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diivi
by diivi

Server Quality Checklist

50%
Profile completionA complete profile improves this server's visibility in search results.
  • Latest release: v0.1.0

  • Disambiguation2/5

    Many tools have overlapping purposes, e.g., draw_circle vs draw_circle_at, propogate_cels vs propogate_frame_to_range, and multiple animation audit/sanitize tools. The '_at' and 'eased' variants add confusion without clear distinct use cases.

    Naming Consistency3/5

    Most tools follow verb_noun pattern, but there are exceptions like 'animation_workflow_guide' (noun_noun) and mixing of 'at' and 'eased' suffixes. Overall pattern is readable but not fully consistent.

    Tool Count2/5

    59 tools is excessive for an MCP server; it suggests insufficient scoping and many niche operations. The count makes it hard for agents to navigate and select appropriately.

    Completeness2/5

    Obvious gaps exist: no delete layer or delete frame tools, no layer ordering or merging, and limited color manipulation beyond pixel drawing. The surface misses basic CRUD operations for layers and frames.

  • Average 3.1/5 across 59 of 59 tools scored. Lowest: 2.1/5.

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

    • 5 of 6 community issues answered or closed in the last 6 months
    • 20 commits in the last 12 weeks
    • No stable releases found
    • No critical vulnerability alerts
    • No high-severity vulnerability alerts
    • No code scanning findings
    • CI is failing
  • 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.

  • Add a glama.json file to provide metadata about your server.

  • If you are the author, simply .

    If the server belongs to an organization, first add glama.json to the root of your repository:

    {
      "$schema": "https://glama.ai/mcp/schemas/server.json",
      "maintainers": [
        "your-github-username"
      ]
    }

    Then . Browse examples.

  • Add related servers to improve discoverability.

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

  • Behavior1/5

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

    With no annotations, the description should fully disclose behavior, but it only states it returns a guide. It does not explain if the guide is static, dynamic, or based on the parameter, nor any side effects or constraints.

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

    Conciseness2/5

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

    The description is a single sentence, which is efficient. However, it is under-informative, omitting critical details about parameter usage and behavior. Conciseness should not come at the expense of completeness.

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

    Completeness1/5

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

    Given no output schema, no annotations, and incomplete parameter info, the description is severely lacking. It does not specify the guide's content, format, or how the parameter affects output, making it inadequate for reliable agent use.

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

    Parameters1/5

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

    The schema describes one parameter ('use_case') with default 'character' but no description. The tool description does not mention this parameter at all, leaving the agent to guess its meaning. With 0% schema coverage, the description fails to compensate.

    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 'Return a concise English guide for optimized animation workflows' clearly states a verb ('Return') and a resource ('guide'), indicating the tool provides guidance. It is distinct from sibling tools that perform actions like drawing or layering, but the description could specify the domain more precisely.

    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 alternatives such as specific animation tools (e.g., 'add_frame'). It does not mention prerequisites, typical use cases, or when not to use it.

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

  • Behavior1/5

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

    No annotations provided, and the description fails to disclose behavioral traits like whether existing pixels are overwritten, if missing cels are created (though a parameter hints at this), or any side effects. The description is too brief to inform agent expectations.

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

    Conciseness2/5

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

    The description is a single sentence, making it concise but at the expense of essential details. It is front-loaded but lacks structure; every sentence should earn its place, and here the sentence omits critical information needed for correct invocation.

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

    Completeness1/5

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

    Given the complexity (7 parameters, no output schema, no annotations), the description is severely incomplete. The agent cannot determine how to structure mappings, what the filename path refers to, or the tool's overall effect. The description fails to provide a complete context for use.

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

    Parameters1/5

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

    Schema description coverage is 0%, and the description adds no meaning to any of the 7 parameters. The concept of 'explicit mappings' is mentioned but not explained in terms of structure or format, leaving the agent with no guidance on how to fill in the mappings array.

    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 the action 'remap colors' and the scope 'in a layer across a frame range,' distinguishing it from palette-level tools like set_palette. However, it does not clarify what 'explicit mappings' entails, and lacks specificity about the mapping format.

    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 set_palette or other color manipulation tools. No exclusions or context provided, which is insufficient given the many sibling tools.

    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?

    With no annotations, the description should disclose behavioral traits. It does not mention what happens if the target frame already has a cel (despite a 'replace' parameter), whether all cel properties are copied, or any side effects. The description is too sparse.

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

    Conciseness2/5

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

    While the description is short, it is under-specified and lacks structure. It does not earn its place because it fails to provide necessary context. A concise yet informative description would be better.

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

    Completeness1/5

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

    Given no annotations, no output schema, 5 parameters, and many sibling tools, the description is woefully incomplete. It does not explain the tool's behavior, parameter semantics, or how it differs from similar tools.

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

    Parameters1/5

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

    The input schema has 0% description coverage, so the description must compensate. It does not explain any parameter, including the important 'replace' boolean, leaving the agent to guess their meaning and usage.

    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 action (copy) and resource (cel) and the source and target frames, making the basic purpose obvious. However, it does not differentiate from sibling tools like 'copy_frame' or 'copy_layers_between_sprites', which are similar operations.

    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 such as 'clear_cel', 'create_cel', or 'propagate_cels'. The description does not mention any prerequisites or context, leaving the agent to infer usage.

    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?

    Without annotations, the description must inform behavior, but it only states the action. It does not disclose what happens if the layer/frame is missing (despite a create_if_missing parameter), how colors or fills are applied, or whether the polygon is added to existing content or replaces it.

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

    Conciseness2/5

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

    The description is a single short sentence, which is concise but severely under-specified for a tool with 7 parameters and many siblings. It fails to earn its place by adding necessary context, thus sacrificing usefulness for brevity.

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

    Completeness1/5

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

    Given the tool complexity (7 parameters, many sibling drawing tools) and lack of annotations/output schema, the description is woefully incomplete. It omits critical information about how to use the parameters, what output to expect, and how it fits into the workflow.

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

    Parameters1/5

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

    Schema description coverage is 0%, so the description must explain parameters, but it does not. No details on the 'points' format (array of objects), the 'color' format, or the effect of 'fill' and 'create_if_missing'. The agent must guess or rely on external knowledge.

    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 'draw' and the resource 'polygon on a specific layer/frame', providing a clear action and target. However, it does not differentiate from sibling drawing tools like draw_path or draw_rectangle, lacking specificity about what constitutes a polygon (e.g., closed shape with vertices).

    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 drawing tools (e.g., draw_path, draw_circle). No context is given for prerequisites or alternatives, forcing the agent to infer usage from the name alone.

    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?

    No annotations provided, so description must disclose behavior. 'Configure' is vague; it does not mention side effects, prerequisites, or whether settings persist.

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

    Conciseness2/5

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

    Extremely concise but under-specified; a single sentence fails to add value beyond the tool name.

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

    Completeness1/5

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

    Given 5 parameters, no annotations, and no output schema, the description omits critical context about onion skin functionality, parameter ranges, and defaults.

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

    Parameters1/5

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

    Schema description coverage is 0%, and the description provides no parameter-specific details. Terms like 'before' and 'opacity' are unexplained, leaving agents without meaning.

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

    Purpose4/5

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

    The description clearly states the tool configures onion skin settings for Aseprite, using a specific verb and resource. It is distinguishable from sibling tools as the only one dealing with onion skin, but does not explicitly differentiate from similar config tools.

