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Glama

Server Quality Checklist

92%
Profile completionA complete profile improves this server's visibility in search results.
  • Latest release: v1.26.1

  • Disambiguation5/5

    Each tool targets a distinct aspect of NPM packages (e.g., versions, dependencies, vulnerabilities, trends). There is no overlap; even similar-sounding tools like npmQuality, npmMaintenance, and npmScore have clearly separated purposes.

    Naming Consistency5/5

    All tools follow a consistent camelCase pattern starting with 'npm' followed by a descriptive noun or noun phrase (e.g., npmVersions, npmChangelogAnalysis). The naming is predictable and uniform.

    Tool Count4/5

    With 19 tools, the set is slightly above the typical well-scoped range of 3-15, but each tool serves a specific and valuable function within the domain of NPM package analysis, making the count reasonable.

    Completeness4/5

    The tools cover a wide range of NPM package metrics and information (versions, dependencies, vulnerabilities, trends, license, etc.), leaving few gaps (e.g., dependents or reverse dependencies missing). The coverage is comprehensive for the server's purpose.

  • Average 3.3/5 across 19 of 19 tools scored.

    See the Tool Scores section below for per-tool breakdowns.

    • 1 of 1 community issues answered or closed in the last 6 months
    • 160 commits in the last 12 weeks
    • Last stable release on
    • No critical vulnerability alerts
    • No high-severity vulnerability alerts
    • No code scanning findings
    • CI status not available
  • This repository is licensed under MIT License.

  • This repository includes a README.md file.

  • No tool usage detected in the last 30 days. Usage tracking helps demonstrate server value.

    Tip: use the "Try in Browser" feature on the server page to seed initial usage.

  • This repository includes a glama.json configuration file.

  • This server has been verified by its author.

How to sync the server with GitHub?

Servers are automatically synced at least once per day, but you can also sync manually at any time to instantly update the server profile.

To manually sync the server, click the "Sync Server" button in the MCP server admin interface.

How is the quality score calculated?

The overall quality score combines two components: Tool Definition Quality (70%) and Server Coherence (30%).

Tool Definition Quality measures how well each tool describes itself to AI agents. Every tool is scored 1–5 across six dimensions: Purpose Clarity (25%), Usage Guidelines (20%), Behavioral Transparency (20%), Parameter Semantics (15%), Conciseness & Structure (10%), and Contextual Completeness (10%). The server-level definition quality score is calculated as 60% mean TDQS + 40% minimum TDQS, so a single poorly described tool pulls the score down.

Server Coherence evaluates how well the tools work together as a set, scoring four dimensions equally: Disambiguation (can agents tell tools apart?), Naming Consistency, Tool Count Appropriateness, and Completeness (are there gaps in the tool surface?).

Tiers are derived from the overall score: A (≥3.5), B (≥3.0), C (≥2.0), D (≥1.0), F (<1.0). B and above is considered passing.

Tool Scores

  • Behavior2/5

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

    Annotations already provide readOnlyHint, idempotentHint, and openWorldHint. The description adds no additional behavioral context beyond what is in the annotations, such as rate limits, caching behavior, or data sources.

    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 concise sentence that is easy to read. However, it could be more informative without losing conciseness.

    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 presence of an output schema and 2 parameters, the description is too brief. It does not describe the output format or the nature of the analysis, which would be helpful 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 description coverage is 100%, so the description is not required to add parameter meaning. The description does not elaborate on the parameters, nor does it compensate for any gaps.

    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 states 'Analyze changelog and release history of packages' which clearly identifies the verb and resource. It distinguishes from sibling tools like 'npmVersions' by focusing on changelog analysis rather than version listing.

    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 is provided on when to use this tool versus alternatives. The sibling tools are listed but not referenced, and there is no mention of prerequisites or when not to use the tool.

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

  • Behavior2/5

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

    Annotations already declare readOnlyHint=true, idempotentHint=true, and openWorldHint=true. The description adds no behavioral context beyond these, such as caching behavior or dependence on npm registry status.

    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, front-loaded sentence of 5 words, making it very concise. It effectively communicates the core purpose without waste, though it could benefit from a bit more detail.

    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 read-only tool with a complete schema and output schema available, the description is minimally complete. However, missing usage guidance and behavioral context make it slightly inadequate for complex decision-making.

    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 100% with descriptions for both parameters ('packages' and 'ignoreCache'), so the description adds no extra meaning. Baseline 3 is appropriate.

    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 verb 'Check' and resource 'packages' with the outcome 'deprecated', providing a specific purpose. However, it does not differentiate from sibling tools like npmVersions or npmLatest, which could be confused by an AI agent.

