Language fj
Server Details
ISO 639 language tag fj.
- Status
- Healthy
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- sadri-dridi/named-mcp-utilities
- GitHub Stars
- 0
TDQS
Score is being calculated.
Available Tools
29 toolsagent-tool-indexDInspect
Find a public pay-per-call tool gateway for a task such as weather, search, scrape, or voice. Returns connection methods. Task text discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are present, and the description discloses almost nothing about side effects, network access, latency, errors, or data handling. The parameter descriptions say values are 'discarded' or 'checked,' but the overall behavior remains opaque.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The text is short, but it is cryptic and structurally confusing. The sentence 'Task text discarded' appears without context, and the description mixes unrelated concepts ('weather, search, scrape, or voice') with no clear organization.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
There is no output schema, no examples, no error behavior, and no relationship to the sibling tools. The description is not enough for an agent to understand what this tool is for or how to invoke it successfully.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Although every parameter has a schema description, the descriptions are performative rather than meaningful: 'query' is 'Search text; discarded after the length check' and 'city' is 'City name for a public weather hint; discarded after the call.' No parameter is required and there is no explanation of how any of them relate to the so-called task or gateway.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names an action ('find') and a resource ('public pay-per-call tool gateway'), but the intended behavior is unclear: 'for a task such as weather, search, scrape, or voice' is vague, and the parameter list is a disconnected grab bag. The phrase 'Returns connection methods' does not clarify what the tool actually outputs.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no guidance on when to use this tool compared to the many sibling tools. No conditions, examples, or selection criteria are provided, and the description does not explain how a caller should choose among the nine optional parameters.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
browser-url-okDInspect
Check whether a URL can be opened. No browser is launched.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The description discloses that no browser is launched, but it does not explain what 'ok' means, what side effects or network effects may occur, what failure modes exist, or what the return value looks like. Since there are no annotations and no output schema, the description carries the full transparency burden and does not meet it.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is short and front-loaded with the core action, but it omits necessary structural detail such as return format, error behavior, and parameter relevance. It is concise in word count but not well-formed as a functional tool description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the input schema has nine parameters and no output schema, the description is severely incomplete. It does not clarify which parameters are required or meaningful, what the tool returns, how success is determined, or how this tool relates to nearby siblings such as fetch-status and playwright-url-ok.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The schema contains nine parameters, but only url is plausibly relevant to checking whether a URL can be opened, and even its description says to normalize or cite it rather than open it. The other eight parameters—ref, city, feed, json, path, zone, query—are unrelated and described as discarded or checked for shape, creating severe semantic noise and misleading an agent.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a single action—check whether a URL can be opened—but leaves 'can be opened' undefined in terms of HTTP status, reachability, or browser compatibility. It also conflicts with the url parameter description, which says the URL is 'to normalize or cite' rather than to open.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The only usage guidance is 'No browser is launched,' which is a constraint rather than guidance on when to use this tool versus sibling tools like fetch-status, normalize-url, or playwright-url-ok. There is no mention of appropriate contexts, prerequisites, or expected caller intent.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
calc-evalDInspect
Evaluate a+b style arithmetic. Expression discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The description says the expression is discarded but no expression parameter exists, making the note confusing. No side effects, permissions, or other behavioral details are disclosed, and no annotations are present to fill the gap.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is very short and front-loaded, but it omits essential information and is inconsistent with the schema. Conciseness is achieved at the expense of clarity and utility.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The tool is not complete for its stated purpose: there is no way to supply an arithmetic expression, no output schema, and no clarification of how the unrelated parameters relate to evaluation. A caller cannot reliably infer how to invoke this tool correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Although every parameter has a schema description, the descriptions are unrelated to arithmetic evaluation (e.g., Git ref, URL, city name). The critical expression parameter is missing entirely, so the schema adds no meaningful guidance for the stated purpose.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states it evaluates a+b style arithmetic, but the schema has no expression parameter and instead lists nine unrelated parameters. This makes the tool's actual purpose ambiguous and potentially misleading.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is provided about when to use this tool versus any alternatives. Sibling tools are not referenced, and no conditions or recommended contexts are given.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
citationInspect
Return host, scheme, and HTTP status for a URL. Page content is not stored.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
compatibilityInspect
Show how this request is classified. No identifiers are retained.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
domain-shapeInspect