    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, an agent lacks context for appropriate invocation.

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

  • Behavior1/5

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

    With no annotations, the description carries full responsibility for behavioral disclosure. It only states the action 'Add a new frame' without explaining side effects (e.g., whether the file is saved, if frames are appended, any permission requirements). This is insufficient for an agent to anticipate consequences.

    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?

    The description is very concise (two lines) and front-loaded with the core action. However, it lacks structure such as a separate 'Args' section; the current format is minimal but acceptable for a simple tool.

    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 tool's simplicity, the description is incomplete. It does not explain the operation's effect on the animation timeline (e.g., appending a frame, total frame count), nor does it mention return values or error conditions. An output schema is absent, increasing the burden on the description.

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

    Parameters2/5

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

    The schema provides only the type and title for the single parameter 'filename,' with 0% coverage of its meaning. The description adds brief context ('Name of the Aseprite file to modify'), which partially compensates but offers no details about expected format, file existence, or defaults.

    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 'Add' and the resource 'a new frame to the Aseprite file,' making the tool's purpose clear. However, it does not explicitly distinguish itself from the sibling tool 'add_frames,' though the singular 'frame' implies a single frame addition.

    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 (e.g., 'add_frames'), nor any prerequisites or exclusions. The description lacks context about the typical workflow or file state needed.

    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?

    No annotations provided, so the description must disclose behavioral traits. Only states 'Draw a path' with no info on side effects, idempotency, or what happens to existing content. The create_if_missing parameter hints at behavior but is not explained.

    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?

    The description is very concise (10 words) but at the cost of missing critical information. While brevity is good, under-specification reduces its usefulness. It earns a mid score for lacking substance.

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

    Completeness1/5

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

    Given 7 parameters (0% coverage), no output schema, and many sibling tools, the description is far from complete. It does not explain how to use points, what 'polyline' entails, or how it relates to other drawing tools. The agent would be left guessing.

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

    Parameters1/5

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

    Schema description coverage is 0%, and the description does not explain any parameter semantics (e.g., format of points, meaning of color/thickness). The points schema is especially unclear (array of objects with arbitrary integer properties). The description adds no value beyond the schema's titles.

    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 action ('Draw') and resource ('path using a polyline') on a specific layer/frame. It distinguishes from siblings like draw_line (single line) and draw_polygon (filled polygon) by specifying 'polyline', but does not explicitly differentiate.

    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 draw_polygon or draw_line. No mention of prerequisites, when not to use, or explicit comparisons. The sibling list is provided but the description does not help in selection.

    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?

    No annotations are provided, and the description does not disclose behavioral traits such as whether the rectangle overwrites existing content, the effect of default parameters (color, fill, create_if_missing), or any side effects. For a tool with 10 parameters, this is insufficient.

    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?

    The description is a single sentence, which is concise, but it sacrifices completeness. It could be longer to cover essential details without becoming verbose.

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

    Completeness1/5

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

    Given the tool has 10 parameters, no output schema, and no annotations, the description is extremely incomplete. It provides no information on return values, prerequisites, or behavior, making it insufficient for an agent to use correctly.

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

    Parameters1/5

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

    Schema description coverage is 0%, and the description adds no meaning to any parameter. It fails to explain coordinates, color, fill, or the create_if_missing flag, leaving agents to guess their roles.

    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 'Draw a rectangle on a specific layer/frame,' clearly identifying the action and resource. It distinguishes from sibling tools like draw_rectangle that likely operate on default layers. However, it could be more precise by mentioning coordinates explicitly.

    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 draw_rectangle or draw_circle_at. The description does not explain the context of layer/frame specificity or when to prefer it.

    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?

    No annotations are provided, and the description does not disclose whether the tool creates cels, overwrites existing ones, or only reports missing cels. Behavioral traits like mutation, failure conditions, or side effects are absent.

    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?

    The description is a single short sentence, which is concise, but it is vague and lacks critical details. It could be restructured to front-load the action and include parameter context.

    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 tool has 4 parameters, no output schema, and no annotations, the description is insufficient. It does not cover what the tool returns, prerequisites (e.g., layers must exist), or behavior when layers/cels already exist.

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

    Parameters2/5

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

    The description does not explain any of the four parameters despite 0% schema coverage. 'layer_names', 'start_frame', 'end_frame', and 'filename' are not described, leaving the agent to infer meaning from names alone.

    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?

    The description states it ensures cels exist for layers across a frame range, which gives a general purpose but lacks a specific verb like 'create' or 'check'. It does not clearly distinguish from sibling tools like 'create_cel' or 'add_layer'.

    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 'create_cel' or 'propagate_cels'. The context does not clarify if this is for batch operations or selective creation.

    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?

    Without annotations, the description carries the full burden but fails to disclose side effects such as whether an existing tag with the same name is updated or replaced, or any constraints on tag creation. The term 'update' implies idempotency, but this is not explicitly stated.

    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?

    The description is a single sentence, making it very concise. However, it lacks sufficient detail to be effective, sacrificing substance for brevity.

    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 tool's complexity (5 parameters, no output schema, and many sibling tools), the description is incomplete. It does not explain the effect of the direction parameter, what constitutes a valid tag, or the consequence of creating vs updating.

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

    Parameters1/5

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

    The description does not mention any of the five parameters (filename, name, from_frame, to_frame, direction). With 0% schema description coverage, the description adds no meaning beyond the parameter names in the schema.

    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 it creates or updates an animation tag on the sprite, which is a specific verb+resource. However, it does not differentiate from sibling tools, and the concept of 'tag' could be elaborated for clarity.

    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 set_frame or add_frame. There is no context on prerequisites, conditions, or when not to use it.

    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?

    No annotations exist, so description carries full burden. It fails to disclose key behaviors like what 'easing' defaults to, whether 'replace' overwrites existing keyframes, or how 'create_missing_cels' works. Only the basic operation is stated.

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

    Conciseness2/5

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

    The description is a single short sentence that is under-specified for a tool with 11 parameters. While not verbose, it lacks essential details, making it incomplete rather than concise.

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

    Completeness1/5

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

    Given the complexity of 11 parameters, no output schema, and no annotations, the description is severely incomplete, providing no context on parameter interplay, error conditions, or result behavior.

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

    Parameters1/5

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

    Schema description coverage is 0%: the description mentions none of the 11 parameters, providing no additional meaning beyond the raw schema, which is insufficient for correct use.

    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?

    Clearly states the verb 'tween', the resource 'cel scale', and the method 'with easing across a frame range', distinguishing it from sibling tween tools like tween_cel_opacity_eased or tween_cel_positions_eased.

    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 tween_cel_positions_eased or tween_cel_opacity_eased; the description only names the operation without context.

    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?

    With no annotations, the description bears full burden but only says 'Fill an area' without explaining behavior (e.g., flood-fill vs. solid fill, destructive or not, undo support, response).

    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?

    The description is a single sentence, which is concise, but it is too brief to convey necessary information. It could include more detail without being verbose.

    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 many sibling tools and no output schema, the description is insufficient. It does not differentiate from similar tools or clarify return values, making it incomplete for effective use.

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

    Parameters2/5

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

    Schema description coverage is 0%, so the description must compensate. The description does not explain any of the 7 parameters (e.g., x,y meaning, color default, create_if_missing usage).

