THE MCP VISIBILITY INDEX
101 agent-tool vendors. Median AI-search visibility: 0.
Buyers increasingly ask an AI assistant instead of a search engine — and assistants only recommend what their sources name. For every vendor below we ran ten buyer-intent queries against live AI answer engines and recorded two facts: was the vendor named, and who was named instead. 52 of 101 were never cited once.
- 101
- vendors checked
- 52
- cited zero times
- 0
- median citations
- 2026-10-19
- last checked
THE RANKING
| # | Vendor | What they sell | Cited |
|---|---|---|---|
| 1 | Mem0 | Hosted memory API that gives AI agents persistent long-term memory (facts, preferences, entity/graph relationships) across sessions | 7 of 10 |
| 2 | LobeHub | Cloud platform (paid Starter/Premium/Ultimate credit plans on top of an open-source chat/agent framework) plus a skills marketplace for organizing and running AI agents | 6 of 10 |
| 2 | screenpipe | Desktop app that continuously records a developer's screen and audio locally, indexes it, and exposes it via API so coding agents (Claude Code, Codex, OpenClaw) get full context of what the person is actually doing instead of being re-explained the task every session | 6 of 10 |
| 2 | AgentMail | Email inbox API built for AI agents to send, receive, and manage threaded email conversations programmatically | 6 of 11 |
| 5 | Currents | Cloud test-reporting dashboard for Playwright and Cypress CI runs (parallelization, flaky-test detection, traces/videos/screenshots) -- a drop-in replacement for the Cypress Dashboard | 5 of 10 |
| 6 | Agentcard | Debit-card issuing API for AI agents -- an agent gets its own funded, budget-capped, one-time-use virtual card so it can complete checkout autonomously instead of being handed a human's real card | 4 of 10 |
| 6 | MCPJam | MCP server testing, debugging and evals platform ('Postman for MCP') -- forked from Anthropic's own open-source MCP Inspector; free local/open-source core plus paid Team (per-seat, shared credits) and Enterprise tiers | 4 of 10 |
| 6 | MeetStream AI | Unified API and infrastructure for building AI meeting agents | 4 of 10 |
| 6 | Skyvern | Open-source-core AI browser automation platform — LLM + computer vision agents that fill forms, complete checkouts and run workflows on websites that have no API, sold as a hosted product with CAPTCHA solving, credential storage and team workspaces | 4 of 10 |
| 6 | Steel | Open-source, self-hostable cloud browser infrastructure for AI agents -- a Browserbase alternative that gives agents a real browser (proxies, sessions, anti-bot handling) via API | 4 of 10 |
| 11 | Agent 37 | Managed hosting for AI agent runtimes (OpenClaw, Hermes, Claude Code, Codex) -- one-click always-on instances from $3.44-3.99/mo, plus per-minute API instances and white-label plans | 3 of 10 |
| 11 | Articos | AI-generated synthetic-user-research platform: turns a landing page, idea or messaging draft into simulated customer-persona interviews (including a new live-calls feature) to validate positioning before launch; launch pricing at $79/mo Starter and $199/mo Pro (40% off list) | 3 of 10 |
| 11 | Helply | AI-native B2B customer support agent that resolves tickets and takes real actions (refunds, plan changes) on top of the help desk a company already runs | 3 of 10 |
| 11 | Nango | Code-first, open-core unified API platform for building product integrations (900+ APIs across 30 categories) — now explicitly positioned with first-class support for wiring Claude Code, Cursor and other AI coding agents into third-party systems | 3 of 10 |
| 11 | Panto AI | Agentic mobile-app QA -- turns plain-English test flows into automated runs across 150+ real iOS/Android devices, with self-healing tests and AI root-cause analysis on failures | 3 of 10 |
| 11 | Vendo | Open-source customization layer that a B2B SaaS company installs so its own end users can build custom views, automations and micro-apps inside the product using an agent, governed by the vendor's own guardrails | 3 of 10 |
| 11 | Rankscale | An AI-visibility / Generative Engine Optimization (GEO) platform tracking brand presence across 17+ AI surfaces (ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Claude, DeepSeek, Grok, Copilot, Mistral). Same category as this run's other AI-visibility prospect, VisibAI. Credit-based pricing across four tiers starting around EUR20/mo, 15% off paid annually, unused credits roll over. | 3 of 11 |
