evaluate-agent-nativeEvaluate whether a service qualifies as "agent-native" using the five hard criteria from the awesome-agent-native-services standard. Also checks for the bonu...
Install via ClawdBot CLI:
clawdbot install haoruilee/evaluate-agent-nativeGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/haoruilee/awesome-agent-native-servicesUses known external API (expected, informational)
raw.githubusercontent.comAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
A developer discovers a new AI service claiming agent-native capabilities and uses this skill to rigorously assess it against the five criteria and URL Onboarding. This ensures only qualifying services are added to the awesome-agent-native-services list, maintaining its integrity and usefulness for the community.
A company building an AI agent platform evaluates potential third-party services to integrate. By applying this skill, they determine which services offer true agent-native primitives and autonomy, enabling seamless, human-free agent interactions and optimizing their platform's capabilities.
An AI researcher testing autonomous agent swarms uses this skill to check if a service supports URL Onboarding. This allows agents to self-register and operate by reading a single URL, facilitating rapid, scalable deployments without manual setup, ideal for experimental or production agent networks.
A product manager compares two AI tools: one marketed as agent-native and another as agent-adapted. This skill helps analyze their positioning, primitives, and control planes to identify true agent-first designs, guiding procurement or development priorities based on long-term agent compatibility.
A community moderator reviews services already listed in the awesome-agent-native-services catalog. Using this skill, they periodically re-evaluate each service against the evolving criteria and bonus signals, ensuring the list remains accurate and up-to-date with the latest standards and best practices.
This skill is part of an open-source repository (awesome-agent-native-services) under a CC0-1.0 license, encouraging community contributions and adoption. Revenue may come from sponsorships, donations, or related premium services like consulting or certification for agent-native evaluations.
Businesses leverage this skill to offer specialized consulting for companies wanting to evaluate or develop agent-native services. Revenue is generated through paid assessments, integration support, and training workshops focused on agent-native design principles and implementation.
AI platform providers integrate this skill into their offerings to help users discover and validate agent-native services. Revenue models include subscription fees for enhanced platform features, such as automated evaluations or curated agent-native service directories, driving user engagement and retention.
💬 Integration Tip
Ensure your agent can read URLs and analyze text, as this skill relies on web search and document parsing to evaluate services against the criteria and bonus signals effectively.
Scored Apr 19, 2026
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