{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_collegegrantwizard","slug":"collegegrantwizard","name":"CollegeGrantWizard","type":"product","url":"https://collegegrantwizard.com","page_url":"https://unfragile.ai/collegegrantwizard","categories":["research-search"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_collegegrantwizard__cap_0","uri":"capability://search.retrieval.student.profile.based.scholarship.matching","name":"student-profile-based scholarship matching","description":"Accepts structured student profile data (demographics, academic metrics, extracurriculars, financial need, location, major) and uses an AI-driven matching algorithm to rank scholarships by relevance. The system likely employs embedding-based similarity matching or learned ranking models trained on historical scholarship award patterns to surface the most applicable opportunities rather than simple keyword matching.","intents":["I need to find scholarships that match my specific profile without manually reviewing thousands of listings","I want personalized scholarship recommendations based on my demographics, grades, and interests","I'm looking for scholarships I might qualify for that I wouldn't discover through generic search"],"best_for":["High school seniors and college students with 2+ hours to complete a detailed profile questionnaire","Families seeking comprehensive matching without manual database sifting","Students with specific characteristics (first-generation, minority background, STEM focus) where niche scholarships exist"],"limitations":["Matching quality depends entirely on scholarship database coverage and freshness—if database lacks regional/niche scholarships, recommendations will miss opportunities","Algorithm bias risk: if training data skews toward majority demographics, underrepresented students may receive lower-quality matches","No transparency on matching methodology, ranking weights, or how frequently the AI model is retrained with new scholarship data","Requires accurate, complete student profile data—incomplete or false information degrades match quality"],"requires":["Student to complete detailed profile form (estimated 15-30 minutes)","Valid email address for account creation","Active subscription to access full matching results"],"input_types":["structured student profile data (text, numeric)","demographic information (categorical)","academic metrics (GPA, test scores)","extracurricular activities (text descriptions)"],"output_types":["ranked scholarship list (structured data)","match scores or relevance percentages (numeric)","scholarship details with application links (structured text)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_collegegrantwizard__cap_1","uri":"capability://search.retrieval.scholarship.database.search.and.retrieval","name":"scholarship database search and retrieval","description":"Maintains and queries a curated database of available grants and scholarships, supporting both AI-powered recommendation retrieval and direct search. The system must handle continuous updates to scholarship listings (deadlines, eligibility changes, new opportunities) and provide structured access to scholarship metadata including eligibility criteria, award amounts, application requirements, and deadlines.","intents":["I want to search for scholarships by specific criteria (major, state, income level, deadline)","I need to verify that a scholarship is still active and check current application deadlines","I'm looking for a comprehensive list of all scholarships I might qualify for"],"best_for":["Students who want both AI recommendations and the ability to browse/filter scholarships manually","Families needing to verify scholarship details before investing time in applications","Advisors or counselors helping multiple students find opportunities"],"limitations":["Database completeness unknown—no public information on how many scholarships are indexed or what percentage of available opportunities are covered","Update frequency not disclosed—scholarships may be outdated, with stale deadlines or discontinued programs still listed","No indication of whether database includes obscure local/regional scholarships or only major national programs","Likely excludes merit-based scholarships from individual colleges (which require direct application to institutions)"],"requires":["Active subscription to access full database","Search filters or query interface (web or mobile app)"],"input_types":["search queries (text)","filter parameters (categorical: major, state, deadline, award amount)","scholarship ID or name (text)"],"output_types":["scholarship listing with metadata (structured data)","eligibility criteria (text)","application links and deadlines (text/date)","award amounts and frequency (numeric)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_collegegrantwizard__cap_2","uri":"capability://data.processing.analysis.eligibility.filtering.and.rule.based.matching","name":"eligibility filtering and rule-based matching","description":"Applies hard eligibility constraints from scholarship criteria (GPA minimums, citizenship requirements, major restrictions, income thresholds, state residency) to filter the scholarship pool before ranking. This likely uses rule-based logic or constraint satisfaction to eliminate ineligible opportunities, reducing noise in recommendations and improving precision of the matching algorithm.","intents":["I want to exclude scholarships I definitely don't qualify for to focus on realistic opportunities","I need to understand why a scholarship was or wasn't recommended based on my profile","I'm looking for scholarships with specific eligibility requirements (e.g., first-generation, specific major)"],"best_for":["Students with clear eligibility constraints (citizenship, major, GPA) who want to avoid wasting time on ineligible scholarships","International students or students with non-traditional profiles seeking scholarships with specific eligibility rules","Families wanting transparency on why certain scholarships were excluded"],"limitations":["Rule-based filtering may be overly strict—if a student is 0.1 GPA points below a minimum, the system may exclude a scholarship where