| 18 | ReleasePad | A hosted changelog/release-notes platform that drafts customer-facing release notes from GitHub commits and merged PRs using an AI model, with a public changelog page, in-app widget, and engagement analytics; flat $35/mo pricing, no free tier found. | 2 of 9 |
| 18 | Adspirer | MCP server that lets AI agents (Claude, ChatGPT, Cursor, etc.) plan, launch and optimize ad campaigns across Google, Meta, Amazon, LinkedIn and TikTok Ads, with human approval gates on every write action | 2 of 10 |
| 18 | Agent Monitor | Server-side analytics that captures and classifies AI-agent and bot traffic hitting a website (ChatGPT, Gemini, Claude, etc.), built by an SEO agency that wanted real first-party data instead of guesses | 2 of 10 |
| 18 | Blotato | A social-media publishing API and MCP server that lets AI agents post to 9 platforms (X, Instagram, TikTok, LinkedIn, Facebook, Threads, Bluesky, Pinterest, YouTube) in one call, so agent builders don't have to integrate each platform's own API separately | 2 of 10 |
| 18 | Bond | An 'AI Chief of Staff' (YC X25) that plugs into Slack, Jira, Notion, GitHub and Salesforce to give CEOs/execs real-time visibility into what's happening across the company and flags risks, blockers and wins. $99/seat/mo billed annually, free first month, 50% beta discount locked in for the first year. | 2 of 10 |
| 18 | Godberry Studios (Content to Social MCP) | A hosted MCP server, also listed on Apify's marketplace, that takes a blog post URL and returns ready-to-publish posts for X, LinkedIn, Instagram, Facebook and email in one call, billed per transformation rather than a subscription | 2 of 10 |
| 18 | PromptHub | Prompt management, versioning, testing and deployment platform for teams building with LLMs — host/share/discover prompts, side-by-side eval comparisons, one-click deploy via API, forms or Zapier | 2 of 10 |
| 18 | SocialClaw | Social-media publishing execution layer built for AI agents and OpenClaw workflows -- centralizes account management, media hosting, scheduling and content delivery across X, LinkedIn, Instagram, TikTok, YouTube, Reddit, WordPress, Discord and Telegram | 2 of 10 |
| 18 | Sourcebot | Self-hosted, AI-powered code search platform that lets engineers and coding agents search and understand large codebases across GitHub/GitLab/Bitbucket; free Community Edition plus a $20/seat/month Pro tier and custom Enterprise. | 2 of 10 |
| 18 | StackOne | Unified API that lets AI agents and SaaS products connect to hundreds of third-party business tools (HRIS, ATS, CRM, and more) through one integration layer | 2 of 10 |
| 18 | Inkbox | Identity and communication layer for AI agents -- gives each agent its own email inbox, phone number (calls/SMS/MMS), shared-pool iMessage, and a persistent public URL, installed via SDK/skill into Claude Code, Codex or other agents | 2 of 11 |
| 29 | Mnemoverse | Hosted persistent-memory MCP service that lets AI coding tools (Claude, Cursor, VS Code) share memory/context across sessions, with a free tier and paid monthly plans | 1 of 9 |
| 29 | SatGate | An 'economic firewall' gateway that sits in front of AI-agent API calls and MCP tool calls to enforce spending budgets, capability tokens (macaroons) with delegation/revocation, and Lightning/L402 micropayments -- open-core (Apache-2.0 SDK) with a commercial hosted dashboard: Starter, Pro $99/mo, and custom/self-host Enterprise, 14-day free trial, no credit card required. | 1 of 9 |
| 29 | Agent Sandbox | Usage-based sandboxed-compute API giving AI agents a secure remote 'computer' (Python/Bash execution, file storage, artifact retrieval) for code execution and task automation, billed per-second with no subscription or commitment. | 1 of 10 |
| 29 | Agenta | Git-native prompt management, evaluation and LLM observability platform for teams building LLM/agent applications -- open-source core plus a paid Agenta Cloud tier (Pro/Business billed per agent run beyond a free monthly cap) | 1 of 10 |
| 29 | ClawHost | One-click managed cloud hosting for OpenClaw and other agent-runtime deployments -- spins up a dedicated VPS running the agent runtime in under a minute | 1 of 10 |
| 29 | ClawWatcher | A real-time cost and token-usage monitoring dashboard for OpenClaw agents -- tracks tokens (input/output split), tool calls and dollars per task so an operator doesn't discover a runaway agent loop only when the bill arrives | 1 of 10 |
