{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_roster","slug":"roster","name":"Roster","type":"product","url":"https://www.joinroster.co","page_url":"https://unfragile.ai/roster","categories":["app-builders"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_roster__cap_0","uri":"capability://search.retrieval.ai.powered.talent.to.job.matching.with.creative.skill.inference","name":"ai-powered talent-to-job matching with creative skill inference","description":"Roster uses machine learning to match creator job postings with freelancer profiles by analyzing portfolio artifacts (videos, design files, audio samples), work history, and skill tags to infer creative competencies. The system likely employs embeddings-based similarity matching or collaborative filtering to rank talent candidates by relevance to specific creative roles (motion designer, colorist, sound engineer), reducing manual screening time for creators unfamiliar with evaluating technical creative work.","intents":["I need to find a motion designer who specializes in 3D animation without manually reviewing 100 portfolios","I want the platform to suggest talent matches based on my project requirements rather than keyword search","I need confidence that recommended freelancers actually have the technical skills my project demands"],"best_for":["Solo creators and small studios hiring their first specialized creative role","Creators unfamiliar with evaluating technical creative portfolios","Teams seeking faster hiring cycles than traditional freelance marketplaces"],"limitations":["Matching quality unproven against established platforms; no public benchmarks on false-positive rates","Relies on portfolio quality and completeness—incomplete profiles reduce matching accuracy","May struggle with niche specialties (e.g., Unreal Engine VFX) if training data is sparse","No transparency into ranking algorithm or weighting of skill signals"],"requires":["Creator account with job posting (freemium access available)","Freelancer profiles with portfolio links or uploaded work samples","Job description with sufficient detail for embedding-based matching"],"input_types":["job posting (text description, required skills, project scope)","freelancer profiles (portfolio URLs, work samples, skill tags, work history)"],"output_types":["ranked list of candidate profiles","match confidence scores or relevance indicators","candidate summaries with highlighted relevant work"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_roster__cap_1","uri":"capability://safety.moderation.freelancer.vetting.and.portfolio.verification","name":"freelancer vetting and portfolio verification","description":"Roster implements a vetting pipeline to validate freelancer credentials, work samples, and past project quality before surfacing them to creators. This likely includes portfolio authenticity checks (verifying work samples are genuinely the freelancer's), skill validation through past client feedback or test projects, and possibly credential verification for specialized roles. The system maintains a curated talent pool rather than open-marketplace model, reducing creator friction from low-quality or fraudulent profiles.","intents":["I want to hire a freelancer without worrying about portfolio fraud or inflated credentials","I need confidence that a freelancer's past work is genuinely theirs, not stock samples","I want to see verified client feedback or project outcomes before engaging"],"best_for":["Creators risk-averse about hiring unknown freelancers","Teams without internal creative hiring expertise to evaluate portfolios","Projects where quality assurance is critical (client-facing deliverables)"],"limitations":["Vetting rigor unproven; no public documentation of verification standards or false-positive rates","Smaller talent pool than open marketplaces due to curation overhead","Vetting process may create onboarding friction for freelancers, reducing supply","No transparency into vetting criteria or appeal process for rejected freelancers"],"requires":["Freelancer submission with portfolio links and work samples","Vetting team or automated verification system (implementation details unknown)","Feedback loop from creators to validate freelancer quality"],"input_types":["freelancer profile (portfolio URLs, work samples, credentials, past projects)","creator feedback on completed work (ratings, reviews)"],"output_types":["verified freelancer status badge","vetting summary or credential validation","aggregated client feedback scores"],"categories":["safety-moderation","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_roster__cap_2","uri":"capability://automation.workflow.creator.job.posting.and.freelancer.discovery","name":"creator job posting and freelancer discovery","description":"Roster provides a freemium job posting interface where creators can describe projects, required skills, and budget without payment friction. The discovery layer allows browsing vetted freelancer profiles filtered by specialization (video, design, audio), experience level, and past work. This combines traditional job-board functionality with portfolio-first discovery, enabling creators to explore talent before committing to hiring or premium features.","intents":["I want to post a job for a motion designer without paying upfront or committing to a platform","I want to browse available talent in my niche before deciding to hire","I want to see freelancer portfolios and past work before reaching out"],"best_for":["Bootstrapped creators testing hiring without financial commitment","Teams exploring talent availability before budgeting for a hire","Creators unfamiliar with freelance marketplace workflows"],"limitations":["Freemium model conversion mechanics unclear—unclear what premium features justify paid tier","Limited talent pool compared to Upwork, Fiverr, or industry-specific platforms","No transparency into job visibility or ranking algorithm for posted jobs","Freelancer response rates unknown; freemium may attract lower-quality or less-committed talent"],"requires":["Creator account (freemium signup)","Job posting with project description, required skills, and budget (optional for freemium)","Freelancer profiles with portfolio links and skill tags"],"input_types":["job posting (text description, required skills, budget, timeline)","freelancer profile filters (specialization, experience level, rate range)"],"output_types":["posted job listing","filtered freelancer