    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 action (fill) and the context (specific layer/frame), but it does not specify how the area is determined or differentiate from sibling tool 'fill_area'. The name '_at' hints at a starting point, but the description could be more explicit.

    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. Among many drawing tools, the description does not mention when flood-fill is appropriate or when to use other fill methods.

    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?

    With no annotations, the description must disclose side effects and behavior. It does not explain what happens to existing cels, whether missing cels are created (though schema has a parameter), or what the source_frame_index does. The description is insufficient.

    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?

    The description is a single sentence, which is concise but lacks structure and front-loading of critical information. It is appropriately short but under-specified.

    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 11 parameters, 8 required, and no output schema, the description should provide more context about the tweening process, easing options (e.g., 'smoothstep' is default but not mentioned), and how it relates to siblings. It is incomplete for the complexity.

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

    Parameters2/5

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

    Schema coverage is 0%, so description should explain parameters, but it only states the overall action. It adds no meaning beyond the schema titles, which are already fairly clear. Key parameters like easing (with default 'smoothstep') are not elaborated.

    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 specifies the verb 'tween' and resource 'cel positions', and mentions easing and frame range, making the purpose clear. However, it does not distinguish itself from the sibling tool 'tween_cel_positions' which likely does the same without easing.

    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 'tween_cel_positions' or 'offset_cel_positions'. There is no mention of prerequisites or when not to use it.

    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?

    No annotations are provided, so the description must fully disclose behavioral traits. It mentions 'optionally apply fixes' and returns JSON, but does not state whether the tool modifies the sprite permanently, what side effects occur, or what 'normalize' entails beyond overlap/frame checks. The parameter 'report_only' hints at behavior but is not explained. Significant gaps.

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

    Conciseness4/5

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

    The description is concise, with 4 sentences that front-load the purpose and include example formats. It is efficient but could benefit from clearer separation of description, parameter details, and return value. Still, good 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?

    With 15 parameters, no output schema, and no annotations, the description is incomplete. It does not explain what 'normalization' entails, which fixes are applied, or the full return structure. The agent would need additional documentation to use this tool effectively.

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

    Parameters2/5

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

    Schema description coverage is 0%, so the description must explain parameters. It provides examples for layer_frame_ranges and out_of_range_action, and briefly explains ignore_full_canvas_overlaps. However, 12 out of 15 parameters (including required 'filename') are completely unexplained. The agent cannot infer the meaning of most parameters from the description alone.

    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 the tool's purpose: 'Normalize animation consistency and optionally apply fixes.' This is a clear verb+resource combination, but it doesn't explicitly differentiate from siblings like audit_animation or validate_scene, which also deal with consistency. Slightly vague on what 'consistency' means, but overall clear.

    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. The description does not mention prerequisites, when to prefer this tool over audit_animation or other sibling tools, or what context triggers its use. An agent would have to infer usage from the purpose alone.

    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?

    With no annotations, the description must disclose behavioral traits. The single sentence does not reveal side effects, such as whether the gradient overwrites existing pixels, how the rectangle is created (if missing), or any limits (e.g., alpha, color format). This is insufficient for a mutation tool.

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

    Conciseness4/5

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

    The description is very concise (one sentence, front-loaded). It earns its place by being clear, but it sacrifices important detail. A longer description would improve completeness without being overly verbose.

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

    Completeness1/5

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

    Given 11 parameters (9 required), no output schema, and no annotations, the description is grossly incomplete. It fails to explain essential aspects like color format, gradient direction, behavior when layer exists or not, and return value. The tool is complex, and the description leaves major gaps.

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

    Parameters1/5

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

    Schema description coverage is 0% (only titles), so the description must add meaning. It does not explain parameters like color_start/color_end (format?), horizontal (orientation?), create_if_missing, or the coordinate system. The description adds no semantic value beyond the schema.

    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 specifies the action 'Apply', the object 'linear gradient fill', and the target 'rectangle'. It clearly distinguishes from sibling tools like draw_rectangle (which likely draws outlines) and fill_area (solid fill).

    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 alternatives. It does not mention scenarios, prerequisites, or exclusions, leaving the agent without context for selection.

    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?

    With no annotations, the description must disclose all behavioral traits. It only states 'draw', which implies mutation, but fails to mention what happens to existing content, whether it creates new elements or modifies existing ones, or any required permissions. The minimal description leaves significant gaps.

    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, clear sentence with no extraneous information. It is front-loaded and efficiently communicates the core action. It earns its place without waste.

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

    Completeness1/5

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

    Given the tool has 9 parameters, no output schema, and no annotations, the description is egregiously incomplete. It fails to clarify parameter defaults, behavior for optional parameters, return values, or side effects. The agent lacks critical context to use the tool correctly.

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

    Parameters2/5

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

    Schema coverage is 0%, so the description should explain parameter meanings beyond their names. It does not. While parameter names like 'center_x' and 'radius' are self-explanatory, others like 'create_if_missing' and 'fill' require context that is missing. The description adds no value to the schema.

    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 'Draw a circle on a specific layer/frame' clearly states the action and the target resource (layer/frame). However, it does not differentiate from the sibling tool 'draw_circle', which might draw on the current layer/frame without specification. This lack of sibling distinction prevents a perfect score.

    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 'draw_circle' or 'draw_circle_at'. There is no mention of prerequisites, nor any hint about when this tool is preferred. The description leaves the agent without decision-making support.

    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?

    No annotations provided. Description does not disclose any behavioral traits beyond basic purpose. Does not mention effects (additive vs overwrite), undo implications, coordinate system, or the create_if_missing parameter behavior. Minimal transparency.

    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, 9 words, no redundancy. Very concise, but at the expense of completeness. Front-loading is fine, but too short for a tool with 10 parameters.

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

    Completeness1/5

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

    Despite having 10 parameters, 7 required, no output schema, and no annotations, the description only gives a minimal purpose. It fails to explain return values, side effects, coordinate system, or how the line is rendered. Inadequate for an agent to use correctly.

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

    Parameters1/5

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

    Schema description coverage is 0%. The description adds no meaning beyond parameter names. Parameters like x1, y1, etc. are not explained in terms of coordinate system, range, or relation to canvas. Defaults are in schema but not contextualized.

    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 states it draws a line on a specific layer/frame, which is a specific verb-resource pair. It distinguishes from sibling draw_line by explicitly mentioning layer and frame, but does not explicitly differentiate from draw_line_at itself (though that is the same tool). Still clear enough.

    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?

    Implies usage: when you want to draw a line on a specific layer/frame. No when-not or alternatives mentioned. Siblings like draw_line exist but no guidance on choosing between them.

    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?

    No annotations are provided, so the description must fully disclose behavioral traits. It only states the general operation without discussing side effects (e.g., overwriting existing palette), required permissions, or impact on other elements. The lack of details limits transparency.

    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 without excess. It front-loads the core action and target. However, given the complexity of the tool (two parameters, no annotations), brevity sacrifices necessary detail.

    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?

    The tool has two required parameters, no output schema, and no annotations. The description should cover parameter details, expected input format, error conditions, and behavioral nuances. It only covers the colors parameter partially and omits filename entirely, making it incomplete.

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

    Parameters2/5

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

    With 0% schema description coverage, the description must explain both parameters. It clarifies that 'colors' is a list of hex color codes, adding meaning beyond the schema. However, 'filename' is left unexplained—its purpose and expected format are missing, which is a significant gap.