| 29 | Codebuff | AI coding agent CLI that edits a codebase from natural-language terminal instructions -- a YC-backed alternative positioned against Claude Code/Cursor | 1 of 10 |
| 29 | Compyle | Human-in-the-loop AI coding agent that asks clarifying questions before writing code, positioned against Cursor/Claude Code for larger or ambiguous tasks; free trial-credit tier plus Starter $17/mo and Pro $42/mo. | 1 of 10 |
| 29 | Dockhand | Self-hosted Docker/container management UI — multi-host dashboards, Git-deployed Compose stacks, CVE scanning, secrets from 1Password/Vault/Infisical | 1 of 10 |
| 29 | GuardBee | An 'AI Security Copilot' SaaS that scans websites, APIs and AI applications for OWASP Top 10 flaws, SSL/TLS misconfigurations, exposed secrets and prompt-injection risk, plus a companion suite of mostly-archived open-source MCP security tools (secret scanner, DNS/SSL inspectors, compliance checker, prompt-injection proxy) | 1 of 10 |
| 29 | HyperProbe | An AI on-call agent that places read-only debugging probes into running production code (via MCP, so Claude/Cursor/Windsurf can drive it) to find root cause without a redeploy or restart | 1 of 10 |
| 29 | Ito | AI code-review agent that actually runs your app on every pull request to catch real runtime bugs, not just static-analysis findings | 1 of 10 |
| 29 | Latitude | Open-source (MIT), self-hostable AI-agent observability and eval platform -- tracing, issue discovery and prompt evaluation for production agents | 1 of 10 |
| 29 | Onset | Hosted release-notes and changelog platform with an official MCP server (Onset MCP) so Claude, Cursor or Codex can draft and publish a release note directly from the coding session; free tier plus paid plans at onset.io/pricing | 1 of 10 |
| 29 | Orthogonal | MCP/SDK gateway giving AI agents pay-per-call, no-key-management access to 50+ premium third-party APIs; developers fund a wallet and pay ~$0.01+ per call instead of managing individual API keys and billing | 1 of 10 |
| 29 | ProductBridge | AI agent that auto-collects and deduplicates customer feedback across Intercom, Slack, G2 and Trustpilot into one record, with public roadmaps and changelogs | 1 of 10 |
| 29 | Prompt Manage | Prompt management platform for teams — store, organize, version and share AI prompts securely, plus a newer 'AI Agents' feature for generating content (blog posts, emails, social, docs) across integrations like WordPress, HubSpot, Mailchimp and Slack | 1 of 10 |
| 29 | Starnus | AI outbound sales agent for founders and lean B2B teams -- describe your ICP in a prompt and it handles prospecting, enrichment, personalized outreach, campaigns and reply tracking end-to-end | 1 of 10 |
| 29 | Synter | Agentic AI platform that manages paid ad campaigns (Google, Meta, LinkedIn, TikTok, Reddit, Pinterest, Snapchat, X, Microsoft, Taboola) via natural language, plus a unified MCP server exposing 100+ ad-management tools to Claude Desktop and other MCP hosts | 1 of 10 |
| 29 | iFixAi | Independent auditing tool for AI agents -- runs automated red-teaming/alignment inspections to answer whether an agent is doing what it's supposed to do, sold as a free open-source tier plus paid Startup/Growth/Enterprise subscription tiers with more inspections and monthly audit reports. | 1 of 11 |
| 29 | jCodeMunch | A commercial MCP server that lets AI coding agents (Claude Code, Cursor, any MCP client) retrieve exact functions/classes via tree-sitter AST instead of reading whole files, cutting code-exploration token costs; sold as a one-time license by jMunch LLC alongside sibling tools jDocMunch and jDataMunch. | 1 of 14 |
| 50 | Accordio | An MCP connector -- 'the tools your Claude is missing' -- that gives Claude/Claude Code 30 back-office tools over one URL: time tracking, contracts, invoices and payment collection for freelancers, built after the founder's own design agency lost tens of thousands of euros to non-paying clients. | 0 of 10 |
| 50 | Agent Approve | iPhone/Apple Watch app that pushes approval requests for AI coding-agent actions (Claude Code, Codex, Cursor, Windsurf and others) to your phone or wrist, with allow/deny lists so only risky commands need a human tap | 0 of 10 |
| 50 | Agentic Fabriq | Identity, access and governance control plane for AI agents — per-agent identity, least-privilege access, audit logs, one-click revocation across MCP/OAuth | 0 of 10 |
