Robin Saige we check the tools AI agents call

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Search by what the tool should do — or browse, verdict first. Every row is a door to its full dossier; the sentence after each verdict is why.

Healthanswerswalled ×dead
Verdictallowwarn ×block
Kindretrievalactiongenerativecomputationalpredictiveorchestrationprivate
Pricefreepaid
CheckabilityV3WV3V2V1V0
! warn com.mobbin/mobbin
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Search real-world UI & UX design references for mobile apps, web apps, and websites with Mobbin.
retrieval ○ · solo · seen 2026-08-15
! warn dev.rankd/rankd
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
App Store Optimization for indie devs. Track rankings, find keyword wins, grow installs.
retrieval ○ · solo · seen 2026-08-15
! warn com.cross-deck/prism
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Ask your app anything — revenue, errors, read-cost, growth — and get rendered charts back.
retrieval ○ · solo · seen 2026-08-15
! warn com.gummble/mcp
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Search 300k+ real app screens, flows, and UX microcopy from 1,500+ shipped products.
retrieval ○ · solo · seen 2026-08-15
! warn com.knotrik/knotrik
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Query and audit AppSheet apps in natural language via Knotrik's pre-scanned definitions.
retrieval ○ · solo · seen 2026-08-15
! warn io.github.airbytehq/agents
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Let AI agents query data and act across all your business apps via MCP.
retrieval ○ · solo · seen 2026-08-15
! warn io.github.PrometheusAgency/shopify-app-store-scraper
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Scrape Shopify App Store apps, full review histories and catalog. E-commerce market research.
unclassified ○ · gateway · seen 2026-08-15
! warn info.appgoblin/app-store-analytics
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Research iOS and Android apps, use keyword marketing tools, see app installs, revenue and sdks.
unclassified ○ · solo · seen 2026-08-15
! warn com.replyargus/reply-argus
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Stop drowning in app reviews: auto-reply on App Store & Google Play, on-brand, 100+ languages.
unclassified ○ · solo · seen 2026-08-15
! warn dev.reapx/app-store-reviews
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Scrape App Store reviews and rating history by app, country, rating or date. Pay per row.
action ○ · gateway · seen 2026-08-15
! warn io.weavz/weavz
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Governed app access for AI agents: 1,000+ apps & 12,000+ tools via Code Mode MCP.
unclassified ○ · solo · seen 2026-08-15
! warn io.github.westvegh/tally-workout
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
First strength app Claude can write to: plan training in chat, it lands in the app ready to log.
action ○ · solo · seen 2026-08-15
! warn com.altoviz/mcp
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Altoviz invoicing app for french small businesses
unclassified ○ · solo · seen 2026-08-15
! warn io.github.Qovery/mcp-server
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Deploy and manage your apps on Qovery
action ○ · shared · seen 2026-08-15
! warn io.github.Evozim/rule-porter
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Multi-IDE settings translator mapping shortcuts between apps.
unclassified ○ · solo · seen 2026-08-15
! warn app.marketgenius/mcp
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Our free Marketgenius investment tools as live, interactive React MCP Apps.
unclassified ○ · solo · seen 2026-08-15
! warn dev.goodbarber/goodbarber-public-mcp
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Manage your GoodBarber eCommerce, Community, and Membership app via natural language.
unclassified ○ · solo · seen 2026-08-15
! warn ai.openaso/openaso
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
App Store Optimization for AI agents: keyword ranks, suggestions, popularity, competitors, reviews
unclassified ○ · solo · seen 2026-08-15
! warn dev.lovable/mcp
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Official MCP server for Lovable, the AI-powered full-stack app builder.
unclassified ○ · solo · seen 2026-08-15
! warn io.github.ComposioHQ/composio
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Connect AI agents to 1000+ apps with managed authentication and tool-calling.
unclassified ○ · solo · seen 2026-08-15
! warn io.github.Evozim/webapp-uat
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Forensic accessibility and UI/UX front-end audit tool for web apps.
unclassified ○ · solo · seen 2026-08-15
! warn io.github.deployment-io/deployment-io
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Deploy apps on your cloud. Create environments, configure infrastructure, and monitor jobs.
action ○ · solo · seen 2026-08-15
! warn io.github.martindfarre/artifactos
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Save, version & share AI-generated HTML artifacts (canvases, dashboards, apps) as links.
generative ○ · solo · seen 2026-08-15
! warn io.github.ynnickw/applaunchflow
— because behind a login ●, no confirmed drift in 1 probes ●; not yet checked: harness, truth (0 runs)
Create app-store screenshots, social graphics, promo videos, and animated device mockups.
action ○ · solo · seen 2026-08-15
! warn ai.noveum/noveum
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Trace, evaluate, and optimize your LLM, RAG, and agent apps with Noveum observability.
unclassified ○ · solo · seen 2026-08-15
! warn com.appskyline/appskyline
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Track app-store rankings, history, listing metadata, reviews and competitors across four stores.
unclassified ○ · solo · seen 2026-08-15
! warn dev.metarun/metarun
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Run App Store Connect from your IDE: pricing, listings, screenshots, releases, AI visibility.
action ○ · solo · seen 2026-08-15
! warn dev.reapx/shopify-stores
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Scrape Shopify store products, variants, prices and app store listings. Pay per row.
action ○ · gateway · seen 2026-08-15
! warn io.github.akutishevsky/nutrition-mcp
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Personal nutrition tracking — log meals, track macros, review history, import from another app.
unclassified ○ · solo · seen 2026-08-15
! warn io.github.freeappstore-online/mcp
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
AI agent tools for FreeAppStore: deploy status, SDK docs, app info, platform guide.
action ○ · solo · seen 2026-08-15
! warn io.github.itcons-app/mcp
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Connect AI assistants to Itcons.app work orders, reports, projects, users, and resources.
action ○ · solo · seen 2026-08-15
! warn io.github.pirumpi/kiosk-builder
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Build and manage airline self-service kiosk apps — styling, pages, CMS, and CUSS2.
unclassified ○ · solo · seen 2026-08-15
! warn io.github.ploicloud/ploi-cloud
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
European cloud hosting. Deploy and manage apps with your favorite AI coding assistant.
action ○ · solo · seen 2026-08-15
! warn io.github.ryss30/orcool-studio
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
AI tools for mobile app ad production: concepts, avatars, video rendering, performance feedback.
unclassified ○ · solo · seen 2026-08-15
! warn io.github.scheur/blitz-wings
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
AI presentation and report generation: slides, diagrams, PPTX export, live preview MCP App.
generative ○ · solo · seen 2026-08-15
! warn io.github.tambo-ai/charming
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Build personal interactive apps with real URLs and persistent storage, using any AI.
unclassified ○ · solo · seen 2026-08-15
! warn live.sidai/dis
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Compile full-stack apps from one architecture spec, with a shared Memory Fabric.
unclassified ○ · solo · seen 2026-08-15
! warn run.shots/shots
— because behind a login ●, no confirmed drift in 2 probes ●; not yet checked: harness, truth (0 runs)
Create App Store screenshots, icons, ASO copy, localization, and revisions via hosted MCP.
action ○ · solo · seen 2026-08-15

38 shown · ● observed · ◐ derived · ○ reported — how to read a verdict

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