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Install in OpenClaw
/install short-form-market-research-brain
Description
Real-time social intelligence across TikTok, YouTube Shorts, and Instagram Reels — powered by the Virlo API
Usage Guidance
This skill appears to be what it says: an agent integration for the Virlo short-form analytics API that needs only your Virlo API key. Before installing: 1) Verify the dev.virlo.ai links and developer identity (clawhub.json lists 'virlo' and dev.virlo.ai) to ensure you're giving credentials to the right service. 2) Expect to supply and store a Virlo API key (virlo_tkn_...), and consider using a key with limited scope or a dedicated account. 3) Review credit costs and set expectations — many operations consume credits; track X-Credits-Remaining and avoid unexpected charges. 4) Note metadata mismatches (registry says no env vars but SKILL.md requires api_key, and version/homepage differ); ask the publisher to reconcile them if that matters for your governance. 5) Because the skill can be invoked autonomously (normal default), only enable it if you're comfortable the agent may call the Virlo API on your behalf. If any of these points are unclear, request the publisher clarify the metadata and provide an authoritative homepage or source repository before installing.
Capability Analysis
Type: OpenClaw Skill
Name: short-form-market-research-brain
Version: 1.1.0
The skill is a legitimate integration for the Virlo API, providing social media intelligence and market research capabilities across TikTok, YouTube, and Instagram. It uses standard API authentication and documented REST endpoints at api.virlo.ai. No evidence of malicious intent, data exfiltration, or harmful prompt injection was found; the instructions and examples are consistently aligned with the stated purpose of analyzing social media trends and creator performance.
Capability Assessment
Purpose & Capability
The skill's name, description, and runtime instructions consistently target Virlo's short-form social analytics API. Requested access (a Virlo API key) is expected for this purpose. Minor metadata inconsistencies exist: the registry metadata lists no required env vars/primary credential whereas SKILL.md declares a required api_key; clawhub.json version (1.0.0) differs from registry version (1.1.0); homepage/source fields in the registry are 'none' while clawhub.json points to dev.virlo.ai. These look like sloppy packaging rather than malicious intent, but they should be confirmed.
Instruction Scope
SKILL.md contains explicit API endpoint usage, headers, polling logic, and credit guidance. Instructions only reference the declared config.api_key and standard API endpoints; there are no steps to read unrelated files, system config, or environment variables beyond the API key, nor do they direct data to unexpected endpoints.
Install Mechanism
No install script or binary downloads are present (instruction-only skill). This minimizes on-disk code execution risks.
Credentials
Runtime requires a single Virlo API key (config.api_key), which is proportionate to the described functionality. However, the registry metadata claims 'Required env vars: none' and 'Primary credential: none', which contradicts SKILL.md. Confirm the skill configuration mechanism and where you must supply the API key before use.
Persistence & Privilege
The skill is not marked always:true and does not request any system-level persistence or cross-skill configuration. disable-model-invocation is false (normal) — the skill can be invoked autonomously by the agent, which is expected for skills of this type.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install short-form-market-research-brain - After installation, invoke the skill by name or use
/short-form-market-research-brain - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.1.0
Remove on-demand report endpoints (auto-generated each cycle now), fix tracking credit costs (50 not 100), add GET video report endpoint
v1.0.0
Initial release of Short-Form Market Research Brain:
- Provides real-time social intelligence across TikTok, YouTube Shorts, and Instagram Reels using the Virlo API.
- Supports niche, topic, and market analysis via Orbit searches with comprehensive AI-generated reports.
- Offers access to viral video discovery, creator performance analysis, trend tracking, hashtag intelligence, and Meta ad insights.
- Enables deep creator and video analysis workflows (Satellite, Video Outlier).
- Implements a tiered credit system; alerts users when credits run low or run out.
- Facilitates both one-time research and ongoing monitoring via Comet automation.
Metadata
Frequently Asked Questions
What is Short Form Market Research Brain?
Real-time social intelligence across TikTok, YouTube Shorts, and Instagram Reels — powered by the Virlo API. It is an AI Agent Skill for Claude Code / OpenClaw, with 186 downloads so far.
How do I install Short Form Market Research Brain?
Run "/install short-form-market-research-brain" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Short Form Market Research Brain free?
Yes, Short Form Market Research Brain is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Short Form Market Research Brain support?
Short Form Market Research Brain is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Short Form Market Research Brain?
It is built and maintained by arod90 (@arod90); the current version is v1.1.0.
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