Dataset

Glama MCP server data

MCP servers in the Glama directory with tool counts, quality scores, licenses, and repository URLs, plus daily snapshots and a growing history.

Full dataset · one-time

$499 one-time

Buy full dataset

Instant delivery by email after checkout. MCP data from Glama. Dataset resale may require a commercial waiver from Glama.

Schema — 20 columns

ColumnMeaning
platformplatform slug (glama)
product_idnamespace--slug
nameserver display name
urlcanonical Glama listing URL (required attribution link)
creatorGlama namespace
creator_urlnot published
price_centsalways NULL; directory listings are not priced
currencyUSD placeholder for the shared schema
categoryfirst category or language attribute
tagsJSON array of Glama attributes
descriptiondirectory description
image_urlthumbnail URL
sales_countnumber of published tools
rating_avgGlama qualityScore, 0–5
rating_countalways NULL; Glama does not publish a review count
first_seen_atfirst crawl observation (ISO-8601 UTC)
last_crawled_atmost recent crawl (ISO-8601 UTC)
native_typemcp-server
ratings_percentagesnot published
extraJSON: toolCount, qualityScore, namespace, license, repositoryUrl

sales_count stores the published tool count. extra records namespace, license, repository URL, and quality score.

Sample

No data yet — the first crawl is running.

FAQ

What is the HexDigest Glama dataset?

A licensed, daily snapshot of public Glama servers: names, URLs, creators, ratings, and platform-native metrics, plus crawl history. Delivered as CSV, JSONL, and Parquet for commercial re-use.

Is HexDigest a web scraping API or proxy network?

No. HexDigest sells compiled marketplace intelligence and licensed datasets. It is not a general-purpose scraper, browser API, or residential proxy. For raw crawl infrastructure see Bright Data, Zyte, Oxylabs, or Apify.

How is this different from Similarweb or competitor price trackers?

Similarweb measures traffic and retail demand. Prisync, Price2Spy, and Competera monitor SKU prices for retailers. HexDigest catalogs public Glama listings and their ratings, pricing, and movement so analysts can research the marketplace itself.

How often is the data updated, and what formats ship?

The public tracker and the licensed export refresh daily. Every purchase includes CSV, JSONL, and Parquet.