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Glama

Russian Web Data Access for AI Agents

Server Details

Fetch any Russian website or API via a Russian IP — flagship tool fetch_ru. Pay x402/RUB.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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Glama
MCP server

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Usage analytics

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Tool DescriptionsB

Average 3.6/5 across 9 of 9 tools scored.

Server CoherenceA
Disambiguation3/5

There is overlap between fetch_ru and fetch_web, as fetch_ru is essentially a specialization of fetch_web with country='ru'. Additionally, get_ru_proxy provides an alternative way to access Russian sites, which may cause confusion. Other tools are distinct.

Naming Consistency5/5

All tool names follow a consistent verb_noun snake_case pattern (e.g., check_balance, fetch_web, topup_balance). No mixed conventions or unpredictable variations.

Tool Count5/5

9 tools is well-scoped for a server focused on Russian web data access, covering fetching, proxies, balance management, domain operations, and auxiliary functions. Each tool justifies its presence.

Completeness4/5

Core web fetching is covered, but minor gaps exist: no tool for managing proxies beyond acquisition, no listing of supported countries or features, and run_code seems peripheral to the main purpose.

Available Tools

9 tools
check_balanceBInspect

Get agent balance in minor units (kopecks).

ParametersJSON Schema
NameRequiredDescriptionDefault
agent_idYes
Behavior2/5

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

No annotations are provided; the description does not disclose whether the operation is read-only, what side effects exist, or any authorization requirements. The agent needs this info for safe usage.

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

Conciseness4/5

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

The description is very concise (single phrase). While it is clear and front-loaded, it omits important details, so conciseness comes at the cost of completeness.

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

Completeness3/5

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

Given the tool's simplicity (one parameter, no output schema), the description is borderline adequate. It covers purpose and return unit but lacks behavioral and error handling context.

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

Parameters2/5

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

Schema description coverage is 0%, and the description only adds meaning to the return value (minor units) but does not explain the agent_id parameter, such as its format or expected values.

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

Purpose5/5

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

The description clearly states the action ('Get'), the resource ('agent balance'), and the unit ('minor units (kopecks)'). It is specific and distinguishes from sibling tools like topup_balance.

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

Usage Guidelines2/5

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

No guidance on when to use this tool vs alternatives (e.g., topup_balance). The description does not mention prerequisites or context in which the tool should be invoked.

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

check_domainAInspect

Check if a domain is available (.com/.ru/.рф). Free, no balance needed.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYes
Behavior3/5

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

No annotations provided, so description carries burden. It mentions 'Free, no balance needed' indicating no financial impact, but does not disclose whether it's read-only, network-dependent, or return format.

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?

Single sentence, no wasted words, front-loaded with verb and resource.

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

Completeness3/5

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

For a simple tool with 1 parameter and no output schema, it gives essential purpose and cost, but lacks explanation of return values or additional behaviors, leaving some gaps for an agent.

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 coverage is 0%, so description must compensate. It adds context that 'domain' is checked for availability with specific TLDs, but does not specify format or validation rules.

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

Purpose5/5

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

The description clearly states the verb 'Check' and resource 'domain availability', and specifies supported TLDs (.com/.ru/.рф). It distinguishes from siblings like register_ru_domain which registers a domain.

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?

Explicitly states it's free and requires no balance, indicating when to use without cost. However, it lacks explicit exclusions or comparisons to siblings like check_balance.

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

fetch_ruAInspect

Russia specialization of fetch_web (country='ru'): content of any Russian site/API through a Russian IP (Wildberries, Ozon, Yandex Market, gov registries, banks). residential=true for hard antibot.

ParametersJSON Schema
NameRequiredDescriptionDefault
urlYes
agent_idYes
residentialNo
Behavior3/5

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

No annotations provided, so description carries full burden. It discloses that the tool uses a Russian IP and supports residential IP for antibot, but does not mention error handling, rate limits, or side effects.

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

Conciseness4/5

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

The description is a single sentence with a list followed by a clarifying statement. It is relatively concise and front-loads the key specialization, though it could be slightly more structured.

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

Completeness3/5

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

Given 3 parameters, no output schema, and no annotations, the description covers the main purpose and one parameter but omits the role of agent_id, return format, and error behavior. It is adequate but not fully complete.

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 0%, requiring description to explain parameters. Only the residential parameter is explained ('for hard antibot'). The url and agent_id parameters receive no additional context.

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

Purpose5/5

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

The description clearly states it's a Russia specialization of fetch_web using a Russian IP, listing specific target sites. It effectively distinguishes from siblings like fetch_web and get_ru_proxy by specifying the geographic scope.

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?

The description indicates when to use this tool (for Russian sites needing Russian IP) and mentions the residential option for hard antibot. However, it does not explicitly exclude use cases or compare to siblings like get_ru_proxy.

