{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_modularmind","slug":"modularmind","name":"ModularMind","type":"product","url":"https://www.join.modularmind.app","page_url":"https://unfragile.ai/modularmind","categories":["app-builders"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_modularmind__cap_0","uri":"capability://planning.reasoning.natural.language.to.workflow.generation","name":"natural-language-to-workflow-generation","description":"Converts natural language task descriptions into executable automated workflows through an AI planning layer (Maia) that decomposes user intent into discrete workflow steps, then renders them as drag-and-drop modular components. The system infers required actions, data transformations, and orchestration logic without requiring users to manually construct the workflow graph, reducing setup time from hours to minutes for common automation patterns.","intents":["I want to automate a repetitive task but don't know where to start or how to structure it","I need to describe what I want done in plain English and have the system figure out the workflow steps","I want to avoid learning a visual workflow builder syntax and just tell the system what to do"],"best_for":["Non-technical users and solopreneurs automating 3-5 core workflows","Teams with low technical depth who need rapid automation without training overhead","Users migrating from manual processes who lack workflow design experience"],"limitations":["Underlying LLM model unknown — cannot assess reasoning capability or hallucination risk","No documentation on how complex or ambiguous task descriptions are handled","Context window limits unknown — unclear if multi-step workflows maintain coherent planning across long descriptions","No mention of error recovery if AI planning produces invalid or incomplete workflows"],"requires":["ModularMind account (Free tier available)","Natural language description of the task","For Pro features: Pro tier subscription ($12.49/month billed annually)"],"input_types":["natural language text description","task context or examples"],"output_types":["executable workflow graph","modular component configuration","step-by-step action sequence"],"categories":["planning-reasoning","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_1","uri":"capability://search.retrieval.parallel.web.research.and.content.extraction","name":"parallel-web-research-and-content-extraction","description":"Executes intelligent web browsing across multiple pages in parallel, extracting relevant content, links, and structured data from HTML/text sources without manual URL specification. The system claims to analyze 'thousands of web pages in parallel' using an orchestrated agent approach, though actual concurrency limits, rate-limiting mechanisms, and JavaScript rendering capabilities are undisclosed. Supports both static HTML parsing and dynamic content analysis for competitive intelligence, market research, and information synthesis workflows.","intents":["I need to research competitors across multiple websites and summarize findings automatically","I want to gather information from 10+ sources and synthesize it into a single report without manual copy-paste","I need to monitor web content changes or track competitor activity across multiple domains","I want to extract structured data (prices, product specs, reviews) from multiple websites automatically"],"best_for":["Business analysts and competitive intelligence teams","Market researchers gathering data from multiple sources","Content creators repurposing information across platforms","Knowledge workers synthesizing information from web sources"],"limitations":["Web browsing feature locked behind Pro tier paywall ($12.49/month) — Free tier cannot access this core capability","JavaScript rendering capability unknown — may fail on single-page applications or dynamically-loaded content","Rate limiting and throttling mechanisms undisclosed — unclear if target websites will block parallel requests","Authentication handling unknown — cannot access paywalled content or login-required resources","Actual concurrency limit unknown despite 'thousands of pages in parallel' claim — likely much lower in practice","No mention of handling robots.txt or respecting website crawling policies"],"requires":["ModularMind Pro tier or higher ($12.49/month billed annually)","Web URLs or search queries to initiate research","Target websites must be publicly accessible (no authentication support mentioned)"],"input_types":["natural language research query","web URLs","search keywords","competitor domain names"],"output_types":["extracted text content","structured data (unknown format)","summary reports","link collections","comparative analysis"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_10","uri":"capability://search.retrieval.ai.powered.competitive.intelligence.workflows","name":"ai-powered-competitive-intelligence-workflows","description":"Combines web research, content extraction, and AI summarization to automatically monitor competitor activity, track market trends, and synthesize competitive intelligence from multiple sources. Workflows can be scheduled to run daily or weekly, gathering data on competitor pricing, product launches, marketing campaigns, and industry news without manual research. Results