Semscraper MCP server

• Registry namecom.semscraper/semscraperverified in the MCP registry

The registry name sits under semscraper.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

• Stateanswerschecked 2026-10-21
• Tools8
• Server calls itselfsemscraper
• Server version1.0.0
• Protocol version2025-06-18

On 2026-10-21 the server answered initialize and tools/list without a sign-in. First answer in 614 ms.

• Its tools do every use case we checked: track keyword rankings and pixel positions on Google; monitor AI Overviews and the sources they cite.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

• INITE MCP score100 of 100answers 100 · does the job 100 · definitions 100 · context 100 · connects 100
• What an agent can do with it2 of 2 use cases
• Answered100% of days14 of 14 daily checks
• Median first answer472 ms
• Space in an agent's context≈ 2,871 tokensthe definitions of all its tools (8), which an agent carries on every turn
• Tool definitionsA · 100 of 100
• Typed results0 of 8 toolsdeclared outputSchema: results come typed, read once

• Every tool passes all six checks.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

• google_search

  Collects the real Google results page (SERP) for one or more keywords, rendered in a real browser, and returns every block (organic results, ads, local pack, People Also Ask, AI Overview with its citations and sources...) with, for each…

• google_maps

  Collects the listings of a Google Maps search for one or more keywords, in the order Google Maps shows them, from a given place. Each listing comes with its rank, name (title), CID, category (type), address, website, rating, review count…

• get_serp_results

  Returns searches already created (google_search or google_maps), by their IDs (serp_...), e.g. the pending_ids of a previous call. Free: the searches were paid when created.

• ai_overview_sources

  Computes, on the server, which domains Google cites in the AI Overviews of searches already created (google_search IDs): for each domain, the number of keywords where it is cited, the number of mentions, the keywords and its best position…

• list_searches

  Lists the searches of the account, most recent first (ID, engine, keyword, device, location, language, depth, geolocation, status, whether the results were already fetched, cost, creation date), without their results. Free. Covers every…

• get_balance

  Returns the balance of the Semscraper account, in euros. Free.

• list_google_versions

  Lists the supported Google versions as location / language pairs (186 Google domains, 117 languages), to pick valid location and language values. Free. Filter with a country domain, a code or a language name to keep the answer short.

• get_queue_status

  Returns how many searches of the account are pending, processing or done. Free. The account has its own queue: the robots serve accounts in turn, so a large batch flows through gradually.