Agenlify

Agenlify is an independent discovery directory for AI agents. Instead of starting from a vendor name, you start from the work: answering customer questions, drafting inbox replies, fixing a bug, analysing a spreadsheet, building a first website. Agenlify then shows documented products that claim that task, with the preparation each one needs, the output it produces and the human review it still requires. The site sums this up as "from intent to action", and the editorial line is deliberately modest: reading a product page is not testing a product.

The catalogue is small and hand-checked rather than exhaustive. The homepage counts 236 documented products split across eight categories: AI Models and Developer Tools, General AI Agents, Research and Monitor, Coding Agents and App Builders, Create and Repurpose, Analyze Data, Automate Work, and Support Customers. Each entry carries a product type label such as AI agent, AI-assisted workflow, AI tool, developer framework or AI model, so a workflow built on top of a model is not presented as an autonomous agent.

Every profile follows the same structure. An overview states the best fit, what you provide and what you get. A setup and workflow section lists the ordered steps and the installation requirements. A limits and review section records the charges, quotas and caveats that vendors bury, followed by a "your part" list of the work that stays with you. Profiles end with cost planning, official sources with review dates, and a short FAQ. Pricing labels run from free access and free trial to paid, and a product whose price could not be confirmed is labelled pricing not verified rather than guessed.

Search is task-first. It matches documented product names, a controlled task vocabulary, English and Chinese aliases and capability phrases, and it is explicitly not an open-ended chatbot: an unsupported phrasing returns an empty state with related task guides instead of a fabricated answer. Filters narrow results by setup, pricing, evidence and product type. A comparison view puts up to three products side by side on fit, getting started, pricing with context, inputs, outputs, handover points and limits. Beyond the directory there are category pages, workflow task guides, alternatives and head-to-head comparisons, six curated collections, a blog field guide, and recorded case studies that publish the exact input, prompt, output and check results.

Two smaller details matter for evaluation. First, the site states that no paid placements or affiliate links are currently included, that sponsored placement does not affect organic results, and that a task guide is published only when at least three candidates support it. Second, a public MCP server exposes the same catalogue to AI assistants in English or Chinese, with three read-only tools, no account and no API key. The interface is bilingual in English and Simplified Chinese.