git:20260813.48597a3 to git:20260908.495293d

5 added, 5 removed. Audit A to A.

---

name: audience-research

description: "Research target audiences across Reddit, Twitter, Instagram, and Xiaohongshu to understand demographics, interests, pain points, language patterns, and content preferences. Produces audience personas backed by real community data."

---

# Audience Research

Research target audiences across Reddit, Twitter, Instagram, and Xiaohongshu to understand demographics, interests, pain points, language patterns, and content preferences. Produces audience personas backed by real community data. Read [the API map](references/sandbase-api-map.md) before selecting a capability.

## Call SandBase capabilities

- For every selected tool, call `sandbase_describe_tool` first and use only arguments in its current input schema. Then call `sandbase_call_tool` with the exact `tool_name`.

+ Use the capability identifiers below as discovery hints, not MCP tool names. Find the matching endpoint with `sandbase_discover(q: "<provider and capability>")`; use its returned `name` in `sandbase_inspect(name: "<returned name>")`. Read `inputSchema`, pricing, and `execute_as`, then call `sandbase_run` using `execute_as.arguments.name` and schema-defined `arguments`. If a `run_id` is returned, poll `sandbase_run_get(run_id: "<returned run_id>")` within the task budget until `completed` or `failed`; report pending or failed runs without resubmitting them automatically.

- ## Available Tools

+ ## Capability identifiers

- `reddit_app_dynamic_search`

- `reddit_app_subreddit_info`

- `twitter_web_search_timeline`

- `instagram_v3_hashtag_posts`

- `xiaohongshu_app_v2_search_notes`

## Workflow

1. Understand the user's research question, target, and context.

- 2. Call `sandbase_describe_tool` for each selected tool to confirm parameter schema.

- 3. Call `sandbase_call_tool` with the exact tool_name and schema-defined arguments.

+ 2. Resolve each selected capability with `sandbase_discover`, then inspect the returned `name` with `sandbase_inspect` to confirm the schema and pricing.

+ 3. Follow `execute_as` with `sandbase_run`; collect async results with `sandbase_run_get` as described above.

4. Synthesize findings into a clear, evidence-backed answer.

5. Cite sources, note evidence gaps, and separate observations from interpretations.

## Guidelines

- - Always call `sandbase_describe_tool` before using any capability.

+ - Always call `sandbase_inspect` before using any capability.

- Cite sources and preserve attribution (URLs, usernames, dates, metrics).

- Separate factual observations from analysis and recommendations.

- If data is unavailable, note the gap and continue with available evidence.

- Read-only research only. Never take actions on platforms.