    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 action ('Set'), the target ('active sprite palette'), and the method ('using a list of hex colors'). It differentiates from siblings like 'get_palette' by indicating a write operation. However, it does not specify whether the palette is fully replaced or partially updated, leaving slight ambiguity.

    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 'remap_colors_in_cel_range'. No context on prerequisites (e.g., an active sprite must exist) or conditions where this tool is appropriate. The description provides no decision-making support.

    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?

    No annotations provided; description does not disclose whether the deletion is permanent, undoable, or requires specific permissions. The destructive nature is implied but not detailed.

    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?

    One short sentence, no redundancy. Efficient but could benefit from slightly more detail without becoming verbose.

    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 no output schema, no annotations, and 0% parameter coverage, the description fails to provide adequate context for correct invocation, such as return values or error conditions.

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

    Parameters1/5

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

    Schema coverage is 0%, meaning the description adds no information about the three required parameters (filename, layer_name, frame_index) beyond the raw schema.

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

    Purpose5/5

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

    The description clearly states the verb 'delete' and the resource 'cel' on a layer/frame, distinguishing it from sibling tools like create_cel or copy_cel.

    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 create_cel or copy_cel. Lacks context about prerequisites or side effects.

    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?

    No annotations are provided, so the description must disclose behavioral traits. It only states 'Get' which implies a read operation but does not explicitly confirm idempotency, safety, or side effects. It fails to mention any requirements (e.g., active sprite must exist) or limitations.

    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 one short sentence of 13 words, which is highly concise. It is front-loaded with the core purpose. However, it sacrifices necessary detail for brevity, particularly regarding the parameter.

    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 tool has one required parameter and no output schema, the description is incomplete. It fails to specify the parameter's meaning, the format of the output array, or any error conditions. The agent lacks sufficient information to invoke the tool correctly.

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

    Parameters1/5

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

    The single parameter 'filename' is required but not described at all. The schema has 0% description coverage, and the tool description adds no explanation of what the filename refers to (e.g., sprite file, palette file, output file). The agent cannot understand what value to provide.

    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 states the specific action 'Get the active sprite palette' and the return format 'JSON array of hex colors'. It clearly identifies the verb (get) and resource (palette), and differentiates from sibling tools by specifying the active sprite context.

    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 offers no guidance on when to use this tool versus alternatives (e.g., set_palette for editing). It does not provide context about prerequisites or conditions, leaving the agent to infer usage from the name alone.

    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?

    With no annotations, the description carries full burden but fails to disclose key behaviors such as whether cels are created or modified, the effect on existing positions, or the role of parameters like create_missing_cels and source_frame_index. The description only states surface-level functionality.

    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?

    The description is concise (one sentence) but lacks structure and does not front-load critical information. It is acceptable for a simple tool but would benefit from more detail.

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

    Completeness1/5

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

    For a tool with 10 parameters, no output schema, and no parameter descriptions, the single-sentence description is grossly inadequate. It fails to explain the sine wave mechanics, parameter ranges, or return behavior, leaving the agent with insufficient context to invoke the tool correctly.

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

    Parameters2/5

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

    Schema description coverage is 0%, requiring the description to compensate. However, the description does not explain any parameter purpose, leaving the agent to infer meaning from parameter names alone. It adds no value beyond the schema.

    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 tool oscillates cel positions using a sine wave, with a specific verb and resource. It distinguishes from sibling tools like set_cel_position, tween_cel_positions, and offset_cel_positions by specifying the oscillation behavior.

    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 alternatives. No when-to-use, when-not-to-use, or context for choosing oscillation over tweening or offsetting.

    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?

    With no annotations provided, the description carries full burden. It only states the action but does not disclose side effects (e.g., what happens if layer already exists), success/failure conditions, or any required permissions. This is insufficient for safe invocation.

    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 concise with clear argument listing. However, it could be more structured by presenting the purpose in a single sentence upfront and using a more standard parameter format.

    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?

    No output schema is provided, and the description does not mention return values, error handling, or preconditions. For a mutation tool, this leaves significant gaps in understanding what the agent should expect.

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

    Parameters3/5

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

    Schema coverage is 0%, so the description is the only parameter documentation. It provides a brief one-line description for each parameter but lacks details like file path format, layer naming constraints, or default values. Adequate but minimal.

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

    Purpose4/5

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

    The description clearly states the tool adds a new layer to an Aseprite file, specifying the action, resource, and target. However, it doesn't differentiate from similar sibling tools like set_layer or ensure_layers_present, which could cause confusion.

    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. The description lacks any context about prerequisites, when not to use it, or how it relates to other layer manipulation tools.

    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?

    With no annotations, the description should disclose behavioral traits. It only states 'Draw pixels' and lists parameters, but does not mention effects like overwriting, side effects, or success/failure conditions. The parameter 'create_if_missing' hints at behavior but is not explained.

    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 concise: one sentence plus a parameter list. It is front-loaded and structured, with no wasted words. Could integrate the parameter list into prose, but overall efficient.

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

    Completeness3/5

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

    For a drawing tool with 5 parameters and no output schema or annotations, the description covers the basics. However, it lacks return value description, error handling, or examples, which would be helpful for completeness.

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

    Parameters3/5

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

    Schema description coverage is 0%, but the description adds brief explanations for each parameter (e.g., 'Name of the Aseprite file to modify', 'List of pixel data with x/y/color'). This provides meaning beyond the schema, though some parameters like 'pixels' could benefit from more detail on the object structure.

    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 'Draw pixels on a specific layer/frame', which is a specific verb-resource combination. It distinguishes from similar tools like 'draw_pixels' by implying targeting a specific layer/frame, but does not explicitly contrast with siblings.

    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 (e.g., targeting specific layer/frame) versus alternatives like 'draw_pixels'. Missing context on prerequisites or when not to use.

    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?

    No annotations are provided, so the description carries full burden. It only says 'simple HTTP server' but fails to disclose key behaviors: whether the server blocks, how to stop it, security implications, or what it serves. Essential behavioral context is missing.

    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?

    The description is very short (one line plus args list), which is concise but lacks structure. The 'Args:' block is minimal and does not separate parameter descriptions. Could be improved with clearer formatting.

    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 two simple parameters, no output schema, and no annotations, the description should be complete enough. It omits critical context: what happens upon starting (e.g., blocking vs background), how to stop the server, and expected output. Incomplete for a server-starting tool.

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

    Parameters2/5

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

    Schema description coverage is 0%, so the description must compensate. It repeats parameter names and adds the default for port (already in schema), but does not explain what 'directory' should contain or any constraints. Minimal added value.

    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 tool's function: 'Start a simple HTTP server to preview exported sprites.' This is a specific verb+resource combination that distinguishes it from siblings like stop_preview_server.

    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 vs alternatives. It does not mention prerequisites (e.g., need to export sprites first) or when to avoid it. The presence of stop_preview_server implies pairing but is not stated.

    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?

    No annotations are provided, so the description must carry the full burden. It only states the basic action ('tween cel opacity') without disclosing side effects (e.g., modifying existing cels), requirements (e.g., layer must exist), or safety profile. This is insufficient for an agent to understand the tool's behavior.

    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?

    The description is a single sentence, making it concise. However, given the tool has 9 parameters and no annotations, a slightly expanded but still focused description would be more appropriate. It is not verbose but borders on under-specification.