are aggregated and summarized into actionable reports.","intents":["I want to monitor competitor websites daily and get a summary of changes or new announcements","I need to track industry news and competitor activity without spending hours on manual research","I want to gather competitive pricing data from multiple sources and analyze trends","I need to create weekly competitive intelligence reports for my leadership team"],"best_for":["Business development and strategy teams","Product managers tracking competitor features and positioning","Marketing teams monitoring competitor campaigns","Sales teams gathering competitive intelligence for deals"],"limitations":["Web research feature requires Pro tier — Free tier cannot access this capability","Competitor website structure changes may break workflows — no mention of adaptive scraping","Paywalled content inaccessible — cannot monitor competitor sites requiring authentication","Data freshness unknown — unclear how quickly changes are detected and reported","No mention of competitor alert thresholds or anomaly detection","Legal/ethical considerations unknown — no documentation on respecting robots.txt or terms of service"],"requires":["ModularMind Pro tier or higher ($12.49/month billed annually)","Competitor domain names or URLs","Scheduling enabled (Pro tier+)"],"input_types":["competitor domain list","monitoring parameters (price ranges, keywords, etc.)","schedule specification"],"output_types":["competitive intelligence reports","price tracking data","product launch notifications","marketing campaign summaries"],"categories":["search-retrieval","data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_11","uri":"capability://data.processing.analysis.market.research.and.trend.analysis.automation","name":"market-research-and-trend-analysis-automation","description":"Enables automated gathering of market data from multiple sources (websites, APIs, online databases) and synthesis into trend analysis and market reports. Workflows can extract pricing data, product information, customer reviews, and industry news, then aggregate and analyze the data to identify patterns, trends, and opportunities. Results are formatted as reports or dashboards for stakeholder consumption.","intents":["I want to gather market data from 20+ sources and analyze trends without manual data collection","I need to track industry pricing trends and competitor positioning across multiple markets","I want to analyze customer sentiment from reviews and social media automatically","I need to create weekly market reports with trend analysis for my team"],"best_for":["Market research teams and analysts","Product managers understanding market positioning","Business development teams evaluating market opportunities","Pricing teams tracking competitor and market pricing"],"limitations":["Data source integrations unknown — unclear which APIs, databases, or sources are supported","Data quality and accuracy unknown — no documentation on handling inconsistent or malformed data","Analysis depth limited by underlying LLM — cannot perform statistical analysis or advanced analytics","Real-time data limitations — scheduled workflows may miss time-sensitive market changes","No mention of data visualization or dashboard capabilities","Compliance and data privacy unknown — unclear how sensitive market data is handled"],"requires":["ModularMind Pro tier or higher ($12.49/month billed annually)","Access to market data sources (websites, APIs, databases)","Data source credentials or API keys (if required)"],"input_types":["market data sources (URLs, API endpoints, database connections)","analysis parameters (metrics, time periods, segments)","report format specifications"],"output_types":["market trend reports","pricing analysis","competitive positioning summaries","opportunity identification"],"categories":["data-processing-analysis","search-retrieval","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_12","uri":"capability://search.retrieval.academic.research.and.literature.synthesis","name":"academic-research-and-literature-synthesis","description":"Automates gathering of academic papers, research findings, and literature from online sources, then synthesizes findings into literature reviews, research summaries, or comparative analyses. Workflows can search academic databases, extract key findings, and organize research by topic or methodology, reducing the manual effort of literature review from weeks to hours.","intents":["I need to conduct a literature review on a topic and synthesize findings from 50+ papers","I want to gather recent research on a specific topic and create a summary for my team","I need to compare methodologies and findings across multiple research papers","I want to track new research publications in my field and get weekly summaries"],"best_for":["Academic researchers conducting literature reviews","Graduate students synthesizing research for thesis work","Industry researchers tracking academic developments","Teams staying current with research in their field"],"limitations":["Paywalled academic content inaccessible — cannot access papers behind journal paywalls","PDF parsing capabilities unknown — unclear if workflows can extract text from PDF papers","Citation handling unknown — no mention of citation