    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?

    The description gives no guidance on when to use this tool versus alternatives such as npmVersions for version checks or npmVulnerabilities for security issues. The agent has 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.

  • Behavior3/5

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

    Annotations already provide readOnlyHint, openWorldHint, and idempotentHint, so the description does not need to repeat. However, it adds no behavioral context beyond 'analyze quality metrics', such as data source (NPMS.io), caching behavior, or what metrics are included.

    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?

    A single sentence, no wasted words. Highly 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?

    Given the complexity of sibling tools and the presence of an output schema, the description should provide more context about what 'quality metrics' entails or when to use this tool. It is insufficient for informed tool selection.

    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 100%, so parameters are fully documented in the schema. The description adds no additional meaning or usage guidance for the parameters.

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

    Purpose3/5

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

    Description states 'Analyze package quality metrics' which is a clear verb+resource but does not differentiate from sibling tools like npmScore or npmMaintenance. The title in annotations adds context but the description itself is vague.

    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 versus alternatives. With many sibling tools, the absence of usage context makes it hard for an agent to select correctly.

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

  • Behavior3/5

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

    Annotations already declare readOnlyHint, openWorldHint, and idempotentHint, covering safety and side effects. The description adds no behavioral details beyond what annotations provide, but does not contradict them.

    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 concise sentence with no redundancy. It is front-loaded but arguably under-specified, earning a 4 for efficiency without excess.

    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?

    Despite an output schema and well-documented params, the description omits what 'maintenance metrics' specifically includes, and lacks sibling differentiation. This leaves gaps in completeness for a tool with many 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 the input schema fully documents both parameters. The description adds no additional meaning, meeting the baseline for this dimension.

    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 uses clear verb 'Analyze' and resource 'package maintenance metrics', indicating the tool's purpose. However, it does not differentiate from siblings like npmScore or npmQuality, reducing distinctiveness.

    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 over siblings or when not to. The description lacks context for usage, leaving the agent to infer without help.

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

  • Behavior3/5

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

    Description adds minimal behavioral context beyond annotations (readOnlyHint, idempotentHint). It does not mention caching behavior or response format, but annotations cover safety and idempotency.

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

    Conciseness3/5

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

    Single concise sentence, but it is too minimal. Lacks structural elements like usage context or return value hints. Would benefit from slightly more detail without losing conciseness.

    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 its simplicity, the description is adequate but not thorough. Missing details about caching behavior and the format of returned READMEs. Output schema may compensate, but description alone is incomplete.

    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 baseline is 3. Description adds no extra meaning for parameters; it only names the overall action.

    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 it gets README content for NPM packages using a specific verb+resource. However, it does not differentiate from sibling tools that also operate on NPM packages, missing a chance to clarify uniqueness.

    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 versus alternatives like npmVersions or npmLatest. The description offers no contextual hints about appropriate use cases.

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

  • 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 clear. The description adds no extra behavioral context (e.g., caching behavior, rate limits, result format). With annotations, the bar is lower, but the description misses an opportunity to add value.

    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 short sentence with no wasted words. However, it could be slightly more informative 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?

    Given the presence of an output schema (not shown) and many sibling tools, the description is too sparse. It does not mention what the search returns, sorting, or pagination, leaving the agent underinformed about the tool's full behavior.

    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?

    Input schema has 100% description coverage, so parameters are already well-documented. The description adds no additional meaning beyond the schema's descriptions of query, limit, and ignoreCache.

    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 searches for NPM packages with an optional limit, which is specific enough to distinguish from siblings like npmVersions or npmDeps. However, it could be more precise about the search type (e.g., full-text or by name).

    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 versus the many sibling tools (e.g., npmLatest, npmDeps). The description does not help the agent choose appropriately among alternatives.

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

  • Behavior2/5

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

    Annotations already indicate readOnlyHint, openWorldHint, and idempotentHint. The description adds no additional behavioral context such as how compatibility is determined, caching behavior, or potential network calls.

    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 one sentence, front-loaded, and contains no redundant information. Every word serves a purpose.

    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 simple parameters (2), output schema exists, and annotations cover safety, the description is adequate but could be improved by briefly explaining how compatibility is assessed (e.g., SPDX license comparison).

    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?

    Input schema covers both parameters (packages, ignoreCache) with descriptions. The tool description does not add new semantic value beyond schema; baseline 3 is appropriate since schema coverage is 100%.

    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 'Check license compatibility between multiple packages' clearly states the verb (check) and resource (license compatibility). It distinguishes from sibling tools like npmVersions, npmDeps, etc., which cover different aspects.