    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?

    With 9 parameters, no output schema, and no annotations, the description is too sparse. It does not explain the tweening process, how easing works, or the effect of parameters like 'create_missing_cels'. The description is incomplete for the tool's complexity.

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

    Parameters1/5

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

    Schema coverage is 0%, meaning no parameter descriptions exist in the schema. The tool description adds no explanation for any of the 9 parameters, relying entirely on parameter names (e.g., 'filename', 'easing'). This is inadequate for an agent to correctly set parameters.

    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 ('Tween') and the resource ('cel opacity') with a specific qualifier ('with easing across a frame range'). It effectively distinguishes from sibling tools like tween_cel_positions and tween_cel_scale_eased, which target different properties.

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

    Usage Guidelines3/5

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

    The description implies the tool is for animating opacity with easing but does not explicitly state when to use it over alternatives or when not to use it. Without mentioning related tools or exclusions, the guidance is adequate but not strong.

    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?

    With no annotations, the description must fully disclose behavioral traits. It describes the validation and return but omits details about error handling (e.g., file not found), side effects (it implies a read-only operation but doesn't explicitly state it is non-destructive), or performance considerations for large frame ranges.

    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 two sentences, concise and front-loaded with the primary purpose. The second sentence succinctly describes the output. However, it could be slightly more structured by explicitly listing parameters or output shape.

    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 4 parameters, 0% schema coverage, and no output schema, the description is insufficiently complete. It does not explain all parameters, error conditions, or the exact structure of the returned JSON. Users would need to infer or experiment to use the tool correctly.

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

    Parameters2/5

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

    Schema coverage is 0%, so the description must explain parameters. It mentions 'frame range' but does not link to 'start_frame' and 'end_frame'. It doesn't clarify what 'required_layers' expects (layer names? IDs?) or what 'filename' refers to. The description adds minimal value beyond the parameter names.

    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 tool validates presence of layers and cels across a frame range and returns a JSON structure listing missing items. This is a specific verb-resource combination that distinguishes it from siblings like 'ensure_layers_present' which likely focuses only on layers without frame-range or cels.

    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 such as 'audit_animation' or 'ensure_layers_present'. There is no mention of prerequisites, when not to use the tool, or typical use cases.

    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?

    No annotations exist, so the description must disclose behavioral traits. It only states the action without mentioning side effects (e.g., file modification, overwriting, or required canvas state). This leaves the agent unaware of potential destructive or state-changing behavior.

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

    Conciseness4/5

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

    The description is structured as a Python docstring with a header and argument list, avoiding unnecessary detail. Each line serves a purpose, though the header is minimal and could be slightly more informative.

    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?

    Lacking output schema and annotations, the description does not explain what happens after drawing (e.g., file saving, return value) or any required prerequisites. This leaves crucial gaps for an agent executing the tool.

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

    Parameters4/5

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

    The input schema has 0% description coverage, so the description compensates well by providing brief but clear explanations for each parameter (e.g., 'Name of the Aseprite file to modify', 'X coordinate of circle center'). These add meaning beyond just names and types.

    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 'Draw a circle on the canvas,' which clearly identifies the action and resource. However, it does not differentiate from the sibling tool 'draw_circle_at', which could cause confusion about when to use which.

    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, nor any prerequisites or exclusions. The description is purely imperative without contextual advice.

    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?

    Without annotations, the description must disclose behavior. It mentions 'or append' but does not explain if copying moves or duplicates cels, what happens to existing cels in the target frame, or the role of the overwrite parameter. This leaves significant behavioral ambiguity.

    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, front-loaded sentence with no fluff. Every word contributes to the purpose.

    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 4 parameters (2 required) and no output schema, the description is too brief. It lacks details on parameter behavior, side effects, return values, and error conditions, leaving the agent underinformed.

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

    Parameters2/5

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

    The schema has 0% description coverage, so the description must compensate. It only hints that target_frame can be null for appending, but does not explain the overwrite parameter or the 'required' filename. The added value is minimal.

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

    Purpose5/5

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

    The description clearly states it copies all cels from a source frame to a target frame, with an option to append. This distinguishes it from sibling tools like copy_cel (which copies a single cel) and add_frame (which adds a blank frame).

    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 alternatives (e.g., copy_cel for single cels, add_frame for blank frames), nor are any prerequisites or exclusions mentioned.

    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?

    No annotations are available, so the description must disclose behaviors. It only states 'Create an empty cel' without explaining effects on existing cels, layer requirements, or side effects. Key behavioral traits are omitted.

    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 concise with a single-line purpose and bullet-point parameter descriptions. It is front-loaded and avoids unnecessary text, though it could be slightly more structured.

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

    Completeness2/5

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

    Given no annotations, no output schema, and many sibling tools, the description lacks context about what an 'empty cel' is, return values, or edge cases. It covers only the basics, missing important contextual completeness 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 0%, so the description provides basic parameter explanations. For example, 'frame_index: Frame index starting at 1' and 'x: X position in pixels' add some meaning beyond the field names, but are still minimal.

    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 'Create an empty cel on a layer/frame' using a specific verb and resource. This distinguishes it from sibling tools like copy_cel, clear_cel, and set_cel_position.

    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, nor any prerequisites or conditions. The description only states what the tool does without context for selection.

    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?

    With no annotations provided, the description must fully disclose behavioral traits. It only states the tool exports a file, omitting details such as whether the output file overwrites existing files, the path it is written to (relative or absolute), and whether the source file must be open. This minimal transparency is insufficient for a potentially destructive operation, scoring 2.

    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 concise with a clear sentence stating the purpose followed by a bulleted list of parameters. It avoids unnecessary detail, but the structure could be slightly improved by separating the overall description from the parameter list more clearly. Nonetheless, it is efficient and well-organized, scoring 4.

    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?

    The description covers the tool's basic functionality and parameters, but lacks information about return values, error handling, or prerequisites (e.g., the file must exist and be open in Aseprite). Given there is no output schema, the description should provide more context on what to expect after execution. While adequate for a simple tool, it has gaps, scoring 3.

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

    Parameters4/5

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

    The description adds meaningful explanations for each parameter beyond what the input schema provides. For example, it specifies 'Name of the Aseprite file to export' for filename, 'Name of the output file' for output_filename, and lists acceptable formats for the format parameter with a default. This enriches the schema's minimal titles, earning a score of 4.

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

    Purpose4/5

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

    The description clearly states the tool's function: 'Export the Aseprite file to another format.' It includes the specific verb 'export' and the resource (Aseprite file). While it effectively communicates the core purpose, it does not explicitly distinguish this tool from siblings that might also deal with file operations, though no direct sibling with similar function is present. A score of 4 is appropriate.

    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 alternatives or when not to use it. It lacks any statement about prerequisites, side effects, or comparison to similar tools like copy_sprite. This leaves the agent without context for appropriate invocation, earning a score of 2.

    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?

    No annotations are provided, so the description bears full responsibility for behavioral disclosure. It implies read-only operation but does not explicitly state that no modifications occur, nor does it mention permissions, rate limits, or side effects. The return format is described, but behavioral traits beyond that are absent.

    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 concise with two short sentences, front-loading the purpose. It uses a clear structure with an Args section. No unnecessary words.