| 50 | AgentSkills | Membership platform selling pre-built AI agents (SEO, accounting, social media, customer support, etc.) to small business owners | 0 of 10 |
| 50 | AgentSky | Cloud platform that runs Claude Code, Codex and other coding-agent harnesses as persistent, always-on cloud sessions, billed only while the agent is actively working | 0 of 10 |
| 50 | Agenty | No-code AI web scraping and data-extraction platform (agents that scrape, monitor and structure web data via UI or API) | 0 of 10 |
| 50 | Agnost AI | Production monitoring and conversation analytics for chat and voice AI agents — reads live agent conversations and MCP/OTel traces to cluster failures, behavior drift, hallucinated links and churn signals that offline evals miss | 0 of 10 |
| 50 | AI Context Flow (Plurality Network) | AI Context Flow -- a shared memory/context layer (browser extension + MCP server) that lets ChatGPT, Claude, Gemini, Cursor and Claude Code read and write the same persistent memory instead of re-explaining yourself to each one | 0 of 10 |
| 50 | AXME | Durable execution / workflow orchestration protocol plus managed cloud for AI agents -- an open protocol positioned as a Temporal alternative built specifically for agent crash recovery and human-approval gates; axme.ai/pricing lists Free/Pro/Enterprise tiers | 0 of 10 |
| 50 | bitdrift | Agentic mobile observability for engineering teams | 0 of 10 |
| 50 | Checksum AI | Testing companion for coding agents and AI-assisted development | 0 of 10 |
| 50 | ClawMetry | Zero-config observability and governance dashboard for AI coding-agent runtimes -- live token costs, tool calls, sessions and audit logs across 26 supported agents (Claude Code, Cursor, OpenAI Codex, GitHub Copilot, OpenClaw and others) | 0 of 10 |
| 50 | ClawTeams | Goal-driven AI employee team for e-commerce sellers -- give a team lead agent an instruction like 'increase Q4 revenue by 20%' and specialist agents plan and execute across Amazon, Shopify and other channels, reporting into Slack or Discord | 0 of 10 |
| 50 | Coldtea | Agentic development environment — terminal, end-to-end testing and production monitoring in one tool for teams shipping code written by AI coding agents | 0 of 10 |
| 50 | Command Code | Terminal-based AI coding agent with a 'taste-1' system that continuously learns and adapts to an individual developer's coding style, naming conventions and architectural choices | 0 of 10 |
| 50 | Cortex by SKYNETLAB | Hosted semantic-memory service that AI agents connect to over MCP so they retain and cite verified facts across sessions and models instead of re-explaining context every time | 0 of 10 |
| 50 | CrawlChat | Turns a website or docs URL into an embeddable AI chat widget, an MCP server, and a Discord bot that answers questions from a community's own content -- aimed at docs sites and small SaaS teams. | 0 of 10 |
| 50 | Datastory | A no-code data-storytelling platform (interactive charts, websites, reports) with an AI layer for turning raw analytics into narrative content, sold on a $20/user/month Professional tier (discounted from $30) above a free 15-visualization starter tier. | 0 of 8 |
| 50 | Documentation.AI | AI-generated and AI-maintained product documentation -- writes and keeps docs current from a codebase, positioned for teams whose docs have gone stale and now also feed AI assistants and coding agents | 0 of 10 |
| 50 | Ferndesk | An AI help-center platform ("Fern") that reads a customer's codebase and support tickets and automatically keeps their docs/help center in sync with the product, sold on three paid tiers (Startup $49/mo, Scale $119/mo, Enterprise $399/mo) with no free tier. | 0 of 10 |
| 50 | GoodSocials | An AI social media manager for LinkedIn that drafts personalized, human-sounding posts (approved via a kanban board) and schedules them close to daily, explicitly positioned against generic AI-slop LinkedIn content; $100/mo for an individual, $1,000/mo agency plan covering up to 10 clients. | 0 of 10 |
| 50 | Grove | AI-native macOS script runner with a built-in MCP server and CLI so a developer and their coding agent (Claude Code, Codex) share and control the same terminal processes | 0 of 10 |