    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 is provided on when to use this tool vs alternatives, prerequisites (e.g., whether packages need to exist), or exclusions. With many sibling tools, usage context is lacking.

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

  • Behavior3/5

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

    Annotations already provide readOnlyHint, openWorldHint, and idempotentHint, so the description's main job is to add context. It does not contradict annotations, but it adds little behavioral detail beyond the high-level purpose, such as whether results are from live GitHub API or cached, or what 'statistics' entails.

    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 a single concise sentence that front-loads the core action and resource. Every word is necessary, and there is no repetition or fluff.

    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 presence of an output schema and the tool's relative simplicity, the description provides a minimal but adequate high-level context. However, for a tool with many siblings, it lacks specifics about what statistics are included (e.g., stars, forks, open issues) and how it differs from other stats tools.

    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 the schema already fully documents both parameters. The description adds no extra meaning or context about the parameters beyond the tool's overall purpose, which meets the baseline.

    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 verb 'Get' and the resource 'repository statistics for NPM packages', which is specific enough to indicate the tool's main function. However, it does not differentiate from sibling tools like 'npmScore' or 'npmMaintenance' that might also return repository-related data.

    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 is provided on when to use this tool over its many siblings (e.g., npmVersions, npmDeps). The description does not indicate typical use cases or when alternatives would be more appropriate.

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

  • Behavior3/5

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

    Annotations already declare readOnlyHint, idempotentHint, and openWorldHint. The description adds no additional behavioral context (e.g., caching behavior or error handling). It is adequate but does not exceed the information already provided by annotations.

    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 a single sentence that effectively communicates the core purpose. It is front-loaded and contains no unnecessary words, earning a high score for conciseness.

    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?

    Despite the brevity, the presence of an output schema (not shown) and sibling tools provides sufficient context for an AI agent. The description is complete enough for the tool's simplicity, though it could mention the metrics compared.

    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 100% with clear descriptions for both parameters. The description does not add any extra meaning beyond the schema, so it meets the baseline for this dimension.

    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 uses a specific verb 'Compare' and resource 'NPM packages', clearly indicating the tool's function. It distinguishes from siblings like npmScore or npmSize by focusing on multiple packages and 'various metrics', though the metrics are not enumerated.

    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 is provided on when to use this tool versus alternatives like npmScore or npmDeps. The description does not indicate scenarios, prerequisites, or when to prefer individual metric tools.

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

  • Behavior3/5

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

    Annotations already provide readOnlyHint, openWorldHint, idempotentHint – description adds no behavioral context beyond stating 'dependencies and devDependencies'. Does not disclose caching details, rate limits, or error handling. With annotations, the description's contribution is minimal but not contradictory.

    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?

    Single sentence, front-loaded with action ('Analyze'), immediate resource identification. No fluff. Could slightly expand without harming conciseness, but current is 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?

    Output schema exists, so return details not needed. However, given many sibling tools, more context on scope (e.g., whether it deep-resolves transitive deps, version handling) would improve agent selection. Currently adequate but uninformative.

    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?

    Input schema covers 100% of parameters with descriptions (packages, ignoreCache). Tool description adds no additional meaning to parameters – baseline 3 applies as schema does the heavy lifting.

    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 explicitly states 'Analyze dependencies and devDependencies of an NPM package' – clear verb+resource. Differentiates from siblings like npmVersions (versions), npmLatest (latest version), npmVulnerabilities (security) by focusing specifically on dependency analysis.

    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., npmVulnerabilities for security, npmTypes for type definitions). No mention of prerequisites, input format (e.g., version suffixes), or conditions favoring this tool over other dependency-related tools.

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

  • Behavior3/5

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

    Annotations already declare readOnlyHint and idempotentHint, so the description's statement 'Get download trends' is consistent. However, the description adds no behavioral context beyond what annotations provide, such as caching behavior (though the 'ignoreCache' parameter exists) or rate limits. With good annotations, a score of 3 is appropriate – the description is adequate but not informative.

    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, clear sentence that efficiently conveys the tool's purpose. It is front-loaded and contains no unnecessary words. However, it could be slightly more structured (e.g., mentioning the primary parameter), but for a simple tool, it is highly concise.

    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 low complexity (3 parameters, output schema exists, good annotations), the description is minimally complete – it states the purpose. However, it does not clarify that the tool fetches data from npm trends or mention constraints like the 25-package limit (covered in schema). It is adequate but not exemplary.

    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?