    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 no output schema, the description covers return value contents (size, frame count, layers) but remains vague about completeness. It does not address error cases, file not found, or other edge behaviors. For a simple info tool, it is adequate but not fully comprehensive.

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

    Parameters4/5

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

    Schema description coverage is 0%, so the description compensates by explaining the sole parameter 'filename' as 'Name of the Aseprite file to inspect'. This adds meaning beyond the raw schema, which only provides the type and title.

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

    Purpose4/5

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

    The description clearly states the tool returns sprite info as JSON string with size, frame count, and layers. The verb 'Return' and resource 'sprite info' are specific. However, it does not differentiate from sibling info-getters like get_palette or get_pixel_color, which also retrieve sprite 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 on when to use this tool versus alternatives such as get_palette or get_pixel_color. The description lacks context for selection among multiple info-retrieval tools.

    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?

    No annotations provided, and description fails to disclose side effects (e.g., modifies file in-place), behavioral details (e.g., interpolation method), or requirements (e.g., file must be open). 'Scale' is vague regarding how content beyond new dimensions is handled.

    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?

    Two sentences plus structured argument list. No redundant information, but could be more efficient by integrating param descriptions into the main sentence.

    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?

    No output schema, yet description does not mention return values or success/failure indicators. Lacks info on prerequisites (e.g., file open state) and relationship to sibling tools. Incomplete for a mutation 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 has 0% description coverage; description adds brief but clear meaning for each parameter (filename as Aseprite file, width/height in pixels). However, lacks constraints (e.g., positive integers) and filename format details.

    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 uses specific verb 'scale' and resource 'canvas and all its content', clearly distinguishing it from sibling tools like crop_canvas (which removes content) and create_canvas (which creates a new canvas).

    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 (e.g., crop_canvas), no prerequisites mentioned, and no scenarios where this tool is inappropriate.

    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?

    With no annotations provided, the description must disclose behavioral traits. It states the action but does not mention side effects (e.g., overwriting existing durations, requiring a saved file), permissions, or whether the operation is destructive or reversible.

    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 short and front-loaded with the action, followed by parameter details. Every sentence is useful, though the parameter list could be formatted more tersely.

    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?

    As a mutation tool with no output schema, the description should cover return value, error conditions, and preconditions (e.g., file must exist, must be an Aseprite file). It lacks these, making the tool's behavior incomplete for safe invocation.

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

    Parameters3/5

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

    The description includes parameter descriptions ('Name of the Aseprite file to modify', 'Duration in milliseconds') that add meaning beyond the schema's titles. However, it lacks constraints (e.g., positive integer for duration, file path format) and no further details are provided.

    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 ('Set') and the resource ('duration of all frames') with the unit (milliseconds). It implicitly distinguishes from sibling tools like 'set_frame_duration' which targets a single frame, making the scope 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?

    There is no guidance on when to use this tool versus alternatives (e.g., set_frame_duration for individual frames). No prerequisites, limitations, or exclusions are mentioned, leaving the agent without decision support.

    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?

    Without annotations, the description partially compensates by stating the tool returns JSON with specific fields. However, it does not explicitly state that the tool is read-only, nor does it disclose any potential side effects, authorization requirements, or rate limits. The behavioral traits remain somewhat opaque.

    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 concise, comprising three sentences and format examples. It is front-loaded with the main purpose. However, it could be more structured with bullet points or sections to improve readability for an agent.

    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 10 parameters, no output schema, and no annotations, the description is too brief. It covers only a fraction of the input specification and omits details like default values and parameter constraints, leaving significant gaps for the agent.

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

    Parameters2/5

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

    Schema description coverage is 0%, so the description must explain parameters. It only details the format for two parameters (overlap_pairs and layer_frame_ranges), leaving the other eight parameters (e.g., filename, start_frame, report_cels) completely unexplained. This is insufficient for an agent to use the tool correctly.

    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 tool audits animation frames for overlaps and out-of-range layer activity. It provides specific format examples for the key parameters overlap_pairs and layer_frame_ranges, making the purpose concrete and easily understood.

    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 given about when to use this tool versus alternatives like animation_sanitize or other frame-related tools. There is no mention of prerequisites or situations to avoid, forcing the agent to infer usage from the tool's name alone.

    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?

    No annotations provided. The description does not disclose behavioral traits like file saving behavior, editor interaction, or 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.

    Conciseness4/5

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

    Concise with a one-line summary and a brief arg list. Could be more structured (e.g., bullet points) but remains clear.

    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?

    Simple tool with 3 parameters; the description is adequate but lacks details on return value, file location, or any side effects. No output schema to compensate.

    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?

    Despite 0% schema coverage, the description adds pixel units to width/height and specifies the filename default. However, it doesn't explain constraints (e.g., minimum size) or parameter relationships.

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

    Purpose5/5

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

    The description clearly states the verb 'Create' and resource 'new Aseprite canvas' with specified dimensions. It distinguishes from sibling tools that add frames/layers to existing canvases.

    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 (e.g., cropping or resizing existing canvases). Does not mention prerequisites or context.

    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?

    No annotations provided. Description only lists parameters without disclosing behavioral traits like coordinate system, whether changes are undoable, or performance implications. The description carries the full burden but is minimal.

    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?

    Extremely concise: single-purpose sentence followed by structured parameter list. No redundant words; every line adds value.

    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 no output schema and 0% schema coverage, the description is too sparse. Missing coordinate system origin, color format details, thickness limits, and impact on canvas state.

    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?

    With 0% schema coverage, the description adds basic semantics (e.g., 'Hex color code' for color, 'Line thickness in pixels' for thickness). However, spatial parameters (x1, y1, x2, y2) lack coordinate system explanation.

    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 'Draw a line on the canvas' with specific parameters for start/end points, color, and thickness. It distinguishes from sibling tools like draw_circle or draw_rectangle.

    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. Does not mention when to prefer draw_line over draw_path or draw_pixels.

    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?

    No annotations are provided, and the description lacks behavioral details such as whether the fill affects the current layer, whether it respects transparency, or any side effects. It only states the basic action.

    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 concise: one sentence stating the action followed by a bullet list of arguments. No unnecessary text, front-loaded with the 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?

    For a simple tool with four parameters and no output schema, the description covers the basics but lacks information on return values, error conditions, or the effect on the sprite state. It is minimally adequate.

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

    Parameters4/5

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

    The description explains each parameter (filename, x, y, color with default), adding meaning beyond the input schema which only has titles. This compensates for the schema's lack of descriptions.

    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 'fill' and resource 'area', and specifies it uses the paint bucket tool. However, it does not differentiate from sibling 'fill_area_at', which likely performs a similar operation.

    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, nor are there prerequisites or exclusions mentioned.

    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?

    No annotations are provided, so the description carries full burden. However, it only states the read operation without disclosing behavioral traits such as error handling (e.g., out-of-bounds coordinates), file state requirements, or permission needs. The description is minimal and lacks behavioral context.

    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 short and to the point: one line for purpose, then a list of parameters in docstring style. No extraneous text. It is well-structured and efficient, though the parameter list could be integrated into the purpose line to be even more 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?

    The tool is simple, but the description does not mention the return format (e.g., RGBA values as numbers, array, or hex). It also omits error handling (e.g., what happens if pixel is out of bounds). For a tool with 5 parameters and no output schema, more completeness is expected.

    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?