| 50 | HAIEC | A 'DIY AI compliance you can prove' platform (automated evidence for AI regulations such as NYC Local Law 144 bias audits, the EU AI Act and SOC 2-style controls) alongside a companion free/open npm safety library, llmverify: local-first LLM output verification — hallucination-risk signals, PII redaction, prompt-injection defense and runtime monitoring, OWASP LLM Top 10 aligned | 0 of 10 |
| 50 | Hoplite | Cloud platform for running AI coding agents (Claude Code, Codex, etc.) in parallel, isolated cloud sandboxes cloned from a GitHub repo — boots a live preview and opens a pull request when a task is done | 0 of 10 |
| 50 | Hyperspell | Memory & context layer API for AI agents -- continuously indexes a user's connected apps (Slack, Gmail, Notion, Drive, Calendar) into a per-organization memory graph that agents query over API, competing in the same space this pipeline already tracks via Mem0/Zep/Graphiti comparisons. | 0 of 8 |
| 50 | Indie Founder Revenue MCP | A commercial MCP server that consolidates MRR, recent orders, refund signals and Ukrainian-format tax export across Lemon Squeezy, Gumroad, Polar and Stripe into one Claude-queryable dashboard, so a solo founder can ask their assistant 'what's my MRR today' instead of opening four separate dashboards; the paid tier is a Lemon Squeezy license key layered on an otherwise MIT-licensed, free repo. | 0 of 10 |
| 50 | Kalcend | A no-code 'AI employee' builder -- describe a role in plain English and it assembles an agent with tools/access, deploying it across WhatsApp, Slack, voice, web chat and email. Freemium: free tier with 800K AI tokens/month, paid plans from roughly $18-29/mo, enterprise/private-infra tier above that. | 0 of 10 |
| 50 | Komodo Agents | Managed cloud hosting for OpenClaw AI-agent instances -- always-on, no Docker or server maintenance, free tier plus paid plans from $29/mo | 0 of 10 |
| 50 | LangWatch | Testing, evaluation and observability platform for AI agents — simulated conversations, scoring, tracing and DSPy prompt optimization | 0 of 10 |
| 50 | LarryBrain | Subscription skill marketplace for OpenClaw AI agents -- $29.99/mo unlocks unlimited installable skills (marketing, automation, etc.); two skills are free to try before paying | 0 of 10 |
| 50 | Manufact | Managed cloud platform to deploy and run MCP servers and MCP-based agents/apps -- get a product ready for the Claude Connectors marketplace, ChatGPT/Codex plugin stores, or any MCP-speaking client | 0 of 10 |
| 50 | MemoryRouter | Hosted persistent-memory service that gives one shared memory layer across ChatGPT, Claude, Codex and other AI assistants/agents, plus a dedicated plugin (mr-memory) for persistent OpenClaw memory | 0 of 10 |
| 50 | MFKVault | An npm-for-AI-agent-skills registry/marketplace: 588+ 'AI helpers' installable into Claude, Cursor or Codex in 30 seconds via a CLI, with every skill run through 7 automated security checks (200+ malicious patterns) before going live, and sellers paid 70% weekly via Stripe | 0 of 10 |
| 50 | MindPal | No-code AI agent & multi-agent workflow builder for non-technical operators, with its own drop-in 'Skills Marketplace' of pre-built agent skills | 0 of 10 |
| 50 | Mireye | A single API plus an MCP server (mireye_ask / mireye_fetch) that gives AI agents physical-world facts about US locations -- flood zones, wildfire risk, land/utility/zoning records -- pulled from ~85 government and commercial sources, for agents deciding on site selection, insurance, energy or land diligence | 0 of 13 |
| 50 | Nex | AI agent that builds and runs high-volume GTM (outbound, prospecting, CRM cleanup) workflows across 1000+ integrations, built on Claude | 0 of 10 |
| 50 | Nia | MCP-based context/search layer that indexes codebases, docs and other sources so coding agents (Cursor, Claude Code, Continue, Cline) 'just know' the right answer instead of re-searching every session | 0 of 10 |
| 50 | Ogment (@O) | An AI agent ('@O') that lives natively in Slack -- tag it like a colleague in plain English to delegate tasks, and it connects to 1,000+ tools, runs automations, and shares memory/skills across the whole team | 0 of 9 |
| 50 | Once UI | An open-source Next.js + Figma design system ('built for humans and agents') with a separate paid Pro tier — deployment-ready templates, blocks and a CLI, priced as one subscription with an early-adopter rate locked in forever once you pay. | 0 of 10 |