format support or bibliography generation","Research quality assessment unknown — cannot evaluate paper quality or impact","No mention of integration with academic databases (PubMed, arXiv, Google Scholar APIs)","Hallucination risk unknown — LLM-based synthesis may misrepresent or fabricate findings"],"requires":["ModularMind Pro tier or higher ($12.49/month billed annually)","Access to academic sources (open-access papers, preprint servers, etc.)","Research topic or keywords"],"input_types":["research topic or keywords","academic source URLs or database queries","synthesis parameters (format, scope, focus areas)"],"output_types":["literature review summaries","research synthesis reports","comparative analysis","bibliography (format unknown)"],"categories":["search-retrieval","data-processing-analysis","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_2","uri":"capability://memory.knowledge.modular.prompt.library.and.reuse","name":"modular-prompt-library-and-reuse","description":"Provides a team-accessible library of reusable prompt templates (called 'modular prompts') that can be saved, versioned, and shared across team members without duplicating effort. Prompts are stored as first-class workflow components that can be parameterized and composed into larger workflows, enabling teams to build a shared knowledge base of effective prompts for common tasks. Available on Free tier with unlimited storage; Team tier adds collaborative features and shared access controls.","intents":["I want to save a prompt that works well and reuse it across multiple workflows without rewriting it","I need my team to share effective prompts so we don't reinvent the wheel for similar tasks","I want to version and iterate on prompts without losing previous versions","I need to standardize how my team prompts the AI for consistency and quality"],"best_for":["Teams automating multiple similar workflows (content creation, research, analysis)","Organizations building internal prompt libraries for standardization","Solopreneurs managing multiple projects with overlapping prompt needs"],"limitations":["Prompt versioning and rollback capabilities unknown","No mention of access controls or permission levels for shared prompts","Unclear if prompts can be exported or backed up outside ModularMind","No documentation on prompt parameter syntax or composition rules","Team tier required for sharing — Free tier users cannot collaborate on prompts"],"requires":["ModularMind account (Free tier available)","For team sharing: Team tier subscription ($49.99/member/month billed annually)","Effective prompt writing skills to create reusable templates"],"input_types":["prompt text with optional parameters","prompt metadata (name, description, tags)"],"output_types":["saved prompt template","parameterized prompt instance","prompt composition/chaining"],"categories":["memory-knowledge","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_3","uri":"capability://automation.workflow.scheduled.workflow.automation.with.execution","name":"scheduled-workflow-automation-with-execution","description":"Enables scheduling of pre-built workflows to run automatically on defined cadences (hourly, daily, weekly, etc.) without manual triggering, with results delivered to specified destinations. Workflows execute asynchronously on ModularMind's cloud infrastructure with unknown timeout limits and failure handling mechanisms. Execution consumes credits from the user's monthly allocation; actual credit consumption per workflow run is undisclosed, creating cost opacity.","intents":["I want to run a research workflow every morning and have results waiting in my inbox","I need to monitor competitor activity daily without manually triggering the workflow","I want to generate reports on a fixed schedule (weekly, monthly) without remembering to run them","I need to automate repetitive tasks that happen at specific times or intervals"],"best_for":["Teams with recurring automation needs (daily reports, weekly monitoring, periodic data collection)","Solopreneurs automating background tasks that don't require real-time execution","Workflows with predictable, non-urgent timelines"],"limitations":["Scheduling feature locked behind Pro tier paywall — Free tier cannot schedule workflows","Workflow execution timeout limits unknown — unclear if long-running workflows will be terminated","Failure handling and retry logic undisclosed — no documentation on what happens if a scheduled workflow fails","Execution latency unknown — no SLA or performance guarantees provided","Credit consumption per execution undisclosed — users cannot predict monthly costs","No mention of execution logs, monitoring, or alerting for failed workflows","Timezone handling unknown — unclear if schedules respect user timezone or UTC"],"requires":["ModularMind Pro tier or higher ($12.49/month billed annually)","Pre-built and tested workflow","Monthly credit balance (consumption rate unknown)","Destination for results (email, webhook, etc. — specific integrations unknown)"],"input_types":["workflow definition","schedule specification (cron-like or UI-based)","execution parameters"],"output_types":["scheduled execution confirmation","workflow execution results","delivery to specified destination (email, webhook, etc.)"