Split a hostname into labels without WHOIS or ownership data.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
fetch-statusInspect
HEAD a public URL and return status only.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
figma-url-shapeCInspect
Parse a Figma file URL. Path discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are present, and the description gives only the terse behavioral hint 'Path discarded' without explaining side effects, return value, or error behavior. This is insufficient for an agent to understand the tool's full behavior.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The one-sentence description is extremely concise, but it omits critical information about parameters and output. Brevity is achieved at the expense of usefulness, so it is not well balanced.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With no output schema and no explanation of how the nine heterogeneous parameters are used, an agent cannot reliably predict the tool's behavior or response. The description is far too incomplete for the tool's apparent complexity.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Although every parameter has a schema description, those descriptions are generic boilerplate (e.g., 'City name for a public weather hint') and do not relate to parsing a Figma URL. The description adds no clarifying semantics for how these nine heterogeneous parameters are used.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Clearly states it parses a Figma file URL and discards the path, distinguishing it from normalize-url or browser-url-ok by resource. However, it does not describe what 'shape' the output takes, leaving some ambiguity.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is given on when to use this tool instead of sibling tools like normalize-url or browser-url-ok. The name implies a shape-checking role, but the description does not make the selection criteria explicit.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
file-path-okCInspect
Check whether a path looks safe. No disk access.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Mentions that no disk access occurs, but does not disclose return values, error behavior, or side effects; with no annotations supplied, this leaves most behavior unspecified.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two short sentences deliver the core purpose and a key safety guarantee with no redundant wording.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The description is too sparse for the 9-parameter optional schema; it does not explain the role of the extra parameters, how to select inputs, or what a successful check returns.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema descriptions cover all parameters but many (ref, url, city, feed, host, json, zone, query) appear unrelated to the stated path-check purpose and are all optional with no explanation of when each should be used.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Clearly states the action ('check') and target ('whether a path looks safe'), but does not differentiate from sibling tools such as normalize-url or browser-url-ok.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Provides no guidance on when to use this tool instead of alternatives; the only extra note ('No disk access') is a safety property, not usage direction.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
geo-hintCInspect
Latitude and longitude for a place via Open-Meteo.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries the full burden of disclosing behavior. It mentions the Open-Meteo source but does not state whether the tool is read-only, what inputs are required, or what errors/side effects may occur.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single sentence with no redundant wording, making it appropriately concise for the information it conveys.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the complex 9-parameter schema and no output schema, the one-line description is not complete enough: it does not specify how to provide the place, what the response shape is, or what happens with the many unrelated parameters.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Although all 9 parameters have schema descriptions, the description does not connect them to the geocoding purpose, and the schema mixes unrelated fields (ref, url, feed, host, json, path, zone) with optional city/query fields. This leaves ambiguity about which parameter actually specifies the place.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states the tool returns latitude and longitude for a place using Open-Meteo, which is a concrete outcome and distinguishes it from weather-specific siblings. However, it does not specify the input parameter or output format, so it is not fully precise.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is given about when to prefer geo-hint over sibling tools such as weather-hint or timezone, nor does it mention any exclusions or alternatives. The intended use is only implied by the name and one-line purpose.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
github-repo-shapeInspect
Parse owner and repo from a GitHub URL.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
hn-front-countCInspect
Count current Hacker News front-page stories. Titles discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, and the description does not disclose that all nine input parameters are ignored, what the return value looks like, or whether the tool performs network access. 'Titles discarded' is too vague to count as meaningful behavioral transparency.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is brief and front-loaded with the main action. However, the second sentence 'Titles discarded' is ambiguous and could be clearer, though it does not introduce verbosity or structural problems.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
There is no output schema and no explanation of the return format, error behavior, or the fact that all input parameters are ignored. Given the confusing nine-parameter schema, the description is not sufficient for an agent to confidently call the tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Although the schema has 100% description coverage, the parameter descriptions are unrelated to counting Hacker News stories and mostly say they are 'discarded after the shape check.' The description does not clarify why these parameters exist or whether any of them affect the result.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific action and resource: 'Count current Hacker News front-page stories.' The phrase 'Titles discarded' is cryptic but does not obscure the core purpose.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no guidance about when to use this tool versus any alternative, such as web-fetch or fetch-status. The description only states the action, leaving selection entirely to inference from the name.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
