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Crawlora MCP

datasets_github_users_search

Read-only

Search the stored GitHub users dataset for enriched public profiles using a query and filters. Results include matching user records; use the item endpoint when you already have a dataset record ID.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
qNoOptional full-text query over login, name, company, bio and location, max 256 characters.
latNoOptional latitude for radius filtering or distance sort, from -90 through 90; supply together with lon.
lonNoOptional longitude for radius filtering or distance sort, from -180 through 180; supply together with lat.
cityNoOptional exact geocoded city filter, max 128 characters.
pageNoResult page number, 1-based, default 1; page times page_size must not exceed 10000.
sortNoOptional sort order. Allowed values: relevance, rank_score_desc, followers_desc, account_age_desc, account_age_asc, distance_asc. Defaults to relevance with q, otherwise rank_score_desc.
loginNoOptional exact login filter, max 128 characters.
stateNoOptional exact geocoded state/region filter, max 128 characters.
domainNoOptional interest-domain tag filter (e.g. ml-ai, web, devops), max 128 characters.
is_botNoOptional bot filter (the crawl skips bots, so this is normally false).
is_orgNoOptional organization filter (the crawl indexes individuals, so this is normally false).
companyNoOptional exact normalized-company filter (lowercased, @ stripped), max 128 characters.
countryNoOptional exact geocoded country filter, max 128 characters.
has_blogNoOptional filter for a public blog/website URL.
hireableNoOptional filter for the GitHub 'available for hire' flag.
radius_mNoOptional radius in meters, from 1 through 50000; requires lat and lon when supplied.
has_emailNoOptional filter for a public email on the profile.
min_reposNoOptional minimum public repository count, 0 or greater.
page_sizeNoPage size, default 20, max 100; page times page_size must not exceed 10000.
reachableNoOptional filter for any public contact channel (email, Twitter, blog or social account).
active_90dNoOptional filter for activity within the last 90 days.
has_twitterNoOptional filter for a public Twitter/X handle.
country_codeNoOptional exact ISO country-code filter, max 128 characters.
max_followersNoOptional maximum follower count, 0 or greater.
min_followersNoOptional minimum follower count, 0 or greater.
influence_tierNoOptional follower-based tier filter. Allowed values: nano, micro, mid, macro, mega.
min_rank_scoreNoOptional minimum composite rank score, 0 or greater.
max_account_age_yearsNoOptional maximum account age in years, 0 or greater.
min_account_age_yearsNoOptional minimum account age in years, 0 or greater.
is_suspected_automationNoOptional filter for suspected automation (commit-farm / mass-repo bots). Omitted by default these records are hidden; pass true to isolate them or false to force-include the same clean view.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYesThe tool result payload (shape varies per tool; see each tool's docs resource).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.8/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds only that results are 'enriched public profiles' from a 'stored dataset' and that matching user records are returned, which is modest context and omits pagination limits already implied by the schema.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two tight sentences with no waste; the primary purpose is front-loaded and the routing hint follows immediately.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

An output schema exists, so return values need not be explained, and annotations cover the read-only profile. The definition covers purpose and one routing case adequately for a 30-param search tool, though it is silent on how it relates to the facets and nearby siblings.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so all 30 parameters are already fully documented in the schema. The phrase 'using a query and filters' adds nothing beyond what the parameter descriptions provide, so the baseline 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('Search the stored GitHub users dataset for enriched public profiles') and names one sibling ('use the item endpoint') so an agent can route away from it. It does not, however, distinguish itself from the facets or nearby siblings that also operate on the same dataset.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives an explicit when-to-use-the-other-tool rule: use the item endpoint when a dataset record ID is already known. That is a clear alternative with a selecting condition, though no guidance is offered for choosing between this, facets, or nearby.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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