the organization might grant an exception","No visibility into how eligibility rules are interpreted or weighted—some scholarships may have flexible criteria that the system treats as hard constraints","Cannot handle complex conditional eligibility (e.g., 'GPA 3.0+ OR demonstrated financial need') if system only supports simple AND/OR logic","Requires accurate student data entry—if a student misreports GPA or major, filtering will produce incorrect results"],"requires":["Accurate student profile data (GPA, citizenship, major, state residency, income level)","Scholarship database with structured eligibility metadata"],"input_types":["student profile attributes (numeric, categorical, boolean)","scholarship eligibility criteria (structured rules)"],"output_types":["filtered scholarship list (structured data)","eligibility status per scholarship (boolean or reason text)","list of scholarships excluded and why (structured data)"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_collegegrantwizard__cap_3","uri":"capability://planning.reasoning.personalized.scholarship.recommendation.ranking","name":"personalized scholarship recommendation ranking","description":"Ranks filtered scholarships by predicted relevance to the student using a learned ranking model or scoring function that weights multiple factors (profile match, award amount, application difficulty, deadline proximity, historical award rates). The system likely uses collaborative filtering, content-based similarity, or supervised learning trained on historical scholarship award data to predict which opportunities are most likely to result in awards.","intents":["I want scholarships ranked by how likely I am to win them, not just how well they match my profile","I need to prioritize which scholarships to apply for given limited time","I want scholarships with the highest award amounts that I'm competitive for"],"best_for":["Students with limited time to apply for scholarships and needing to prioritize high-impact opportunities","Families seeking to maximize total scholarship dollars won rather than applying to every possible opportunity","Students wanting data-driven guidance on which scholarships are worth the application effort"],"limitations":["Ranking algorithm is a black box—no transparency on what factors drive ranking or how weights are assigned","Historical award data may be biased toward majority demographics, causing the system to underrank scholarships for underrepresented students","Cannot account for subjective factors like essay quality, recommendation letter strength, or interview performance that influence actual award outcomes","May overweight award amount and underweight fit, leading to recommendations for high-value scholarships with low acceptance rates","No A/B testing or validation data published showing whether ranked recommendations actually improve scholarship award rates"],"requires":["Historical scholarship award data (for training ranking model)","Student profile data and scholarship metadata","Computational resources to score and rank thousands of scholarships per student"],"input_types":["student profile (structured data)","scholarship metadata (structured data)","historical award outcomes (training data)"],"output_types":["ranked scholarship list (ordered structured data)","relevance scores or percentages (numeric)","predicted award probability (numeric, if exposed)"],"categories":["planning-reasoning","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_collegegrantwizard__cap_4","uri":"capability://automation.workflow.application.deadline.tracking.and.alerts","name":"application deadline tracking and alerts","description":"Monitors scholarship application deadlines for recommended opportunities and sends notifications as deadlines approach. The system maintains a calendar of deadlines tied to the student's personalized scholarship list and triggers alerts at configurable intervals (e.g., 2 weeks before deadline) to keep students on track with applications.","intents":["I want reminders when scholarship deadlines are approaching so I don't miss opportunities","I need to see all my upcoming deadlines in one place to plan my application schedule","I want to prioritize which scholarships to apply for based on deadline urgency"],"best_for":["High school seniors managing multiple scholarship deadlines during application season","Students who struggle with deadline management and benefit from automated reminders","Families coordinating scholarship applications across multiple students"],"limitations":["Deadline accuracy depends on database freshness—if scholarships are updated infrequently, deadline notifications may be for expired opportunities","Alert fatigue risk if system sends too many notifications or doesn't allow customization of alert timing","No integration with calendar apps (Google Calendar, Outlook) mentioned—students must check the platform separately for deadlines","Cannot track application status (submitted, accepted, rejected) unless system includes application workflow tracking"],"requires":["Active subscription","Email address or push notification enabled","Scholarship database with accurate, up-to-date deadline information"],"input_types":["scholarship deadline dates (date/time)","student notification preferences (categorical: alert timing, frequency)"],"output_types":["deadline notifications (email or push)","deadline calendar view (structured data)","prioritized application list by deadline (ordered structured data)"],"categories":["automation-workflow","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_collegegrantwizard__cap_5","uri":"capability://data.processing.analysis.application.requirement.extraction.and.guidance","name":"application requirement extraction and guidance","description":"Parses scholarship application requirements (essays, recommendation letters, transcripts, financial documents) from scholarship descriptions and presents them to students in a structured format. The system may use NLP to extract requirements from unstructured scholarship text and provide guidance on what documents or materials are needed for each application.","intents":["I want to know what documents and essays I need to