profiles with portfolios","freelancer contact/inquiry interface"],"categories":["automation-workflow","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_roster__cap_3","uri":"capability://data.processing.analysis.creative.role.taxonomy.and.skill.based.filtering","name":"creative role taxonomy and skill-based filtering","description":"Roster maintains a specialized taxonomy of creative roles (motion designer, colorist, sound engineer, video editor, etc.) and associated skill tags, enabling precise filtering and matching. The system likely maps freelancer profiles and job postings to this taxonomy, allowing creators to filter talent by specific creative specializations rather than generic job titles. This domain-specific structure enables more accurate matching and discovery than generalist freelance platforms.","intents":["I want to find a color grader specifically, not a generic 'video editor'","I want to filter talent by specialized skills like 'Unreal Engine VFX' or 'DaVinci Resolve'","I want the platform to understand that my project needs a motion designer, not a graphic designer"],"best_for":["Creators hiring specialized creative roles (motion design, audio engineering, color grading)","Teams with clear technical skill requirements for creative work","Projects where role specialization significantly impacts quality"],"limitations":["Taxonomy coverage unknown—may not include emerging specialties (e.g., AI animation, generative audio)","Skill tag accuracy depends on freelancer self-reporting or vetting team validation","Niche specialties may have limited talent pool due to small market size","No transparency into taxonomy maintenance or updates"],"requires":["Predefined creative role taxonomy (maintained by Roster)","Freelancer profiles tagged with roles and skills","Job postings mapped to role taxonomy"],"input_types":["creative role selection (motion designer, colorist, sound engineer, etc.)","skill tag filters (software, techniques, experience level)"],"output_types":["filtered freelancer profiles by role and skill","job posting categorized by creative role","skill-based recommendations"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_roster__cap_4","uri":"capability://image.visual.portfolio.artifact.analysis.and.visual.skill.inference","name":"portfolio artifact analysis and visual skill inference","description":"Roster analyzes freelancer portfolio artifacts (video files, design images, audio samples) to infer creative skills and quality without relying solely on text descriptions or self-reported tags. This likely involves computer vision (analyzing video frames for color grading, motion design complexity, visual effects quality) and audio analysis (evaluating sound design, mixing quality) to validate claimed skills. The system may extract metadata from portfolio files (software used, project complexity) to enrich freelancer profiles.","intents":["I want the platform to analyze a freelancer's video portfolio to assess color grading quality, not just trust their tag","I want to see visual evidence of motion design skill (animation smoothness, complexity) from portfolio videos","I want the platform to infer technical skill level from portfolio artifact quality, not just past client feedback"],"best_for":["Creators evaluating technical creative skills (color grading, motion design, VFX) where visual quality is paramount","Teams without internal expertise to evaluate portfolio quality","Hiring decisions where portfolio authenticity and skill level are critical"],"limitations":["Computer vision analysis of creative work is subjective—no ground truth for 'good' color grading or motion design","Analysis accuracy depends on portfolio artifact quality and completeness","May penalize experimental or unconventional creative styles not matching training data","No transparency into analysis methodology or confidence scores","Requires portfolio files or links; incomplete profiles reduce analysis depth"],"requires":["Portfolio artifact files or URLs (video, image, audio formats)","Computer vision and audio analysis models (implementation details unknown)","Metadata extraction from portfolio files"],"input_types":["video files (for motion design, color grading, VFX analysis)","image files (for design, visual effects quality)","audio files (for sound design, mixing quality)"],"output_types":["inferred skill tags from artifact analysis","quality scores or confidence metrics","visual summaries highlighting portfolio strengths"],"categories":["image-visual","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_roster__cap_5","uri":"capability://automation.workflow.creator.freelancer.communication.and.project.coordination","name":"creator-freelancer communication and project coordination","description":"Roster provides in-platform messaging and project coordination tools enabling creators to communicate with matched or discovered freelancers, negotiate terms, and manage project scope. The system likely includes contract templates, milestone tracking, and file sharing to streamline the hiring-to-delivery workflow. This reduces friction of moving conversations off-platform (email, Slack) and enables Roster to track project outcomes for matching algorithm feedback.","intents":["I want to message a freelancer directly through the platform without sharing email addresses","I want to set project milestones and track deliverables without external tools","I want templates for contracts or statements of work to formalize the engagement"],"best_for":["Creators new to freelance hiring seeking structured project workflows","Teams wanting centralized communication and file sharing","Projects with clear milestones and deliverable tracking"],"limitations":["In-platform communication may lack richness of dedicated tools (Slack, Asana, Monday.com)","File sharing and storage limits unknown","Contract templates may not cover complex or high-value projects","No transparency into data retention or communication archival","Freelancers may prefer external tools, reducing platform stickiness"],"requires":["Creator and freelancer accounts on Roster","Matched or discovered freelancer profile","Project description and scope"],"input_types":["messages (text, file attachments)","project scope and milestones","contract or statement of work"],"output_types":["message thread history","project timeline with milestones","signed contract or agreement","file storage and sharing