tiktok-research

Research public TikTok profiles, videos, comments, hashtags, search results, trending feeds, and Creative Center signals through Crawlora. Use for TikTok-specific discovery or verification instead of scraping TikTok directly; use tiktok-ad-research for ad-only comparisons and influencer-discovery for cross-platform creator shortlists.

Crawlora@crawlora-org

Install

openclaw skills install @crawlora-org/tiktok-research

TikTok research

Use Crawlora's normalized REST endpoints to answer TikTok-specific research questions. Keep the result tied to the returned public data: a feed or search sample is not a complete census, and a metric is not evidence of why a video or ad performed well.

Setup and requests

Set CRAWLORA_API_KEY to a key from crawlora.net, then run the helper bundled with this skill. It sends x-api-key to https://api.crawlora.net/api/v1; keep the key in the environment and never put it in a URL, prompt output, or saved file.

Set `CRAWLORA_API_KEY` in the environment before running the helper.

scripts/crawlora.sh /tiktok/profile/chatgpt | jq '.'
scripts/crawlora.sh /tiktok/search keyword="ai agents" count=20 | jq '.'
scripts/crawlora.sh /tiktok/post/7444278905264983342 | jq '.'

Read reference/endpoints.md for the complete endpoint list and current parameter names. Check both the HTTP result and the JSON envelope: a successful HTTP response can still contain a nonzero application code, a nested upstream error, or no usable results.

Choose the workflow

Profile, videos, and comments

Call /tiktok/profile/{handler} with the handle without @.
For the profile's videos, pass the returned user.secUid exactly to /tiktok/posts. Do not substitute the numeric user id or display name. sort_type is 0 latest, 1 popular, or 2 oldest.
Use /tiktok/post/{id} for one video's detail. Use /tiktok/comments with that video's aweme_id (the video id from its URL) for top-level comments.
Follow returned cursors only to the user's requested bound. Preserve the cursor type and stop when has_more/hasMore is false; do not assume every TikTok response uses the same casing.

Search and discovery

/tiktok/search finds videos by keyword.
/tiktok/search/hashtag finds hashtag/challenge candidates.
/tiktok/search/user finds users by keyword.
/tiktok/hashtag/{name} resolves a hashtag and returns its id; pass that id to /tiktok/hashtags to retrieve its videos.
/tiktok/category discovers Explore categories; pass a returned category type to /tiktok/explore/{id}.

Use identifiers returned by the preceding call. Search matches and hashtag counts are evidence from TikTok's current index, not proof that every result is about the requested brand or topic. Verify identity from the returned profile, caption, source URL, or detail record before making a strong attribution.

Trending and Creative Center

/tiktok/trending returns a current recommended/trending feed.
/tiktok/creative-center/hashtags returns ranked hashtags for a country and period.
/tiktok/creative-center/videos returns ranked videos, optionally filtered by content label or organic_only and sorted by views, engagement, or six_second_views.
/tiktok/popular-trend/country-industry-meta provides country and industry metadata when a Creative Center context needs to be explained.

Always report country, period, sort/filter choices, retrieval time, and sample size. “Trending” is surface- and time-dependent; do not present it as a global or historical ranking.

Mobile-app discovery

The /tiktok/mobile/* routes expose separate TikTok app surfaces alongside the web/Creative Center routes:

/tiktok/mobile/feed is a personalized, region-dependent For You sample. It has no country or historical-period filter and is not a global trend ranking.
/tiktok/mobile/search, /search/music, and /search/user search the mobile app's video, sound, and user surfaces. Keep the mobile result identity and cursor separate from the corresponding web search results.
/tiktok/mobile/music/trending and /music/pick return sound-chart surfaces; use a returned music_id with /music/posts for videos using that sound. music/posts accepts count for compatibility but upstream chooses its page size, so continue with the returned cursor. /music/related starts from a video aweme_id.
/tiktok/mobile/music/beats returns one measured sound-chart page without paging fields; count is not a verified page-size control. /music/collections returns a first-page collection feed; its advertised cursor is not reusable, so do not claim exhaustive collection coverage.
/tiktok/mobile/trending/categories and /trending/effects are current app discovery feeds with cursor pagination, not fixed category taxonomies or cross-market rankings. Preserve the returned region/host context and retrieval time; do not equate their counts with Creative Center metrics.
/tiktok/mobile/live/search requires a keyword and returns LIVE room anchors for search discovery. It is not a live-stream directory or a guaranteed availability check; preserve returned room IDs and observed viewer fields.
/tiktok/mobile/live/gifts returns the complete LIVE gift catalogue and configuration/resource maps; /tiktok/mobile/live/effects returns the full effects/sticker asset catalogue. Both are large, unpaged snapshots with no filters. Use them for catalogue metadata, not trend ranking, current usage, or real-world price claims from diamond_count.
Mobile hashtag detail requires a configured app session. Without a session, popular hashtag posts are only populated through US egress; use fresh for newest posts and treat an empty out-of-region popular page as unavailable coverage rather than zero hashtag activity.

scripts/crawlora.sh /tiktok/mobile/music/trending count=10
scripts/crawlora.sh /tiktok/mobile/music/collections
scripts/crawlora.sh /tiktok/mobile/live/search keyword="lofi" count=10
scripts/crawlora.sh /tiktok/mobile/live/gifts
scripts/crawlora.sh /tiktok/mobile/live/effects
scripts/crawlora.sh /tiktok/mobile/trending/categories count=10
scripts/crawlora.sh /tiktok/mobile/trending/effects count=5

Top Ads intelligence

For a matched ad study, first call /tiktok/top-ads/filters to discover current dynamic country, industry, objective, language, and pattern-label ids. Keep period, country, objective, and sort consistent across comparisons. Then:

Search /tiktok/top-ads/list with the agreed filters and a bounded limit. State period (7, 30, or 180) and order_by (for_you, impression, ctr, play_2s_rate, play_6s_rate, cvr, or like) in the output.
Deduplicate the returned materials and pass each returned id as material_id to /tiktok/top-ads/detail. This is a Top Ads material id, not the ad's TikTok video id; id and materialId are not accepted by the detail endpoint.
Use /tiktok/top-ads/analysis for interactive-time charts and percentiles. Match metric and period_type across ads. Supported metrics are retain_ctr, retain_cvr, click_cnt, convert_cnt, and play_retain_cnt.
Use /tiktok/top-ads/recommend or /tiktok/top-ads/spotlight only as supplemental discovery. Do not mix those handpicked/related materials into a matched filtered sample without labeling them.

For a dedicated competitor-ad comparison or creative brief, the narrower tiktok-ad-research skill provides the same Top Ads endpoints with a more focused deliverable.

Interpretation and limits

Public data only: no login, private content, hidden contacts, or audience demographics. A verification badge does not establish audience authenticity.
Anonymous Creative Center access is limited. Hashtags return at most three records; videos return only page one (four videos), regardless of the apparent upstream totals. Treat those totals as upstream-reported context, not accessible coverage.
Creative Center video availability varies by country. US, JP, ID, VN, and TH have reliably returned populated samples; a valid empty response in another market can mean that TikTok has no anonymous data for that market. Do not retry it indefinitely or call it an outage without other evidence.
Creative Center engagement_rate and six_seconds_vtr are ratios, not percentages. Period-scoped and lifetime fields must not be compared as if they covered the same window.
A Top Ads percentile is not a raw CTR/CVR, spend, conversion count, or ROI. Preserve the metric label, period, and units exactly as returned.
Signed image/video URLs may expire. Retain stable TikTok source links and ids so the research can be repeated. Do not claim to have watched or heard a creative unless the environment actually exposed the media.
Missing fields are unknown, not zero. A failed live refresh may support a clearly labeled stale/dataset observation, but must not silently become a current fact.

Output and reliability

Return the requested answer with source URLs or stable ids, retrieval time, filters, and sample size. For comparisons, keep the same definition and window across rows. Separate observed facts from interpretation and label hypotheses as hypotheses.

Use bounded requests. On 429, back off; retry one transient 5xx when useful. Stop on 401/403 and report the access limitation. Preserve a clearly labeled partial result when some details or comments fail, and inspect the application-level code before treating an empty or nested response as valid data.