prepare for each scholarship before I start applying","I need to understand the application requirements upfront so I can plan my time","I want to reuse essays or materials across multiple scholarships with similar requirements"],"best_for":["Students applying to many scholarships who want to batch-prepare materials (essays, recommendation letters)","First-generation students unfamiliar with scholarship application processes","Families wanting to understand the effort required for each scholarship before committing time"],"limitations":["Requirement extraction accuracy depends on NLP quality—complex or ambiguous requirements may be misinterpreted or missed","No guidance on essay prompts or how to tailor applications—system only lists requirements, not how to meet them","Cannot track which materials have been prepared or reused across applications","No integration with document management or essay drafting tools"],"requires":["Scholarship database with detailed application requirement descriptions","NLP model trained to extract requirements from unstructured text"],"input_types":["scholarship application descriptions (unstructured text)"],"output_types":["structured requirement list per scholarship (categorical: essay, transcript, recommendation, financial documents)","requirement summary across all recommended scholarships (aggregated structured data)","guidance on common requirements and how to prepare (text)"],"categories":["data-processing-analysis","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_collegegrantwizard__cap_6","uri":"capability://data.processing.analysis.financial.aid.impact.analysis","name":"financial aid impact analysis","description":"Estimates how scholarship awards would affect the student's total financial aid package, including interactions with need-based aid, loans, and work-study. The system may calculate net cost of attendance after scholarships and show how different scholarship combinations impact overall affordability, helping students understand the real financial impact of awards.","intents":["I want to understand how much a scholarship will actually reduce my out-of-pocket costs after accounting for financial aid changes","I need to see how different scholarship combinations affect my total cost of attendance","I want to know if winning a scholarship will reduce my need-based aid eligibility"],"best_for":["Students from low-income families where scholarship awards may affect need-based aid eligibility","Families comparing multiple scholarship offers and their net financial impact","Students trying to understand total cost of attendance and affordability"],"limitations":["Requires integration with FAFSA data or manual entry of financial aid package details—no indication if system supports this","Cannot predict how specific colleges will treat scholarship awards in their financial aid calculations (policies vary by institution)","No integration with college financial aid offices to verify actual impact on aid packages","Assumes static financial situations—cannot model how family income changes affect aid eligibility over time"],"requires":["Student's financial aid package information (FAFSA, college aid offers)","Scholarship award amounts and terms","College-specific financial aid policies (if available)"],"input_types":["financial aid package data (numeric)","scholarship award amounts (numeric)","student financial situation (numeric, categorical)"],"output_types":["net cost of attendance after scholarships (numeric)","financial aid impact analysis (structured data)","comparison of scholarship scenarios (structured data)"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_collegegrantwizard__cap_7","uri":"capability://text.generation.language.essay.prompt.analysis.and.writing.guidance","name":"essay prompt analysis and writing guidance","description":"Analyzes scholarship essay prompts and provides guidance on how to approach them, potentially including tips on structure, tone, and how to tailor responses to specific scholarship missions or values. The system may use NLP to identify common essay themes and suggest how to reuse or adapt essays across multiple scholarships with similar prompts.","intents":["I want guidance on how to approach different essay prompts before I start writing","I need to understand what scholarship organizations are looking for in essays","I want to identify which essays I can reuse or adapt across multiple scholarships"],"best_for":["Students who struggle with essay writing and benefit from structured guidance","High school seniors managing multiple essay deadlines","First-generation students unfamiliar with scholarship essay conventions"],"limitations":["Guidance is generic—system cannot provide personalized feedback on actual essay drafts without additional AI writing capabilities","No integration with essay drafting or feedback tools","Cannot assess whether an essay actually addresses the prompt effectively","May encourage essay reuse across scholarships when organizations specifically want tailored responses"],"requires":["Scholarship essay prompts (text)","NLP model to analyze prompts and identify themes"],"input_types":["scholarship essay prompts (unstructured text)"],"output_types":["essay guidance and tips (text)","prompt analysis (structured data)","essay reuse suggestions (structured data)"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_collegegrantwizard__cap_8","uri":"capability://search.retrieval.demographic.and.identity.based.scholarship.discovery","name":"demographic and identity-based scholarship discovery","description":"Identifies scholarships specifically designed for students with particular demographic characteristics, identities, or backgrounds (first-generation, minority students, LGBTQ+, students with disabilities, specific ethnic backgrounds). The system tags scholarships by eligibility categories and surfaces niche opportunities that students might not discover through generic search, leveraging AI to match student identities with relevant scholarship pools.","intents":["I want to find scholarships specifically for first-generation students like me","I'm looking for scholarships for students with my ethnic or cultural