iana-zonesInspect
Common IANA timezone names for clock calls.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
inspect-robotsInspect
Fetch a public robots.txt and return group counts only.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
jira-key-shapeDInspect
Check a Jira issue key shape. Key discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations exist, and the description only says 'Key discarded,' which is ambiguous. It does not reveal whether the tool returns a boolean, normalized value, or nothing, nor what side effects or errors occur.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is very short and free of fluff, but it omits essential information about the required input. Brevity here harms usability rather than enhancing it.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With no output schema, no required parameters, and no explanation of how the nine optional fields relate to a Jira key, the tool is under-specified. An agent cannot call it confidently.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Although every parameter has a schema description, none of them describes or accepts a Jira issue key. Descriptions like 'Git ref name' and 'JSON text to validate' are unrelated and appear to be copied from other tools, so they do not compensate for the missing key parameter.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a clear verb ('Check') and resource ('Jira issue key shape'), but it fails to specify which input parameter should contain the key. The schema offers nine unrelated optional strings and no 'key' field, so the purpose is not actionable.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is given for when to use this tool instead of sibling shape tools like github-repo-shape or domain-shape, nor what inputs are appropriate. An agent cannot decide between alternatives or know what to pass.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
lang-fjInspect
ISO 639 language tag fj.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
lib-docs-hintDInspect
HTTP status for a public library docs URL. Body discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The description only notes that the body is discarded, but does not explain side effects, what triggers errors, or how the parameters are used. The parameter descriptions are inconsistent with the stated purpose (e.g., 'city' for weather, 'zone' for timezone), indicating unclear behavior.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is concise but contains minimal useful information. It is a single sentence that does not elaborate on the tool's functionality, making it insufficient despite its brevity.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With 9 optional parameters and no output schema or annotations, the description leaves critical information unspecified, such as what the tool returns (beyond 'body discarded'), how parameters affect behavior, and error conditions. The description is far from complete for an agent to use effectively.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Although the schema covers 100% of parameters, the descriptions are misleading and do not align with the tool's stated purpose. For instance, 'url' is described as 'normalize or cite' while the tool is about HTTP status, and 'query' is about search text length. The descriptions do not help the agent understand parameter usage for this tool.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description 'HTTP status for a public library docs URL' is vague and does not clarify what action is performed (e.g., check, fetch, validate). It fails to distinguish from sibling tools like fetch-status or url-ok, as it does not specify the exact nature of the status check or how it relates to the diverse parameters.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is provided on when to use this tool over the many sibling tools with similar purposes. The description lacks any mention of alternative tools or conditions for selection.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
memory-key-countInspect
Count keys in a JSON object. Values discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
normalize-urlInspect
Return origin, host, and path for a URL. Query and fragment are dropped.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
playwright-url-okCInspect
Check whether a URL can be opened. No browser is launched.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description must disclose side effects. It adds one useful negative fact ('No browser is launched') but does not disclose whether the tool makes a network request, how it determines 'can be opened,' or what errors/limitations apply.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is concise and front-loaded with the main action, followed by a relevant behavioral clarification. No fluff or redundant wording is present.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the ambiguous optional parameters and lack of an output schema, the description leaves important context unexplained: what result is returned, what an 'OK' result means, and how the parameters relate to the check. It is not complete enough for an agent to use confidently.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The description provides no parameter semantics, and the schema's nine optional parameters are confusingly unrelated to the stated purpose. Several descriptions ('Git ref name; discarded after the shape check,' 'City name for a public weather hint') do not clarify how to invoke the URL check.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names a recognizable action and target: 'Check whether a URL can be opened.' However, 'opened' is vague and no mechanism is given, so it does not strongly distinguish from sibling tools like browser-url-ok, fetch-status, or normalize-url.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is given for when to choose this tool over related tools. The only usage hint is the negative behavior 'No browser is launched,' which implies a lightweight check but does not state when it should be preferred.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
search-query-lenBInspect