    With 0% schema description coverage, the description must compensate. It adds basic param info: for layer_name it explains default behavior ('uses active layer when empty'), and for frame_index it clarifies indexing ('starting at 1'). However, x,y only say 'X coordinate' without units or bounds, and filename only says 'Aseprite file to read.' The value added is adequate but not rich.

    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 'Read the RGBA color of a single pixel,' which is a specific verb+resource combination. Among siblings with many pixel manipulation tools, this uniquely identifies a read operation on a single pixel, distinguishing it from tools like draw_pixels or get_pixels_rect.

    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 lacks any guidance on when to use this tool vs alternatives. It does not mention that this is for single-pixel reads only, nor does it point to alternatives like get_pixels_rect for bulk reads. No usage context is provided beyond the basic operation.

    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?

    No annotations are provided, so the description must disclose behavioral traits. It only states the parameter range (0-255) which is helpful, but omits side effects such as whether the file needs to be open, if the change is immediate, or if undo is supported. Minimal disclosure.

    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?

    Extremely concise: one sentence for the main purpose followed by a list of arguments. No unnecessary information, front-loaded with the primary action.

    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 setter tool, the description covers the basic function and parameters. However, it lacks information about the return value (none specified), and whether the tool modifies the file in memory or requires saving. Adequate but could be more complete.

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

    Parameters4/5

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

    Schema description coverage is 0%, but the description includes an Args section that defines each parameter (filename, layer_name, opacity) with a brief explanation. This adds meaning beyond the schema and compensates for the lack of schema descriptions.

    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 'Set layer opacity by name (0-255)', providing a specific verb+resource. While it doesn't explicitly differentiate from siblings like set_layer_visibility or set_layer, the purpose is 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 guidance on when to use this tool vs alternatives, no prerequisites or context provided. The description simply lists arguments without explaining scenarios or exclusion criteria.

    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?

    With no annotations, the description must disclose behavioral traits, but it does not mention important details such as where frames are inserted (end/beginning), behavior when the file is not found, or the return value. The scope of side effects (file modification) is implied but not elaborated.

    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 concise: a one-sentence summary followed by a structured Args block. It is front-loaded and avoids verbosity. Slightly more context could be added without hurting 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 complexity (3 parameters, no annotations, no output schema), the description lacks important context: where frames are added, behavior for invalid inputs, and return value. The sibling tool 'add_frame' suggests a single-frame version, but no comparison is provided.

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

    Parameters4/5

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

    Schema description coverage is 0%, so the description adds significant meaning via the Args block: filename is 'Name of the Aseprite file to modify', count is 'Number of frames to add', duration_ms is 'Optional duration for each new frame in milliseconds'. This compensates for the bare schema.

    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 tool adds multiple frames to a sprite and optionally sets duration. It uses a specific verb ('add') and resource ('frames to a sprite'), and the mention of 'multiple' distinguishes it from the sibling 'add_frame' tool.

    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 explicit guidance is provided on when to use this tool versus alternatives (e.g., single frame addition via 'add_frame'). There are no 'when-not' conditions or references to other tools, leaving the agent to infer usage from 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?

    No annotations are provided, so the description must cover behavior. It mentions default values for color and fill, and that width/height must be >0, but omits what happens on boundary conditions or whether the operation is destructive.

    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 uses a clear docstring format with parameter list. It is not overly verbose but the introductory sentence could be slightly more specific (e.g., 'on an Aseprite canvas').

    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 7-parameter drawing tool with no output schema or annotations, the description provides essential details but lacks return value info, error behavior, and coordinate system origin. It is adequate but not complete.

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

    Parameters4/5

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

    The description adds meaningful context for each parameter beyond the schema (e.g., filename is for Aseprite file, x/y are coordinates, width/height in pixels). This compensates for the 0% schema description coverage.

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

    Purpose4/5

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

    The description clearly states the tool draws a rectangle on a canvas, with a specific verb and resource. It does not differentiate from the sibling 'draw_rectangle_at', but the purpose is 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 guidance on when to use this tool vs alternatives or prerequisites (e.g., canvas must exist). The description only implies usage by listing parameters.

    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?

    No annotations provided, so description carries full burden; it only states basic operation without disclosing side effects, error handling, or file modifications.

    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?

    Description is short and front-loaded with purpose; parameter list is concise, but the docstring format adds minimal overhead.

    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?

    Lacks explanation of return values, side effects, or prerequisites; for a file-modifying tool with no output schema, this is insufficient.

    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 has 0% coverage, so description must compensate; it lists parameters and notes frame_index starts at 1, but adds little meaning beyond parameter names.

    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 'flip' and resource 'layer's image', distinguishing it from sibling tools like rotate_layer which perform different transformations.

    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 flip vs alternatives such as rotate_layer; usage is implied but not clearly differentiated.

    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?

    The description does not disclose behavioral traits such as whether overwriting is the default or what happens when overwrite is false. There is no mention of permissions, side effects, or return values. Since annotations are absent, the description carries the full burden but falls short.

    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 concise, with a single-sentence summary followed by a clear parameter list. No unnecessary words or redundancy.

    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 lacking an output schema and annotations, the description covers the essential information for a simple copy operation. It explains the parameters and their constraints, though it could mention what happens to existing cels in the target range.

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

    Parameters4/5

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

    The description adds significant value beyond the input schema by explaining each parameter in detail (e.g., '1-based' indexing, 'inclusive' range). This compensates for the 0% schema description coverage.

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

    Purpose4/5

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

    The description clearly states the action ('Copy all layers from a source frame to a range of frames') and identifies the resource and scope. However, it does not explicitly distinguish itself from sibling tools like copy_frame or propagate_cels, which share similar purposes.

    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. Given the large number of sibling tools (e.g., copy_cel, duplicate_frame_range), explicit usage context would be valuable.

    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?

    No annotations exist, so the description carries full burden. It only mentions the index base, but does not disclose behavioral traits such as side effects on the editing state, whether the action is undoable, or what happens if the index is out of range.

    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 extremely concise—one sentence for purpose plus a small Args section. Every part is relevant and front-loaded. No redundant or unnecessary information.

    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 set action with two parameters, the description is adequate but lacks completeness. It does not explain what 'active frame' means in the context of Aseprite, nor does it specify behavior for invalid indices or how the tool interacts with other state. However, given the tool's simplicity, it meets minimal completeness.

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

    Parameters3/5

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

    The input schema has 0% coverage (no descriptions), so the description must compensate. It adds minimal value: 'Name of the Aseprite file to modify' merely restates the parameter title, and 'Frame index starting at 1' adds the base but no further meaning. The description does not explain the format or constraints beyond what is obvious from the schema.

    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: 'Set the active frame by index (1-based).' It uses a specific verb (set) and resource (active frame), and the 1-based index detail distinguishes it from tools that might use 0-based indices. Among siblings, it is clearly differentiated from add_frame, copy_frame, etc.

    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 set_frame versus alternatives like add_frame, copy_frame, or duplicate_frame_range. The description lacks any context about prerequisites or scenarios where this tool is preferred.

    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?

    No annotations are provided, so the description carries full burden. It does not disclose whether pixels are overwritten, whether the operation is destructive, or any side effects on existing canvas content.

    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 concise: two sentences and an argument list with clear formatting. No unnecessary words.

    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 many drawing siblings, the description is adequate for a simple pixel drawing tool but lacks details about return values, undo capability, or interaction with layers.

