update frequency","No sample articles provided — impossible to assess content quality, depth, or accuracy","No indication of authorship or expertise — unclear if articles are written by professionals, AI-generated, or crowdsourced","No search or filtering mechanism documented — users may need to browse manually","No indication of how current the content is — articles may be outdated","No integration with AI chat — users cannot ask follow-up questions about blog content"],"requires":["Pro tier subscription ($19.99/month)","Web browser with JavaScript enabled","Internet connection"],"input_types":["none (static content consumption)"],"output_types":["blog articles and guides","educational content"],"categories":["text-generation-language","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_homehelper__cap_7","uri":"capability://memory.knowledge.image.based.project.documentation.and.logging","name":"image-based project documentation and logging","description":"Pro-tier users can attach images to project journal entries, enabling visual documentation of home improvement projects, issues, and progress. The system stores images in the user's project journal (storage architecture unspecified) and presumably allows retrieval and viewing across sessions. However, there is NO image analysis or visual inspection capability — images are stored for reference only and are not analyzed by the AI to generate advice or diagnoses.","intents":["Document home improvement projects with before/after photos","Store visual evidence of issues for contractor communication","Maintain a visual record of maintenance history for future reference"],"best_for":["Pro-tier users wanting to maintain visual project records","Homeowners preparing for contractor consultations and wanting to share photos","Home flippers documenting renovation progress across multiple properties"],"limitations":["Pro tier only ($19.99/month) — free tier users cannot attach images","Images are stored for reference only — NOT analyzed by AI to generate advice or diagnoses (contradicts artifact category 'image-generation')","No image analysis capability — users cannot upload a photo and ask 'what's wrong with this?' and get AI diagnosis","Storage limits unspecified — unclear if there are file size or quantity limits","Image format support unspecified — unclear if all common formats (JPEG, PNG, WebP) are supported","No image sharing or collaboration — users cannot share project photos with contractors or family members","No image organization or tagging — users may need to manually organize photos within projects"],"requires":["Pro tier subscription ($19.99/month)","Web browser with JavaScript enabled","Internet connection","Image files (JPEG, PNG, or other common formats)"],"input_types":["image files (photos of projects or issues)"],"output_types":["stored images in project journal","image retrieval and viewing"],"categories":["memory-knowledge","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_homehelper__cap_8","uri":"capability://automation.workflow.question.rate.limiting.and.quota.management","name":"question rate limiting and quota management","description":"Implements per-user question quotas on the free tier ('Limited Questions') and pro tier ('20x More Questions') to manage OpenAI API costs. The system enforces these limits at the application level (presumably checking user question count against daily/monthly quotas before allowing API calls), but the quota tracking mechanism is not transparent to users — no visible counter, warning system, or clear communication of remaining quota.","intents":["Manage API costs by limiting free tier usage","Incentivize upgrade to pro tier by restricting free tier access","Prevent abuse and excessive API consumption"],"best_for":["SaaS operators managing LLM API costs","Freemium services needing to balance accessibility with profitability"],"limitations":["Quota limits not transparent to users — no visible counter or warning before hitting limits","Exact quota numbers not specified — 'Limited Questions' and '20x More Questions' are vague","No documented mechanism for quota reset (daily? monthly? rolling window?)","No grace period or overage handling — unclear if users get clear error messages or silent failures when quota is exceeded","No way to purchase additional questions beyond monthly subscription — users must wait for quota reset or upgrade tier","Rate limiting may cascade to OpenAI API limits — if HomeHelper hits OpenAI rate limits, all users may experience degradation"],"requires":["Application-level quota tracking (database or cache)","OpenAI API key with rate limiting configured","User authentication to track per-user quotas"],"input_types":["user questions (counted against quota)"],"output_types":["quota enforcement (allow or deny API call)"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":37,"verified":false,"data_access_risk":"high","permissions":["Web browser with JavaScript enabled","Internet connection (Vercel-hosted, no offline capability)","Free account creation (email or OAuth) for basic tier","Paid subscription ($19.99/month Pro tier) for GPT-4 access and higher question limits","Internet connection","Free or paid account","Detailed project description from user (text input)","Pro tier subscription ($19.99/month)","Paid account (not available on free tier)","Project submission via the platform (format/requirements unspecified)"],"failure_modes":["Cost estimates are LLM-generated without connection to live supplier pricing, regional labor rates, or real-time market data — accuracy unverified against professional contractor estimates","Context window limited by underlying LLM (4K tokens for GPT-3.5, 8K-128K for GPT-4) — cannot maintain detailed multi-project conversation history across sessions","No integration with local building codes, permit requirements, or zoning regulations — advice is informational only and does not account for legal compliance","Cannot diagnose problems from visual inspection or photos — relies entirely on user's textual description of the issue","Responses may lack site-specific complications that professionals identify during in-person visits (structural issues, hidden damage, code violations)","No liability coverage — user assumes all risk for advice quality and project outcomes","Estimates are LLM-generated without access to real-time supplier pricing, regional labor rates, or contractor rate databases — accuracy unverified and likely ±30-50% variance from actual quotes","Cannot account for site-specific complications (structural issues, code violations, hidden damage, accessibility challenges) that professionals identify during in-person visits and that significantly impact final costs","No regional pricing adjustment — estimates do not reflect cost-of-living differences, local labor rates, or regional material availability","Cannot provide accurate labor cost estimates without knowing local contractor rates, project complexity, or timeline","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.2833333333333333,"quality":0.63,"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":"2026-05-24T12:16:30.893Z","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=homehelper","compare_url":"https://unfragile.ai/compare?artifact=homehelper"}},"signature":"peRp/mnIoflxZnENRbH53eDRZdX3B6KyHX91GG0dPKbQKSYWsaF2ES8ox1YZgMWL0ywAFxXl7xky22xQ/ZELCQ==","signedAt":"2026-06-21T06:34:52.502Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/homehelper","artifact":"https://unfragile.ai/homehelper","verify":"https://unfragile.ai/api/v1/verify?slug=homehelper","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"}}