| 50 | OneCLI | Open-source sandboxed agent harness plus a paid credential firewall / identity gateway on top -- each employee gets a sandboxed AI agent connected to company tools (GitHub, Gmail, Notion, Slack, CRM) without the agent ever holding a real credential; secrets are injected at the network layer per request under admin-controlled policy | 0 of 10 |
| 50 | Pathmode | A deterministic 'intent preflight' layer for AI coding agents -- six calibrated gates that check a product spec/intent before a coding agent is allowed to build, plus an MCP server and REST API that carry structured intent specs, dependency-graph analysis and auto-generated .cursorrules into the agent's workspace | 0 of 10 |
| 50 | Polylane | AI agent that investigates production incidents end-to-end (connects code, infra and observability data) and opens a pull request with the fix, or a root-cause writeup if code can't fix it -- an 'on-call' product aimed first at Vercel deployments | 0 of 11 |
| 50 | Quotient Labs (Fermat's Last Token) | A drop-in Claude Code plugin (CLI + VS Code extension) that compresses context and optimizes tool calls to cut token spend without changing how you work -- the maker's own benchmark claims 47% lower cost across 150 ticket runs in 3 repos with no quality loss. Sold as $20/mo unlimited or a 10%-of-savings metered plan. | 0 of 10 |
| 50 | Rapid Claw | Managed hosting for OpenClaw AI agents -- dedicated VPS per agent with security hardening, monitoring and persistent memory, so a non-DevOps founder can run an autonomous 'AI co-founder' agent in production without self-hosting it | 0 of 10 |
| 50 | Ref | Paid MCP server that gives AI coding agents fast, token-efficient access to up-to-date documentation for APIs and libraries, so agents stop hallucinating against stale training data | 0 of 10 |
| 50 | TesterArmy | AI agents that test web and mobile apps in plain language inside a real browser or device, run automatically on every GitHub pull request, and post pass/fail results with screenshots and recordings as PR comments -- no test scripts to write or maintain | 0 of 10 |
| 50 | ThumbGate | A pre-action gate that sits in front of AI coding-agent tool calls (Claude Code, Cursor, Codex, Gemini CLI and other MCP-compatible agents) and blocks or warns on risky actions before they run — hard-denies detected secret exfiltration and gate-disabling commands by default, warns on destructive deletes/force-pushes/fetch-and-run unless strict mode is on, and self-improves from a ranked history of past thumbs-up/down feedback | 0 of 11 |
| 50 | Tough Tongue AI | An AI-powered roleplay and mock-interview platform -- realistic voice/video conversation simulations for interview prep, sales calls and other high-stakes conversations, with agentic feedback | 0 of 9 |
| 50 | Userlens | AI 'CSM' agent (Lumi) for B2B SaaS teams that watches product-usage data, scores account health, flags churn risk in Slack and drafts personalized adoption nudges; free tier (100 profiles / 300 emails per month) plus paid plans, YC-backed (P26) | 0 of 10 |
| 50 | VisibAI | A self-serve AI-visibility audit tool that runs a brand's name across ChatGPT, Perplexity, Claude, Gemini, Mistral and You.com, scores 0-100 whether the business appears, names the competitors showing up instead, and returns a fix list -- literally the same 'are you visible to AI' pitch this pipeline sells, aimed at SMBs, e-commerce brands and agencies. Free ChatGPT-only audit, then a EUR29 one-off Starter report, Pro EUR79/mo (adds competitor analysis), Brand EUR149/mo (adds accuracy audits), Agency EUR149/mo (white-label reports for up to 25 clients). | 0 of 11 |
| 50 | WebCrawlerAPI | API that crawls a site and returns clean markdown/structured data for feeding into AI/RAG pipelines, with a self-serve usage-tiered pricing page | 0 of 11 |
| 50 | Wopee.io | AI testing agents that explore a web app like a human tester and autonomously generate, run and maintain end-to-end regression tests | 0 of 10 |
METHOD
Each vendor is checked against roughly ten queries phrased the way their own buyer would ask — business problems and tool-selection questions, not brand searches — plus a brand control. A vendor counts as cited when an answer names it as a recommendation or draws on its site as a source. Every score page lists the exact queries, the result, and who was named instead, with the date it was measured. Nothing is estimated and nothing is pay-to- rank: the index is a measurement, not a directory.
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