---
name: read-starlecta-public-data
description: Read, quote and cite Starlecta's public pages about influencer analytics (methods, guides, sample reports, FAQ), in English and Turkish. The data covers one market today, Turkey; global and further markets are not live yet. Use when a question concerns Starlecta's scores, estimates, methods or public findings.
---

# Read Starlecta's public pages

Starlecta is an influencer discovery and social media analytics platform for brands and agencies. Results are limited to Starlecta's tracked accounts, the selected period and the available content evidence. Observed metrics and Story estimates are shown separately.

## Where to read

- English index of every public page: https://starlecta.com/llms.txt
- Turkish index: https://starlecta.com/tr/llms.txt
- Markdown of a public page: add `.md` to its address (https://starlecta.com/en/methods/sqs.md), or request the page with `Accept: text/markdown`.
- Sitemap: https://starlecta.com/sitemap.xml
- OpenAPI of these read-only views: https://starlecta.com/openapi/public-pages.json (listed in https://starlecta.com/.well-known/api-catalog)

## Answer from the method pages

- [Starlecta Quality Score (SQS)](https://starlecta.com/en/methods/sqs.md): SQS is a 0 to 100 score for how well an influencer performs.
- [Story estimate](https://starlecta.com/en/methods/story-estimate.md): Stories last 24 hours and the externally observed data we can access holds no measured view counts for them.
- [Engagement rate](https://starlecta.com/en/methods/engagement.md): Engagement rate is the share of followers who like or comment on an influencer's content.
- [Audience analysis](https://starlecta.com/en/methods/audience.md): Starlecta describes an audience from the accounts that comment on an influencer's content, not from the whole follower list.
- [Unique content counting](https://starlecta.com/en/methods/unique-content.md): Starlecta counts content, not links or mentions.

Then the sample reports, guides and the FAQ:

- [Brand report](https://starlecta.com/en/samples/brand-report.md): How were this brand's 27 verified posts split by format, and what part of the visibility is measured?
- [Competitive analysis: Food & beverage](https://starlecta.com/en/samples/competitive-analysis.md): Which brand has the most influencer content in the category, and how large is its lead?
- [Influencer report](https://starlecta.com/en/samples/influencer-report.md): How is this influencer's SQS of 87 built from its seven components?
- [Top 10 influencer profiles](https://starlecta.com/en/samples/top-10-creator-profiles.md): Which accounts rank highest on both audience size and number of brands linked?
- [How to track a competitor's Instagram Story campaigns](https://starlecta.com/en/guides/track-competitor-instagram-stories.md)
- [How an agency prepares a sector competitor brief on Instagram](https://starlecta.com/en/guides/agency-sector-competitor-brief.md)
- [How to compare two influencers fairly before a campaign](https://starlecta.com/en/guides/compare-two-creators.md)
- [How to choose influencers for a campaign roster](https://starlecta.com/en/guides/choose-creators-for-a-campaign.md)
- [How to judge an influencer's quality and real engagement](https://starlecta.com/en/guides/judge-creator-quality-and-engagement.md)
- [How to analyse where influencers send their audience through links](https://starlecta.com/en/guides/analyze-influencer-link-networks.md)
- [Frequently asked questions](https://starlecta.com/en/faq.md): Quick answers about Starlecta: the influencer data it tracks, its AI analysis and reports, the Starlecta Quality Score and how to get access.
- [Instagram influencer tools on real data](https://starlecta.com/en/tools.md) and [Sector and anonymized reports](https://starlecta.com/en/reports.md)

## Labels to keep

- Measured and estimated numbers are labelled separately. Story view counts are estimates: never present an estimate as a measurement.
- Every published figure has a source and date line next to it. Quote the figure together with that line.
- "Audience profiles" are profile records in the database, not reach and not unique people.
- Results cover Starlecta's tracked accounts and the stated period only. Every figure and the live pulse describe the Turkey market; do not generalise them to other markets.

## How to cite

Cite the HTML page address, without `.md` (each Markdown view names it in its `Link: <...>; rel="canonical"` header), and the date line shown next to the figure.

## Live tools

The hosted MCP server (https://starlecta.com/mcp; its tool list is open) and the REST API behind it offer 6 read-only tools. Keys, limits and the call format: https://starlecta.com/auth.md

- `lookup_influencer`: the public card of one tracked influencer: tier, category, rounded followers and the measured engagement rate with its date; status is open, tracked or not_listed.
- `compare_influencers`: two tracked influencers side by side on the same method and dates: followers, engagement rate and an engagement band.
- `search_influencers`: filters in (category, tier, follower bounds, measured engagement only), the count of matching influencers and up to two open cards out.
- `ai_search_influencers`: one sentence in Turkish or English (2 to 200 characters), read as filters and niche words; returns the count and up to two open cards with a match share and the niches that matched.
- `trend_cloud`: what influencers share in the last 7 days: rising hashtags and the most shared products, platforms and brands, as aggregate counts; needs no key.
- `audit_influencer`: reads any public Instagram account with 10,000+ followers live (not only Starlecta's tracked catalogue): followers rounded, engagement over the latest items with n, average likes and comments, median Reel plays, posting rhythm, Stories present; no score; cached 24 h; private accounts are not read.

## What is not public

- The customer panel and its data are not public. This skill covers the public pages only.
- The interactive demo (lookup, compare, search) is for people in a browser. Do not automate it; agents use an agent key.
- Agent keys for the lookup, compare, search, AI search and account check tools: how to get and use one is in https://starlecta.com/auth.md
- MIT-licensed offline workflows and a read-only MCP server. The MCP server is installed from GitHub and runs on your machine (stdio) over a bundled synthetic sample edition. For live data, the hosted MCP server is https://starlecta.com/mcp (see auth.md). https://github.com/Starlecta/starlecta-examples

## Turkish terms

| English | Türkçe |
| --- | --- |
| Starlecta Quality Score (SQS) | SQS kalite puanı |
| Story estimate | Story tahmini |
| Engagement rate | Etkileşim oranı |
| Audience analysis | Kitle analizi |
| Unique content counting | Tekil içerik sayımı |
| Brand report | Marka raporu |
| Competitive analysis: Food & beverage | Rekabet analizi: Yiyecek ve içecek |
| Influencer report | Influencer raporu |
| Top 10 influencer profiles | İlk 10 içerik üreticisi profili |

## Contact

- Demo request: https://starlecta.com/en/demo-request (Turkish: https://starlecta.com/tr/demo-request)
- Sales: sales@starlecta.com
- Legal and data requests: legal@starlecta.com