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_4","uri":"capability://data.processing.analysis.local.and.online.file.import.for.workflows","name":"local-and-online-file-import-for-workflows","description":"Allows workflows to ingest data from local files (uploaded by user) and online sources (URLs, APIs, databases — specific support unknown) as input for processing, analysis, or transformation. Files are imported into the workflow context and made available to downstream steps for analysis, summarization, or data extraction. Supported file formats, maximum file sizes, and data retention policies are undisclosed, creating uncertainty around data handling and compliance.","intents":["I want to upload a CSV file and have a workflow analyze it and generate a report","I need to fetch data from an online source (API, website) and process it in a workflow","I want to import customer data from a spreadsheet and run automated analysis on it","I need to combine data from multiple sources (local files + web data) in a single workflow"],"best_for":["Data analysts processing files and online data sources","Teams importing customer or business data for automated analysis","Workflows that require external data as input (not just web research)"],"limitations":["File import feature locked behind Pro tier paywall — Free tier cannot import files","Supported file formats unknown — unclear if CSV, JSON, Excel, PDF, images are supported","Maximum file size limits unknown — no guidance on scalability for large datasets","Data retention policy unknown — unclear how long imported files are stored and whether they're deleted after workflow completion","Online source support unclear — documentation doesn't specify if APIs, databases, or only URLs are supported","No mention of data encryption, access controls, or compliance certifications (GDPR, HIPAA, etc.)","Unclear if imported data can be re-used across multiple workflows or if it's single-use"],"requires":["ModularMind Pro tier or higher ($12.49/month billed annually)","Local file or online source URL","Supported file format (unknown — requires testing)"],"input_types":["local file upload (format unknown)","online source URL","API endpoint (support unknown)","database connection (support unknown)"],"output_types":["parsed data structure","extracted content","analysis results","transformed data"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_5","uri":"capability://automation.workflow.drag.and.drop.workflow.composition","name":"drag-and-drop-workflow-composition","description":"Provides a visual workflow builder interface where users connect pre-built modular components (actions, transformations, integrations) by dragging and dropping them onto a canvas and linking outputs to inputs. The interface abstracts away code and configuration complexity, allowing non-technical users to construct multi-step automation sequences. Components are parameterized through UI forms rather than code, and the builder validates connections to prevent invalid workflows.","intents":["I want to visually design a workflow without writing code or learning a programming language","I need to connect multiple actions together (research → summarize → send email) without manual orchestration","I want to see the workflow structure visually before executing it to catch errors","I need to modify an existing workflow by adding or removing steps without rebuilding from scratch"],"best_for":["Non-technical users and business analysts","Teams with low technical depth","Rapid prototyping and iteration of automation ideas"],"limitations":["No mention of advanced control flow (conditionals, loops, error handling) — unclear if complex logic is supported","Component library composition rules unknown — unclear what connections are valid or how type checking works","Workflow complexity limits unknown — no documentation on maximum number of steps or nesting depth","No mention of workflow versioning or rollback — unclear if changes can be undone","Visual editor performance unknown — unclear how it handles large workflows with many components","No mention of workflow export or portability — workflows may be locked to ModularMind platform"],"requires":["ModularMind account (Free tier available)","Modern web browser with JavaScript enabled","Basic understanding of workflow concepts (triggers, actions, data flow)"],"input_types":["modular component selection","parameter configuration via UI forms","component connection/linking"],"output_types":["executable workflow definition","workflow visualization","workflow configuration (format unknown)"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_6","uri":"capability://text.generation.language.content.generation.and.repurposing.workflows","name":"content-generation-and-repurposing-workflows","description":"Enables automated creation and transformation of content across multiple formats and platforms (X threads, LinkedIn articles, YouTube scripts, reports, etc.) by chaining AI generation steps with content-specific formatting and optimization. Workflows can take source content (research findings, product information, user feedback) and automatically generate platform-optimized versions without manual rewriting. The system uses the underlying LLM (model unknown) to handle tone, length, and format adaptation.","intents":["I want to turn