audience-research SKILL.md skillA
audience-research from sandbaseai/sandbase-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add sandbaseai/sandbase-skills/audience-research@git:20260908.495293dPins git:20260908.495293d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- sandbaseai/sandbase-skills
- Path
research/audience-research/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260908.495293d, committed Sep 8, 2026
- First version recorded
- Aug 13, 2026
- Size
- 2,255 bytes
- Repository stars
- 202
- License
- Apache-2.0
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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 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. ## Capability identifiers - `reddit_app_dynamic_search` - `reddit_app_subreddit_info` - `twitter_web_search_timeline` - `instagram_v3_hashtag_posts` - `xiaohongshu_app_v2_search_notes` ## Workflow …
Read the whole file at its exact version.
How to install
mdr add sandbaseai/sandbase-skills/audience-research@sha256:bdaa391c3e3a15feThe line at the top of this page pins the label git:20260908.495293d, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ir3fjgrprjuowgfr)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Aug 13, 2026 and Sep 8, 2026, about one every 26 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260908.495293d latest | 2026-09-08 | 495293d | 2,255 B | A | view · diff |
| git:20260813.48597a3 | 2026-08-13 | 48597a3 | 1,754 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2255 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
sandbaseai/sandbase-skills · 202 stars · license Apache-2.0 · pushed 2026-09-26 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ir3fjgrprjuowgfr GET https://markdownregistry.com/api/v1/resolve?ref=sandbaseai/sandbase-skills/audience-research GET https://markdownregistry.com/api/v1/blob/bdaa391c3e3a15fe6e9285259a1db4495053bb818af914493317b59f664d8221
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from sandbaseai/sandbase-skills
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