Count characters in a search query. Query discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The description discloses that the query is discarded after the length check, which is useful side-effect information. However, it does not clarify that the many other schema parameters appear irrelevant or are ignored.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is very concise, using two short sentences that each add value. It states the action and an important side effect without unnecessary elaboration.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The description does not specify the return value format, the counting unit (e.g., characters vs. bytes), or clarify the role of the other 8 schema parameters. Given the absence of an output schema, this leaves important details ambiguous.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Although every parameter has a schema description, most descriptions appear copied from unrelated tools and do not align with a simple 'count characters in a query' function. The top-level description does not explicitly state that only the 'query' parameter should be used, creating potential confusion.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool's primary function: counting characters in a search query. It is specific enough to distinguish the intended resource, though it does not explicitly contrast with any sibling tool.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The use case is implied by the description—when a search query's length is needed—but there is no explicit guidance about when to use this tool versus alternatives. No when-not-to-use conditions are stated.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
status-catalogInspect
Short catalog of common HTTP status codes.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
think-stepsDInspect
Return a three-step thinking template. Prompt discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries full responsibility for explaining side effects and behavior. It only says 'Prompt discarded' and 'Return a three-step thinking template,' leaving unclear whether the tool performs validation, ignores inputs, or has any 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.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is short, but brevity comes at the expense of clarity. It is front-loaded with the action, yet the rest of the sentence ('Prompt discarded') adds confusion rather than useful structure.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
There is no output schema, no annotation, and no explanation of the returned template. With 9 parameters and a vague one-line description, an agent lacks essential context to invoke the tool confidently or interpret its result.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The schema includes descriptions for all 9 parameters, but they are inconsistent with the tool's stated purpose—e.g., 'Git ref name; discarded after the shape check' and 'JSON text to validate; discarded after the check.' These descriptions do not clarify how the parameters contribute to returning a thinking template.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description says 'Return a three-step thinking template' which gives a verb and object, but it does not explain what the template contains, how it relates to the tool name, or how it differs from the many sibling tools. The meaning is too vague to guide selection.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no guidance on when to use this tool versus any sibling. The phrase 'Prompt discarded' is cryptic and does not clarify the intended use case or conditions under which the tool should be chosen.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
timezoneInspect
Current time in a named IANA timezone.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
utc-timeInspect
Current UTC timestamp.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
validate-jsonInspect
Check whether a body is valid JSON. The body is discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
weather-hintInspect
Current temperature for a city via Open-Meteo.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
web-fetchInspect
HTTP status and content type for a public URL. Body discarded.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
wiki-title-okCInspect
Check whether a Wikipedia title exists. Title discarded after the call.
| Name | Required | Description | Default |
|---|---|---|---|
| ref | No | Git ref name; discarded after the shape check | |
| url | No | HTTPS URL to normalize or cite | |
| city | No | City name for a public weather hint; discarded after the call | |
| feed | No | Public RSS or Atom URL; titles discarded | |
| host | No | Public hostname | |
| json | No | JSON text to validate; discarded after the check | |
| path | No | File path to check; no disk access | |
| zone | No | IANA timezone name | |
| query | No | Search text; discarded after the length check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries the full burden. It mentions that the title is discarded, which hints at no persistence, but it does not disclose whether the check performs network access, whether it is read-only, what side effects occur, or what error/response behavior to expect.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is extremely concise, consisting of two short sentences with no filler or redundant wording. It is well within acceptable length.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
There is no output schema, no required parameter indicating the title to check, no explanation of what the return value means, and no mention of failure conditions. The mismatch between the stated purpose and the actual schema makes the tool effectively unusable without external knowledge.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The input schema contains nine optional string parameters, but none of them represent a Wikipedia title. The descriptions are unrelated to the stated purpose (e.g., 'Git ref name', 'HTTPS URL to normalize or cite'), so the agent cannot determine which parameter to populate for the title check.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a clear action and object: 'Check whether a Wikipedia title exists.' However, it does not identify which input parameter supplies the title, and the follow-up 'Title discarded after the call' is ambiguous about what title is being referenced.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is given about when to use this tool versus any of the many sibling tools such as fetch-status, normalize-url, or search-query-len. The description provides no context for selection.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.