a long-form blog post into multiple social media posts (Twitter, LinkedIn, TikTok) automatically","I need to generate YouTube video scripts from research findings or product specs","I want to create multiple versions of marketing copy optimized for different platforms","I need to repurpose existing content across channels without manual rewriting"],"best_for":["Content creators and marketing teams managing multi-channel presence","Solopreneurs creating content across multiple platforms","Teams repurposing long-form content into social media snippets"],"limitations":["Supported content formats and platforms unknown — documentation only mentions X, LinkedIn, YouTube as examples","Content quality and brand consistency unknown — no information on how well generated content maintains voice/tone","No mention of content review or approval workflows — unclear if generated content requires human review before publishing","Platform-specific API integrations unknown — unclear if content can be auto-published or only generated for manual posting","Underlying LLM model unknown — cannot assess hallucination risk or factual accuracy of generated content","No mention of SEO optimization, hashtag generation, or platform-specific best practices"],"requires":["ModularMind account (Free tier available)","Source content (text, research findings, product information)","Target platform specifications (tone, length, format requirements)"],"input_types":["source content (text, URLs, files)","platform/format specification","tone and style parameters"],"output_types":["generated content (text)","platform-optimized versions","multiple format variants"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_7","uri":"capability://tool.use.integration.bring.your.own.api.key.integration","name":"bring-your-own-api-key-integration","description":"Allows users to supply their own API keys (OpenAI, Anthropic, or other LLM providers) to power workflows, avoiding ModularMind's credit system and enabling cost control through direct provider billing. The system routes LLM requests to the user-supplied API endpoint rather than ModularMind's infrastructure, shifting both cost and rate-limiting responsibility to the user. Available on Free tier, making it the only way Free tier users can access AI capabilities without purchasing credits.","intents":["I want to use my own OpenAI API key to avoid ModularMind's credit system and control costs directly","I need to use a specific LLM provider (Claude, Llama, etc.) that ModularMind doesn't natively support","I want to avoid vendor lock-in by using my own API keys instead of ModularMind's infrastructure","I need to integrate with my organization's existing LLM infrastructure or private models"],"best_for":["Users with existing LLM API subscriptions (OpenAI, Anthropic, etc.)","Organizations with cost-sensitive or compliance-driven API requirements","Developers wanting to avoid ModularMind's opaque credit system","Teams using private or self-hosted LLM models"],"limitations":["Supported API providers unknown — documentation only mentions 'use your own API key' without listing compatible providers","API key management and security unknown — unclear how keys are stored, encrypted, or rotated","Rate limiting and quota management unknown — users responsible for monitoring their own API usage","Error handling for API failures unknown — unclear how ModularMind handles rate limits or authentication failures from user's API","Cost visibility unknown — no integration with user's API billing dashboard within ModularMind","Fallback behavior unknown — unclear what happens if user's API key is invalid or quota exceeded"],"requires":["ModularMind account (Free tier available)","Active API key from supported LLM provider (OpenAI, Anthropic, or other — specific list unknown)","API key with sufficient quota/credits"],"input_types":["API key (text)","API endpoint URL (optional, for self-hosted models)","model selection/specification"],"output_types":["API configuration confirmation","workflow execution using user's API"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_8","uri":"capability://automation.workflow.credit.based.usage.metering.and.billing","name":"credit-based-usage-metering-and-billing","description":"Implements a monthly credit allocation system where workflows consume credits per execution, with different tiers offering different monthly allowances (1,000 free, 10,000 Pro, 30,000 Team). The actual cost per operation (credit consumption rate) is undisclosed, creating opacity around true pricing. Credits are allocated monthly and do not roll over; overage behavior is unknown. This system abstracts away per-operation costs but prevents users from predicting total spend.","intents":["I want a simple, predictable monthly cost for automation without worrying about per-operation charges","I need to understand how much my workflows cost to run so I can budget appropriately","I want to monitor my usage and avoid surprise overage charges"],"best_for":["Users with predictable, moderate automation needs","Teams wanting a fixed monthly cost rather than pay-per-use"],"limitations":["Credit consumption rate unknown — no documentation on how many credits each operation consumes","Overage behavior unknown — unclear if users can exceed monthly allocation or