    Input schema coverage is 100%, so the schema already describes all three parameters (packages, period, ignoreCache) with definitions and defaults. The description adds no additional meaning or context about parameters. Baseline 3 is correct when the schema bears the load.

    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 'Get download trends and popularity metrics for packages' clearly states the tool's function: retrieving download trend and popularity data for packages. It uses a specific verb ('Get') and resource ('download trends and popularity metrics'), and it distinguishes this tool from siblings like npmVersions, npmDeps, etc., by focusing solely on trends and popularity.

    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?

    The description provides no guidance on when to use this tool versus the many sibling tools (e.g., npmScore, npmQuality). There is no mention of prerequisites, typical use cases, or when not to use it. An agent would not know what distinguishes this from other npm analysis tools without further context.

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

  • Behavior3/5

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

    Annotations already declare readOnlyHint, idempotentHint, and openWorldHint, covering safety and caching. Description adds no further behavioral context (e.g., that results may be cached, response format). With annotations present, a 3 is appropriate.

    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, direct sentence with no extraneous information. Highly efficient and front-loaded with the core action.

    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 tool's simplicity (two params, no enums, no nested objects) and presence of output schema, the description is nearly sufficient. Lacks rate-limit or usage policy info, but annotations (openWorldHint) help. Adequate for routine use.

    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% with clear descriptions for both parameters. The tool's main description does not add meaning beyond what the schema already provides, so baseline 3 is correct.

    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 it retrieves all available versions of an NPM package. Verb 'Get' and resource 'all available versions' are specific. It distinguishes from sibling tools like npmLatest (single latest version) and npmDeps (dependencies). However, it mentions 'an NPM package' singular while input accepts multiple packages, causing slight mismatch.

    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 versus siblings such as npmLatest or npmDeps. Agent is left to infer context from purpose alone, which is insufficient for correct selection among many NPM-related tools.

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

  • Behavior3/5

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

    Annotations already declare readOnlyHint=true and idempotentHint=true, so the description's minimal statement is consistent but adds no additional behavioral context such as caching behavior, rate limits, or implications of the ignoreCache parameter.

    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 a single sentence with no wasted words. It is front-loaded and to the point.

    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 output schema exists and the tool is simple, the description is minimally complete. However, with numerous sibling tools, additional context about typical use cases or limitations (e.g., package name format) could improve usability.

    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 100% with descriptions for both parameters. The description does not add further meaning; for example, it doesn't specify what 'maintainers information' includes in the response. Baseline 3 is appropriate as schema does the heavy lifting.

    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) and the resource (maintainers information for NPM packages). It distinguishes from siblings like npmVersions which retrieve version data, making selection unambiguous.

    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 usage guidance is provided. The description does not indicate when to use this tool over its siblings, nor under what conditions (e.g., for checking package ownership vs. quality).

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

  • Behavior3/5

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

    Annotations already declare readOnlyHint=true, openWorldHint=true, and idempotentHint=true, so the description adds limited behavioral context. It mentions that the result includes dependencies and bundle size, and the ignoreCache parameter implies caching, but does not discuss limits or external service (Bundlephobia) 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 a single, well-formed sentence that immediately conveys the tool's purpose. It could be slightly more structured with a bullet or line break, but it is concise and front-loaded.

    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 existence of an output schema, the description does not need to detail return values. It sufficiently explains the tool's function for a straightforward lookup. Minor missing context (e.g., external data source) prevents a higher score.

    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 the schema already documents both parameters adequately. The description adds no additional parameter meaning beyond what the schema provides, earning the baseline score.

    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 'Get package size information including dependencies and bundle size', which specifies the verb (Get), resource (package size information), and includes specifics (dependencies and bundle size). It distinguishes from siblings like npmDeps, which focuses on dependencies alone.

    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?

    The description provides no when-to-use or when-not-to-use guidance, nor does it reference any of the 18 sibling tools. The agent must infer the tool's purpose without explicit context about alternatives.

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

  • Behavior3/5

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

    Annotations already declare readOnlyHint, idempotentHint, openWorldHint. Description adds no extra behavioral context beyond 'Check availability and version', which is consistent with annotations.

    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?

    Single sentence, 8 words, no fluff. Front-loads key action. Could be slightly more informative, but very efficient.

    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 simplicity of parameters (2, one required) and presence of output schema, the description is sufficient. It covers the main action without missing critical details.

    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% (both parameters have descriptions). Tool description does not add any extra meaning beyond what the schema already provides, so baseline score of 3 applies.

    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 verb 'Check' and the specific resource 'TypeScript types availability and version for a package'. This distinguishes it from sibling tools like npmVersions (version only) and npmDeps (dependencies).