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

fetch_webAInspect

Give a URL of ANY website or API — get its content (HTML/JSON) fetched through an IP of the chosen country (country='ru','us','de','gb',...). Flagship tool — URL in, content out, no proxy setup. Specialty: country='ru' unlocks Russia-only sites that block foreign IPs (Wildberries, Ozon, Yandex Market, gov registries EGRUL/FNS, banks). Set residential=true for sites that block datacenter IPs. Set render=true to render JS in a real headless Chromium (SPA / JS-heavy / JS-challenge sites). Charged from agent balance; returns payment_required if insufficient (then topup_balance and retry).

ParametersJSON Schema
NameRequiredDescriptionDefault
urlYes
renderNo
countryNoru
agent_idYes
residentialNo
Behavior4/5

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

Discloses charging from agent balance, payment_required on insufficient funds, and IP assignment per country. No annotations provided, so description carries full burden; it adequately describes core behavior without hidden side effects.

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

Conciseness4/5

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

Front-loaded with main action, breaks down key features in separate sentences. Slightly verbose but every sentence adds value. Could tighten the ending about charging but overall efficient.

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

Completeness3/5

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

Covers main usage and return type (HTML/JSON), but lacks details on response structure, size limits, error codes (except payment_required), and rate limiting. Given no output schema, more completeness would be beneficial.

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

Parameters5/5

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

Adds significant meaning beyond schema: explains country codes, unlocks Russia-only sites, specifies residential for datacenter-blocking sites, render for JS-heavy sites, and payment implications. Schema has 0% coverage, so description fully compensates.

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?

Description clearly states the tool fetches content (HTML/JSON) from any URL via a chosen country IP. Uses specific verbs 'get content' and resource 'URL', and distinguishes itself as flagship tool. However, lacking explicit differentiation from sibling 'fetch_ru'.

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

Usage Guidelines3/5

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

Provides context for when to use parameters like country, residential, render, and mentions charging behavior. But does not guide on when to use this tool over siblings like fetch_ru or run_code, and lacks when-not-to-use advice.

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

get_ru_proxyAInspect

Get a Russian IP proxy to access RU-only sites (Wildberries, Ozon, gov registries, banks) that block foreign IPs. Charged from agent balance; returns payment_required if insufficient (then call topup_balance and retry). Idempotent per agent.

ParametersJSON Schema
NameRequiredDescriptionDefault
countNo
agent_idYes
period_daysNo
Behavior4/5

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

With no annotations, the description carries full burden. It discloses that the tool is charged from agent balance, returns payment_required on insufficient funds, and is idempotent per agent. This covers key behavioral aspects for a paid proxy tool.

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 sentences, front-loaded with clear purpose. Every sentence adds value: purpose, use case, charge mechanism, error handling, idempotency. No wasted words.

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?

Covers purpose, cost, error handling, and idempotency. Missing explanation of return format and detailed parameter meanings, but overall sufficient given tool simplicity and lack of output schema.

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

Parameters2/5

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

Schema coverage is 0%, meaning parameter descriptions are absent. The tool description does not explain the meaning of 'count' or 'period_days' beyond defaults, leaving the agent to infer. This is insufficient compensation for lack of schema descriptions.

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

Purpose5/5

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

Description clearly states the tool's purpose: 'Get a Russian IP proxy to access RU-only sites', with specific examples like Wildberries, Ozon, gov registries, and banks. It distinguishes from siblings such as fetch_ru and fetch_web by focusing on proxy acquisition rather than content fetching.

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?

Provides clear usage context: accessing sites that block foreign IPs. Also includes an error handling instruction: if payment_required, call topup_balance and retry. However, it lacks explicit alternatives or when-not-to-use guidance.

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

register_ru_domainBInspect

Register a .ru/.рф domain (secondary service). Charged from balance.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYes
agent_idYes
idempotency_keyYes
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It discloses that the service is charged from balance, but fails to mention other behavioral details such as idempotency guarantees (implied by idempotency_key), domain validation, or side effects like deduction from balance.

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

Conciseness4/5

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

The description is extremely concise at 8 words, front-loading the main action. However, it lacks structured formatting (e.g., bullet points) and could be reorganized for easier scanning while remaining concise.

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

Completeness2/5

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

For a registration tool with 3 required parameters and no output schema, the description is insufficient. It omits error scenarios (e.g., insufficient balance, invalid domain, domain already registered), success response format, and any post-processing steps. It is incomplete for a financial transaction involving multiple inputs.

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

Parameters2/5

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

Schema coverage is 0%, meaning the description adds no information beyond the schema. The parameters domain, agent_id, and idempotency_key are not explained. The description could define domain format, agent_id purpose, or the role of idempotency_key in preventing duplicate charges.

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

Purpose5/5

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

The description clearly states the action 'Register' and the resource '.ru/.рф domain', distinguishing it from sibling tools like check_domain (checking availability) and topup_balance (topping up). The mention of '(secondary service)' adds context.