29 tool updates
- First observed
agent-tool-index - First observed
browser-url-ok - First observed
calc-eval - First observed
citation - First observed
compatibility - First observed
domain-shape - First observed
fetch-status - First observed
figma-url-shape - First observed
file-path-ok - First observed
geo-hint - First observed
github-repo-shape - First observed
hn-front-count - First observed
iana-zones - First observed
inspect-robots - First observed
jira-key-shape - First observed
lang-fj - First observed
lib-docs-hint - First observed
memory-key-count - First observed
normalize-url - First observed
playwright-url-ok - First observed
search-query-len - First observed
status-catalog - First observed
think-steps - First observed
timezone - First observed
utc-time - First observed
validate-json - First observed
weather-hint - First observed
web-fetch - First observed
wiki-title-ok
Frequently Asked Questions
Claiming proves that you control a remote MCP connector. It does not move, proxy, or interrupt the server.
Open the connector listing, choose Claim ownership, and sign in to Glama.
Complete one verification method:
GitHub identity – fastest for official registry listings. For a namespace such as
io.github.alice/server, link the matching GitHub user, then choose Claim with GitHub. An organization namespace such asio.github.acme/serveralso needs that organization to have installed the Glama AI GitHub App and approved its permissions, because GitHub discloses organization membership only to apps it has installed. Use HTTP or DNS when it has not.HTTP challenge – works when you can deploy a public file. Generate a token, publish the exact JSON Glama shows at
/.well-known/glama.jsonon the same origin as the connector, then choose Check HTTP challenge.DNS challenge – works when you control DNS but cannot change the server. Generate a token, create the exact TXT record Glama shows, wait for it to propagate, then choose Check DNS challenge.
After verification, Glama sends a confirmation email and gives you access to listing details, thumbnails, health checks, and analytics. Keep the HTTP file or DNS record in place: Glama periodically checks it and ownership remains verified while the token is discoverable.
The HTTP ownership file has this structure:
{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"claim": "glama_claim_..."
}Claim tokens are opaque, stable, and bound to the signed-in Glama account. They contain no email address or other personal information. If Glama can no longer discover a verified HTTP or DNS token, it starts a seven-day grace period before removing claim-based access. Restore the same token during that period to keep ownership verified. Never publish an email address, Glama session token, GitHub token, or connector credential as ownership proof.
If verification fails, confirm that you copied the current token exactly. The HTTP file must be public, return valid JSON with a successful HTTP response, and stay on the connector's origin. DNS changes may need more time to propagate. A claim cannot transfer to a different origin or hostname: if the connector target changes, Glama starts the grace period and the new target must be claimed separately after the previous claim is released.
For a connector linked to the official MCP Registry, registry updates continue to replace its name, description, and URL by default. After claiming, open Manage connector and enable Use Glama listing details as the source of truth if edits made on Glama should be preserved. Categories and thumbnails are always managed on Glama; registry linkage and technical connection settings continue to sync.
Control your server's listing on Glama, including description and metadata
Access analytics and receive server usage reports
Get monitoring and health status updates for your server
Feature your server to boost visibility and reach more users
To improve your MCP server's ranking:
Claim ownership of the server listing
Complete the server profile with an accurate description and thumbnail
Provide a test profile so Glama can connect to and evaluate the server
Keep tool definitions clear and complete to earn a high Tool Definition Quality Score (TDQS)
Route real usage through the Glama Gateway; more recorded successful server uses also improve the ranking
For users:
Full audit trail – every tool call is logged with inputs and outputs for compliance and debugging
Granular tool control – enable or disable individual tools per connector to limit what your AI agents can do
Centralized credential management – store and rotate API keys and OAuth tokens in one place
Change alerts – get notified when a connector changes its schema, adds or removes tools, or updates tool definitions, so nothing breaks silently
For server owners:
Proven adoption – public usage metrics on your listing show real-world traction and build trust with prospective users
Tool-level analytics – see which tools are being used most, helping you prioritize development and documentation
Direct user feedback – users can report issues and suggest improvements through the listing, giving you a channel you would not have otherwise
The connector status is unhealthy when Glama is unable to successfully connect to the server. This can happen for several reasons:
The server is experiencing an outage
The URL of the server is wrong
Credentials required to access the server are missing or invalid
If you are the owner of this MCP connector and would like to make modifications to the listing, including providing test credentials for accessing the server, please contact support@glama.ai.
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