    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 versus alternatives like npmVersions or npmLatest. Does not specify context or exclusion criteria.

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

  • Behavior3/5

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

    Annotations already indicate readOnly, openWorld, and idempotent. The description adds the cache-related ignoreCache parameter but does not elaborate on caching behavior or rate limits. It is adequate but not enhanced beyond annotations.

    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, front-loaded, no wasted words. Efficiently conveys the tool's purpose.

    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?

    With an output schema present, the description is sufficient for a simple tool. It could mention handling of multiple packages, but that is implied by the schema. Overall, it meets needs without gaps.

    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 100% with descriptions for both parameters. The tool description does not add extra semantics beyond what is in the schema, so baseline score of 3 is appropriate.

    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 action 'Get' and the resource 'latest version and changelog of an NPM package'. It is specific and distinguishes from sibling tools like npmVersions (which likely returns all versions).

    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 versus alternatives such as npmVersions or npmChangelogAnalysis. The description only states what it does without providing selection criteria.

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

  • Behavior3/5

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

    Annotations already declare readOnlyHint=true and openWorldHint=true, which cover safety and non-determinism. The description adds no further behavioral details (e.g., caching behavior, rate limits, or what happens on failure). It does not contradict annotations.

    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 a single, concise sentence that clearly communicates the purpose. There is no fluff or redundancy. Every word earns its place.

    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 tool's simplicity (2 params, no nested objects) and the presence of an output schema, the description is mostly complete. It could mention the data source (OSV.dev, shown in annotations) but that is not critical. The description suffices for an agent to understand the tool's basic function.

    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%: both parameters ('packages' and 'ignoreCache') have descriptions in the schema. The tool description adds no additional meaning beyond what the schema provides, so the baseline score of 3 is appropriate.

    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 purpose: 'Check for known vulnerabilities in packages'. It uses a specific verb ('check') and resource ('known vulnerabilities in packages'). The title annotation adds further specificity with 'Check Package Vulnerabilities (OSV.dev)', distinguishing it from sibling tools like npmVersions or npmDeps.

    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?

    The description provides no guidance on when to use this tool versus its many siblings (e.g., npmQuality, npmMaintenance). There is no mention of prerequisites, exclusions, or alternative tools. Usage context is only implied by the tool's purpose.

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

  • Behavior3/5

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

    Annotations provide readOnlyHint, openWorldHint, and idempotentHint. The description does not add behavioral details beyond these annotations. It does not mention caching behavior (though schema has ignoreCache param) or result variability, but also does not contradict annotations.

    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, clear sentence with no waste. Immediately conveys the core functionality without extraneous information.

    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 low complexity (2 params, 1 required, no nested objects) and existence of output schema, the description is sufficient for an agent to understand the tool's purpose. Minor improvement could include example usage or result format hints.

    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 covers 100% of parameters (packages, ignoreCache) with descriptions. The tool description adds no additional meaning beyond the schema, so baseline score applies.

    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 'Find alternative packages with similar functionality', which is a specific verb-resource pair. It distinguishes itself from sibling tools like npmVersions (versions), npmDeps (dependencies), npmSize (size), etc., each targeting a different aspect of npm packages.

    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?

    No explicit guidance on when to use this tool versus alternatives like npmDeps or npmScore. The description implies usage for finding alternatives but lacks exclusions or comparison to siblings, leaving agents to infer context.

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

  • Behavior3/5

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

    Annotations already declare readOnlyHint, idempotentHint, openWorldHint. Description adds that the score is from NPMS.io and based on three metrics, which is consistent. Does not contradict annotations, but adds only minor behavioral context beyond what annotations provide.

    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?

    One succinct sentence that includes all essential information. No unnecessary words, and the key verb, resource, and metrics are front-loaded.

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

    Completeness5/5

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

    Given the low complexity (two parameters, one required), presence of output schema, and annotations covering safety and idempotency, the description is complete enough for an agent to correctly select and invoke this tool.

    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 100% for parameters. Description does not add additional meaning beyond the schema; it simply mentions the output type. Baseline score of 3 is appropriate as the schema already documents both parameters clearly.

    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 verb 'Get', the resource 'consolidated package score', and the dimensions it covers (quality, maintenance, popularity). It distinguishes from siblings like npmQuality and npmMaintenance by indicating this is a composite score.

    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?

    No explicit guidance on when to use this tool versus alternatives like npmQuality or npmMaintenance. The description implies it is for an overall score, but does not provide when-not scenarios or mention siblings.

    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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