Reddit 主题洞察

v1.0.1

输入研究主题,自动采集 Reddit 讨论,提炼爆款角度,产出 X 推文、小红书笔记、公众号文章三平台成品。7 步流水线:需求收集 → 关键词设计 → 数据采集 → 详情获取 → 角度规划 → 成品生产 → 合并输出。

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MIT-0
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LicenseMIT-0 · Free to use, modify, and redistribute. No attribution required.
Security Scan
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Benign
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high confidence
Purpose & Capability
Name/description match implementation: the scripts collect Reddit posts and comments, deduplicate and score them, plan angles, generate pieces via SubAgents, and deterministically merge content. The only optional credentials are REDDIT_CLIENT_ID and REDDIT_CLIENT_SECRET which are appropriate for Reddit API usage. No unrelated services, binaries, or secrets are requested.
Instruction Scope
Runtime instructions are narrowly scoped to building runs/<topic>/, calling included Python scripts, invoking SubAgents with summarized context, and merging pieces. The skill explicitly limits what is passed to SubAgents (summaries only) and forbids the main Agent from reading piece contents. Minor notes: scripts persist collected posts, authors, and sampled comments (including usernames/URLs) to disk — this is expected for the use case but may surface user handles or potentially sensitive content; review outputs for PII, copyrighted material, or policy-sensitive excerpts before publishing.
Install Mechanism
No install spec; all code is bundled in the skill and only requires the standard 'requests' Python library (pip install requests). No remote downloads, no archive extraction, and no third‑party package installs beyond a common library — low install risk.
Credentials
No required environment variables are declared; two optional env vars (REDDIT_CLIENT_ID, REDDIT_CLIENT_SECRET) are documented and justified for OAuth rate limits. The scripts only read these Reddit credentials and no other secrets or system configs.
Persistence & Privilege
The skill does write files under runs/<topic-slug>/ and uses progress.json for checkpointing, which is consistent with its pipeline design. always:false and normal autonomous-invocation settings are used. The skill does not request permanent platform-wide privileges or attempt to modify other skills or global agent settings.
Assessment
This skill is internally consistent with its goal of harvesting Reddit discussion and producing content, but please consider the following before installing: - Reddit credentials: you can run without REDDIT_CLIENT_ID/REDDIT_CLIENT_SECRET but rate limits will be lower; if you supply them, store them securely in environment variables. Only Reddit creds are requested. - Data persisted to disk: runs/<topic-slug>/ will contain collected posts, comments, author names and generated pieces; treat these files as potentially sensitive and avoid storing them in public locations. - Content & legal: the pipeline may include quotes or paraphrases of Reddit posts and usernames; verify copyright, privacy, and platform policy implications before publishing generated outputs. - Model outputs: SubAgents produce creative content and can hallucinate facts or invent attributions — review all generated pieces carefully for accuracy and defamation risk. - Operational: the scripts use Reddit's public JSON endpoints and include rate-limit handling, but heavy usage may still hit rate limits or violate Reddit's API policies; respect Reddit's terms of service and throttle appropriately. If you want lower risk: run the scripts in an isolated environment, inspect runs/<slug>/posts_detail.json before feeding data into downstream publishing, and avoid providing Reddit credentials unless needed for production volume.

Like a lobster shell, security has layers — review code before you run it.

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License

MIT-0
Free to use, modify, and redistribute. No attribution required.

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