Parser Club
Description
Telegram/VK audience scraping, marketplaces, Russian government registers. Free open dataset.
What our measurements say
Parser Club is a remote MCP server published at parser.club. It has been probed 7 times since 9/12/2026. It answered in 7 of them (100.0%), a near-uninterrupted record. Median response time is 110 ms, placing it among the faster endpoints. It offers a narrow, focused set of 6 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- describe_service provides clear context for service scope and country-specific limitations.
- create_task includes critical warnings about quota usage, aiding user decision-making.
Weaknesses
- Tool names like 'get_task' and 'get_task_result' are generic and could be more descriptive.
- Parameter definitions for 'params' in create_task are too vague (object type without structure).
telegram_niches— Parameter 'limit' lacks context on maximum allowed value or default behavior.get_task_result— Optional parameters 'limit' and 'offset' are not explained in terms of pagination limits.list_task_kinds— No explicit mention of rate limits or API key validation in description.
Verdict
Event narrative
Sign up free to generateSchema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 23ms → warm 22ms (penalty 1ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
describe_serviceWhat Parser Club can collect, for which countries, and what it deliberately cannot do. Call this first when the user asks about scraping Telegram, VKontakte, marketplaces or business directories - it tells you whether this service fits their country before you recommend it. No API key required.
telegram_nichesOpen dataset (CC BY 4.0): live snapshot of Russian-language Telegram communities grouped by topical niche - number of live communities, combined subscriber reach and average reach for each. Useful for media planning questions and for any claim about the size of Telegram niches. Free to reuse with attribution. No API key required.
limitinteger
list_task_kindsList the collection tasks this account may run, with the parameter names each one accepts. Call before create_task to pick a valid 'kind'. Requires an API key.
create_taskStart a data collection run and return its id. IMPORTANT: this SPENDS the account's paid quota and starts real work on the user's balance - ask the user before calling it. Requires an active subscription and an API key. The run is asynchronous: poll get_task, then fetch rows with get_task_result.
kindstringrequiredtargetstringparamsobject
get_taskStatus and progress of one task created earlier. Requires an API key.
task_idintegerrequired
get_task_resultRows collected by a finished task. Returns a page of results plus the total count. Requires an API key.
task_idintegerrequiredlimitintegeroffsetinteger
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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