links"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_roster__cap_6","uri":"capability://automation.workflow.freelancer.onboarding.and.profile.creation.workflow","name":"freelancer onboarding and profile creation workflow","description":"Roster implements a structured onboarding flow for freelancers to create profiles, upload portfolio samples, and complete skill assessments or vetting questionnaires. The system likely guides freelancers through portfolio upload (video, design, audio files), skill tag selection, rate setting, and availability scheduling. This standardized onboarding ensures profile completeness for matching and vetting, reducing friction for freelancers unfamiliar with portfolio-first platforms.","intents":["I'm a freelancer and want to quickly set up a profile showcasing my motion design work","I want to upload portfolio videos and have the platform analyze my skills automatically","I want to specify my rates, availability, and specializations without complex forms"],"best_for":["Freelancers new to portfolio-first platforms seeking guided setup","Creative professionals with existing portfolios (videos, design files) wanting quick profile creation","Freelancers seeking passive income from platform discovery without active job hunting"],"limitations":["Onboarding friction may deter freelancers accustomed to minimal signup (Upwork, Fiverr)","Portfolio upload requirements (video, design files) create technical barriers for some freelancers","Vetting process may reject profiles, creating frustration without clear feedback","No transparency into onboarding completion rates or dropout points","Smaller platform may offer fewer opportunities than Upwork/Fiverr, reducing freelancer motivation"],"requires":["Freelancer account signup","Portfolio files or links (video, design, audio)","Skill tags and specialization selection","Rate and availability information"],"input_types":["profile information (name, bio, location)","portfolio artifacts (video, image, audio files or URLs)","skill tags and specializations","rate and availability"],"output_types":["completed freelancer profile","portfolio preview","skill tags and specialization display","vetting status or approval notification"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_roster__cap_7","uri":"capability://automation.workflow.freemium.to.premium.conversion.and.monetization","name":"freemium-to-premium conversion and monetization","description":"Roster implements a freemium model where creators can post jobs and browse talent without payment, with premium features (likely enhanced matching, priority support, advanced filtering, or direct messaging) behind a paywall. The system tracks creator engagement (job postings, talent browsing, hires) to identify conversion opportunities and optimize pricing. This model reduces friction for bootstrapped creators while generating revenue from successful hires or feature upgrades.","intents":["I want to test hiring on Roster without paying upfront to see if the talent quality justifies the cost","I want to upgrade to premium features (better matching, priority support) once I'm confident in the platform","I want to understand what premium features offer value vs. free alternatives"],"best_for":["Bootstrapped creators and small studios with limited hiring budgets","Teams testing new hiring channels before committing budget","Creators unfamiliar with freelance marketplaces seeking low-risk entry"],"limitations":["Freemium conversion mechanics unclear—no public pricing or feature breakdown","Unclear what premium features justify paid tier vs. free alternatives (Upwork, Fiverr)","Free tier may attract low-quality job postings or reduce freelancer engagement","Monetization model unproven; unclear if freemium generates sufficient revenue vs. operational costs","No transparency into free vs. premium feature limitations"],"requires":["Creator account (freemium signup)","Job posting and talent browsing (free tier)","Premium subscription (pricing and features unknown)"],"input_types":["creator engagement metrics (job postings, talent browsing, hires)","premium feature selection and pricing"],"output_types":["free tier access (job posting, talent browsing)","premium tier access (enhanced matching, priority support, advanced features)","subscription management and billing"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Creator account with job posting (freemium access available)","Freelancer profiles with portfolio links or uploaded work samples","Job description with sufficient detail for embedding-based matching","Freelancer submission with portfolio links and work samples","Vetting team or automated verification system (implementation details unknown)","Feedback loop from creators to validate freelancer quality","Creator account (freemium signup)","Job posting with project description, required skills, and budget (optional for freemium)","Freelancer profiles with portfolio links and skill tags","Predefined creative role taxonomy (maintained by Roster)"],"failure_modes":["Matching quality unproven against established platforms; no public benchmarks on false-positive rates","Relies on portfolio quality and completeness—incomplete profiles reduce matching accuracy","May struggle with niche specialties (e.g., Unreal Engine VFX) if training data is sparse","No transparency into ranking algorithm or weighting of skill signals","Vetting rigor unproven; no public documentation of verification standards or false-positive rates","Smaller talent pool than open marketplaces due to curation overhead","Vetting process may create onboarding friction for freelancers, reducing supply","No transparency into vetting criteria or appeal process for rejected freelancers","Freemium model conversion mechanics unclear—unclear what premium features justify paid tier","Limited talent pool compared to Upwork, Fiverr, or industry-specific platforms","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"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":"2026-05-24T12:16:33.095Z","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=roster","compare_url":"https://unfragile.ai/compare?artifact=roster"}},"signature":"cMNZX1O/9ooBEwA93lBMNqHdFtGTkDuJDHdG/IDRCLgLJdaZTPVFmwrQO/4ra6KFt+H448zxrVXyeeqYhZkOBw==","signedAt":"2026-06-18T11:48:07.437Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/roster","artifact":"https://unfragile.ai/roster","verify":"https://unfragile.ai/api/v1/verify?slug=roster","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"}}