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

Usage Guidelines3/5

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

The description implicitly suggests usage via 'Charged from balance' but does not explicitly state when to use vs when not, nor does it mention prerequisites like checking domain availability or having sufficient balance. No alternatives are given.

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

run_codeAInspect

Run agent code (python / javascript / bash) in an isolated sandbox (no network, CPU/RAM/time limits) and get stdout/stderr/exit_code back. Charged from agent balance; returns payment_required if insufficient (then topup_balance and retry).

ParametersJSON Schema
NameRequiredDescriptionDefault
codeNo
timeoutNo
agent_idYes
languageNopython
Behavior4/5

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

With no annotations provided, the description carries the full burden. It discloses key behaviors: isolated sandbox with no network, CPU/RAM/time limits, charging from agent balance, and returning payment_required on insufficient funds. This is good transparency for a code execution tool.

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?

The description is two sentences long, front-loaded with the core action, and every sentence adds value with no filler. It efficiently conveys the tool's purpose, constraints, and error handling.

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?

Given the schema richness (4 params, 1 required, no enums, no output schema), the description covers the core functionality well, including return values, error conditions, and retry guidance. It is fairly complete, though more detail on parameter semantics would improve it.

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?

The schema has 4 parameters with 0% description coverage. The description partially compensates by mentioning language options (python, javascript, bash) and time limits, but does not explain the agent_id or code parameter in detail. The schema provides defaults and types, so the description adds some context but not full compensation.

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

Purpose5/5

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

The description clearly states it runs agent code in an isolated sandbox, mentions supported languages (python, javascript, bash), and specifies the return values (stdout, stderr, exit_code). This is a specific verb+resource action that distinguishes it from sibling tools like check_balance or topup_balance.

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

Usage Guidelines3/5

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

The description implies usage for running code to get output and suggests retrying after a balance top-up if payment is required. However, it does not explicitly state when to use this tool versus alternatives, such as checking balance first or using other tools.

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

submit_surveyBInspect

Help improve this service: tell us what you need. question is one of: need_data (which Russian data sources you need), why_no_pay (if you didn't pay: price/payment_friction/ just_exploring/not_now), missing_service (what's missing), country_need (which country IP). Short answer.

ParametersJSON Schema
NameRequiredDescriptionDefault
answerYes
agent_idYes
questionYes
Behavior2/5

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

No annotations are provided, and the description only mentions 'Short answer' for the answer parameter. It does not disclose whether the tool is destructive, idempotent, or requires authentication, leaving significant behavioral gaps.

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

Conciseness4/5

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

The description is reasonably concise and front-loaded with the tool's purpose. The list of question types is useful but slightly verbose; it could be more structured. Overall, it conveys necessary information without excessive length.

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

Completeness3/5

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

Given the lack of output schema and annotations, the description covers the basic inputs and purpose. However, it does not explain what happens after submission (e.g., confirmation, storage) or the role of agent_id, leaving the behavior partially unspecified.

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?

The description adds meaningful detail for two of the three parameters: it enumerates valid values for 'question' and specifies 'short answer' for 'answer'. However, the 'agent_id' parameter is not explained, and the schema has no descriptions (0% coverage).

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?

The description clearly states the tool's purpose: to submit survey responses to improve the service. It lists specific question types, which distinguishes it from sibling tools that handle different functions like balance checks or domain registration.

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

Usage Guidelines3/5

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

The context for using the tool is implied (when you need to provide feedback), but there is no explicit guidance on when not to use it or mention of alternatives. Sibling tools are clearly different, so agents can infer appropriate usage.

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

topup_balanceBInspect

Top up agent balance. rail: usdc (x402) or rub (YooKassa). Returns pay_url to complete payment.

ParametersJSON Schema
NameRequiredDescriptionDefault
railNousdc
emailNoagent@domains-for-ai.app
agent_idYes
amount_minorYes
Behavior3/5

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

No annotations are present, so the description carries full burden. It discloses that the tool returns a pay_url and mentions two payment rails, but lacks details on side effects, authorization needs, or error behavior.

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

Conciseness4/5

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

The description is very concise with two sentences, no fluff. However, it could be slightly expanded to cover key parameters while remaining efficient.

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

Completeness2/5

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

Given the complexity of a payment operation with 4 parameters and no output schema, the description is incomplete. It omits parameter details, error conditions, and idempotency considerations.

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

Parameters2/5

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

Schema coverage is 0%, and the description only explains the 'rail' parameter minimally. It does not describe agent_id, amount_minor, or email, leaving significant gaps in parameter understanding.

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

Purpose5/5

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

The description clearly states 'Top up agent balance' with specific verb and resource, and distinguishes from siblings like check_balance by mentioning payment rails and returning a pay_url.

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

Usage Guidelines3/5

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

The description implies usage for topping up agent balance with choices of rail, but does not explicitly state when to use versus alternatives or provide guidance on prerequisites or context.

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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