if workflows are throttled","No usage dashboard or monitoring — users cannot see real-time credit consumption","No granular cost breakdown — unclear which operations (web browsing, AI generation, file processing) consume credits","Credit rollover policy unknown — unclear if unused credits carry to next month","No cost estimation tools — users cannot predict costs before running workflows","Pricing opacity creates hidden paywall — true cost of Pro tier is unknown until usage"],"requires":["ModularMind paid tier (Pro: $12.49/month or Team: $49.99/member/month billed annually)","Active subscription with available credits"],"input_types":["workflow execution request","operation type (web browsing, AI generation, file processing, etc. — specific types unknown)"],"output_types":["credit consumption confirmation","monthly usage summary (unknown if available)","billing statement"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_modularmind__cap_9","uri":"capability://automation.workflow.team.collaboration.and.shared.workflow.library","name":"team-collaboration-and-shared-workflow-library","description":"Enables team members to share workflows, prompts, and automation templates through a centralized team library accessible to all members with appropriate permissions. Team tier provides shared access to saved prompts and workflows, allowing teams to build a reusable automation knowledge base without duplicating effort. Shared workflows can be modified by team members, though versioning and conflict resolution mechanisms are unknown.","intents":["I want my team to share effective workflows so we don't rebuild the same automation multiple times","I need to standardize how our team automates tasks by sharing templates and best practices","I want team members to build on each other's workflows without starting from scratch","I need to ensure all team members have access to the same automation library"],"best_for":["Teams with 3+ members automating similar tasks","Organizations building internal automation libraries","Teams wanting to standardize automation practices"],"limitations":["Team tier required — Free and Pro tiers cannot share workflows or prompts","Access controls and permissions unknown — unclear if workflows can be restricted to specific team members","Workflow versioning and rollback unknown — unclear how teams manage changes to shared workflows","Conflict resolution unknown — unclear what happens if multiple team members modify the same workflow simultaneously","Audit logging unknown — no documentation on who modified workflows or when","No mention of workflow approval workflows or review processes"],"requires":["ModularMind Team tier ($49.99/member/month billed annually)","Multiple team members with active accounts","Workflows or prompts to share"],"input_types":["workflow definition","prompt template","team member list"],"output_types":["shared workflow access","shared prompt library","team collaboration metadata"],"categories":["automation-workflow","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["ModularMind account (Free tier available)","Natural language description of the task","For Pro features: Pro tier subscription ($12.49/month billed annually)","ModularMind Pro tier or higher ($12.49/month billed annually)","Web URLs or search queries to initiate research","Target websites must be publicly accessible (no authentication support mentioned)","Competitor domain names or URLs","Scheduling enabled (Pro tier+)","Access to market data sources (websites, APIs, databases)","Data source credentials or API keys (if required)"],"failure_modes":["Underlying LLM model unknown — cannot assess reasoning capability or hallucination risk","No documentation on how complex or ambiguous task descriptions are handled","Context window limits unknown — unclear if multi-step workflows maintain coherent planning across long descriptions","No mention of error recovery if AI planning produces invalid or incomplete workflows","Web browsing feature locked behind Pro tier paywall ($12.49/month) — Free tier cannot access this core capability","JavaScript rendering capability unknown — may fail on single-page applications or dynamically-loaded content","Rate limiting and throttling mechanisms undisclosed — unclear if target websites will block parallel requests","Authentication handling unknown — cannot access paywalled content or login-required resources","Actual concurrency limit unknown despite 'thousands of pages in parallel' claim — likely much lower in practice","No mention of handling robots.txt or respecting website crawling policies","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36666666666666664,"quality":0.78,"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":"2026-05-24T12:16:31.858Z","last_scraped_at":"2026-04-05T13:23:42.551Z","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=modularmind","compare_url":"https://unfragile.ai/compare?artifact=modularmind"}},"signature":"wfgq2G8HmZLhXnVGp5cVnnqk6AvtFFHpNGRpP+g+y+csEy6fOxwB8sNVgQ6ZBLsmf7cXH6N3d6mx+dUX2IHGDA==","signedAt":"2026-06-21T04:50:33.744Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/modularmind","artifact":"https://unfragile.ai/modularmind","verify":"https://unfragile.ai/api/v1/verify?slug=modularmind","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"}}