Analyze Chinese-foreign cooperative undergraduate programs and institutions for parents with official-source verification, direct parent-facing answers befor...
Security Analysis
high confidenceCoopLens is a coherent school-analysis skill with expected local indexes and verification helpers, but users should treat its bundled data as discovery-only and be aware that link checks browse external URLs.
The purpose is parent-facing analysis of Chinese-foreign cooperative undergraduate programs, and the bundled indexes, ranking lookup, report checks, runtime-date helper, and official-source verification workflow fit that purpose. Some internal provenance labels appear stronger than the attached source lists, but the skill repeatedly says local indexes are not final evidence and requires live official-source rechecking before user-facing conclusions.
Runtime date collection, opening official links, and validating report links are disclosed and relevant to current admissions analysis. The instructions do not attempt prompt override, hidden behavior, credential use, or unrelated authority.
The package contains markdown, JSON data, YAML metadata, and one Python helper script; metadata and package validation show no install hooks, post-install scripts, obfuscated payloads, secrets, or hidden startup behavior.
External browsing is central to official-source verification. The optional link-check helper opens URLs found in a user-supplied report and should be used cautiously on untrusted reports because it does not visibly enforce a domain or private-network allowlist.
No background workers, persistence, privilege escalation, credential/session access, or broad local indexing behavior was found. The only write path observed is an explicit annotation output file for numeric-link checking.
Guidance
Install only if you want a workflow that actively verifies school, admissions, ranking, tuition, certificate, and employment facts from external sources. Treat bundled indexes as search aids, not proof; review official links yourself for important decisions. Avoid running link-check on reports from untrusted sources unless you first inspect the URLs.
Latest Release
v0.9.3
CoopLens Skill v0.9.4 – Adds strict requirements for numeric-source linking and thorough industry/employment outlook. - Numeric data (scores, rates, tuition, rankings, etc.) must be direct hyperlinks to sources in reports; bare numbers not allowed. - Reports must include a "专业与行业前景分析" module, mapping each major to its industry, and analyzing market scale, AI impact, future talent demand, and employability 4–8 years ahead. - Industry figures and projections in this module also require the approximate prefix rule (`约`) and clickable value links. - New helper commands: numeric-link-check, industry-check, and future-employment-check for validation. - Clarifies that if a linked numeric value can’t be sourced, it must be marked or withheld (not displayed as plain text). - Removes redundant skill-card sample file.
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Published by @c-narcissus on ClawHub