background","I want to discover scholarships for LGBTQ+ students or students with disabilities"],"best_for":["Underrepresented students (first-generation, minority, LGBTQ+, disabled) seeking scholarships designed for their communities","Students wanting to leverage their identity as a strength in scholarship applications","Families wanting to help students find niche opportunities they might miss in generic searches"],"limitations":["Requires sensitive handling of demographic data—system must protect student privacy and avoid stereotyping","Scholarship database must have accurate tagging of identity-based scholarships, which may be incomplete or outdated","Risk of algorithmic bias if system underrepresents certain identities or overrepresents others","May inadvertently exclude students who don't fit neatly into demographic categories or have intersectional identities"],"requires":["Student to optionally disclose demographic information (first-generation status, race/ethnicity, LGBTQ+ identity, disability status)","Scholarship database with accurate identity-based eligibility tagging"],"input_types":["student demographic information (categorical, optional)","scholarship identity-based eligibility tags (categorical)"],"output_types":["filtered scholarship list by identity (structured data)","identity-based scholarship recommendations (structured data)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_collegegrantwizard__cap_9","uri":"capability://data.processing.analysis.scholarship.opportunity.comparison.and.analysis","name":"scholarship opportunity comparison and analysis","description":"Provides side-by-side comparison of multiple scholarships, showing award amounts, eligibility criteria, application requirements, deadlines, and predicted competitiveness. The system may calculate a composite score or recommendation strength for each scholarship to help students compare opportunities and make informed decisions about which to pursue.","intents":["I want to compare multiple scholarships to decide which ones are worth applying for","I need to see how scholarships differ in award amount, requirements, and competitiveness","I want to understand the trade-offs between applying for many scholarships vs. focusing on fewer high-value ones"],"best_for":["Students with multiple scholarship options who need to prioritize applications","Families wanting to understand the effort-to-reward ratio of different scholarships","Advisors helping students make strategic decisions about scholarship applications"],"limitations":["Comparison is only as good as the underlying data—if scholarship information is incomplete or outdated, comparisons are misleading","Composite scoring may oversimplify complex trade-offs (e.g., high award amount but very competitive vs. lower amount but easier to win)","No user-customizable weighting of comparison factors—system may prioritize factors differently than individual students would","Cannot account for subjective factors like scholarship prestige or how awards look on college applications"],"requires":["Scholarship metadata (award amounts, requirements, deadlines, eligibility criteria)","Competitiveness data or estimates for each scholarship"],"input_types":["scholarship IDs or names (text)","comparison preferences (categorical: which factors to prioritize)"],"output_types":["side-by-side scholarship comparison table (structured data)","composite scores or recommendation strength (numeric)","analysis of trade-offs (text)"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["Student to complete detailed profile form (estimated 15-30 minutes)","Valid email address for account creation","Active subscription to access full matching results","Active subscription to access full database","Search filters or query interface (web or mobile app)","Accurate student profile data (GPA, citizenship, major, state residency, income level)","Scholarship database with structured eligibility metadata","Historical scholarship award data (for training ranking model)","Student profile data and scholarship metadata","Computational resources to score and rank thousands of scholarships per student"],"failure_modes":["Matching quality depends entirely on scholarship database coverage and freshness—if database lacks regional/niche scholarships, recommendations will miss opportunities","Algorithm bias risk: if training data skews toward majority demographics, underrepresented students may receive lower-quality matches","No transparency on matching methodology, ranking weights, or how frequently the AI model is retrained with new scholarship data","Requires accurate, complete student profile data—incomplete or false information degrades match quality","Database completeness unknown—no public information on how many scholarships are indexed or what percentage of available opportunities are covered","Update frequency not disclosed—scholarships may be outdated, with stale deadlines or discontinued programs still listed","No indication of whether database includes obscure local/regional scholarships or only major national programs","Likely excludes merit-based scholarships from individual colleges (which require direct application to institutions)","Rule-based filtering may be overly strict—if a student is 0.1 GPA points below a minimum, the system may exclude a scholarship where the organization might grant an exception","No visibility into how eligibility rules are interpreted or weighted—some scholarships may have flexible criteria that the system treats as hard constraints","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":"2026-05-24T12:16:29.717Z","last_scraped_at":"2026-04-05T13:23:42.561Z","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=collegegrantwizard","compare_url":"https://unfragile.ai/compare?artifact=collegegrantwizard"}},"signature":"GwVRoF+FsQ83exCs/npx6u1lyK9d1/PlycexMxC0OBuExdrYPmR92U8lTj0rjhqjgFJkD73uOwrWrBeFpza8CA==","signedAt":"2026-06-20T19:04:48.353Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/collegegrantwizard","artifact":"https://unfragile.ai/collegegrantwizard","verify":"https://unfragile.ai/api/v1/verify?slug=collegegrantwizard","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"}}