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

    Parameters3/5

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

    Schema description coverage is 0%, but the description adds structure for 'pixels' (x, y, color format) which the schema lacks. However, 'filename' gets no additional meaning.

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

    Purpose5/5

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

    The description clearly states the verb 'Draw' and the resource 'pixels on the canvas', and specifies the parameters. It differentiates from siblings like 'draw_pixels_at' by focusing on absolute pixel placement.

    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 over alternatives like 'draw_line' or 'fill_area'. Usage is implied but not specific.

    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?

    With no annotations, the description bears full burden. It states the effect (sets duration) but omits side effects, idempotency, or error conditions. Adequate but not detailed.

    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 extremely concise: one purpose sentence and three parameter lines. Front-loaded and efficient, no wasted words.

    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 setter with no output schema and no annotations, the description covers basic information but lacks return value, error handling, or usage context. Adequate but incomplete.

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

    Parameters2/5

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

    The Args section adds minimal meaning beyond schema titles (e.g., 'frame_index starting at 1', 'duration_ms in ms'). Schema coverage is 0%, but description barely compensates.

    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 'Set the duration of a frame in milliseconds,' specifying the exact verb, resource, and unit. This distinguishes it from siblings like 'set_frame_duration_all' and 'set_frame'.

    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 'set_frame_duration_all' or 'set_frame'. The description lacks context on usage scenarios.

    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?

    With no annotations, the description must disclose side effects and behavior, but it only states the basic action. It does not explain what happens if the layer does not exist and 'create_if_missing' is false, or that it changes the active layer for drawing operations.

    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 extremely concise: a single sentence for the purpose and three short parameter explanations. It is front-loaded and contains no filler, every sentence is necessary.

    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 no output schema and no annotations, the description is incomplete. It does not describe return values, error conditions, or prerequisites (e.g., file must be open). An agent lacks critical context for reliable use.

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

    Parameters4/5

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

    Since schema description coverage is 0%, the description adds value by explaining each parameter: 'Name of the Aseprite file to modify', 'Layer name to activate', 'Create layer if it does not exist'. This clarifies purpose beyond the schema's type-only definition.

    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 'Set the active layer by name', using a specific verb and resource. This distinguishes it from sibling tools like 'add_layer' (which creates a new layer) and 'set_frame' (which sets the active frame).

    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 alternatives, nor does it mention prerequisites or scenarios where it should not be used. The only context is the parameter descriptions.

    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?

    With no annotations, the description must cover behavioral traits, but it only states the basic action. It does not disclose side effects, file state requirements, or whether the change is persistent, which is insufficient for a mutation tool.

    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 short and front-loaded with a single sentence, followed by an Args section. It is efficient, though it could omit the full Args block if the schema had descriptions.

    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 setter, the description covers the core functionality. However, it lacks output information and does not address potential errors or the need for a saved file, which an agent might need.

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

    Parameters4/5

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

    Schema coverage is 0%, and the description adds meaningful explanations for each parameter (filename file to modify, layer_name target, visible whether to show). This compensates well for the lack of schema descriptions.

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

    Purpose5/5

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

    The description clearly states 'Set layer visibility by name', identifying the verb (set), resource (layer visibility), and how (by name). This effectively distinguishes it from sibling tools like set_layer or set_layer_opacity.

    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 set_layer or flip_layer. The description omits any context about prerequisites or scenarios, leaving the agent without decision criteria.

    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?

    With no annotations, the description carries full burden for behavioral disclosure. It only states the basic copy action and lists parameters, but omits side effects like file creation, overwrite behavior details, or whether the source sprite remains unchanged. This is insufficient for safe invocation.

    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 extremely concise: one summary line followed by three parameter bullets. Every sentence earns its place, and the structure is front-loaded with the core 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?

    The description covers parameters but lacks details on return values (e.g., success message, file path) and prerequisites (e.g., source sprite must exist, output directory must exist). For a simple copy tool, this is adequate but not fully complete.

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

    Parameters4/5

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

    Although the input schema lacks parameter descriptions (0% coverage), the tool description provides clear one-liners for each parameter: filename (source file), output_filename (target .aseprite file), and overwrite (boolean for overwrite). This adds meaning beyond the schema's titles, though it could include format constraints.

    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 'Copy a sprite to a new Aseprite file', specifying the action (copy), resource (sprite), and target (new file). This differentiates it from siblings like copy_cel or copy_frame, which operate on sub-components.

    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 copy_cel or copy_layers_between_sprites. The description does not mention prerequisites or typical use cases, leaving the agent without decision-making context.

    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?

    No annotations exist, so the description must fully convey behavior. It describes the operation as offsetting positions but does not clarify whether it modifies existing keyframes, adds keyframes, or handles missing cels. Basic transparency is present, but key behavioral details are missing.

    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 concise: one sentence for purpose followed by a list of parameters with short, clear descriptions. No unnecessary words or repetition.

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

    Completeness3/5

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

    Given the lack of output schema and 6 required parameters, the description covers the basic operation and parameter meanings. However, it omits details on return value, error conditions, and whether the offset applies to all cels in the range or just keyframes. Adequate but not comprehensive.

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

    Parameters4/5

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

    Schema descriptions are absent (0% coverage), so the description's parameter explanations carry the burden. Each parameter gets a brief, clarifying description: e.g., 'Starting frame index (1-based)' and 'Name of the Aseprite file to modify'. This adds meaningful context beyond schema titles.

    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 'Offset cel positions by a delta across a frame range,' a specific verb and resource. This distinguishes it from similar tools like 'set_cel_position' (single frame) and 'tween_cel_positions' (animation).

    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 'set_cel_position' or 'tween_cel_positions'. No prerequisites or caveats are mentioned, leaving the agent 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?

    With no annotations provided, the description carries full burden for behavioral disclosure. It states the linear interpolation across frames but does not clarify side effects like overwriting existing positions, whether it modifies the sprite in-place, or any prerequisites. It is adequate but not thorough.

    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 front-loaded with a one-line purpose, followed by a structured parameter list. It is informative without being overly verbose, though the bullet list could be slightly more compact. No wasted sentences.

    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 complexity (10 parameters) and lack of output schema or annotations, the description covers inputs well but misses behavioral context like whether it modifies the sprite directly, what happens to existing cels, or error conditions. It is not fully complete for an agent to understand all implications.

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

    Parameters5/5

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

    Schema description coverage is 0%, so the description fully compensates by explaining all 10 parameters in the Args section with clear meanings (e.g., 'start_frame: Starting frame index (1-based)'). This adds significant value beyond schema titles.

    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 explicitly states the verb 'tween' and the resource 'cel positions' with the qualifier 'linearly across a frame range', making the purpose clear. However, it does not differentiate from sibling 'tween_cel_positions_eased', which performs a similar tween with easing, so it loses a point for lacking sibling distinction.

    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 alternatives like 'tween_cel_positions_eased' or 'offset_cel_positions'. It only states the action without explaining context or exclusions, leaving the agent to infer usage.

    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?

    No annotations provided, so description carries full burden. It explains parameters like replace and create_missing_frames but does not disclose error behavior, side effects, or what happens if layers don't exist. Adequate but not thorough.

    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 concise with a clear overall purpose and structured Args section. Every sentence adds value, no redundant information.

    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?

    While parameter semantics are well-covered, the description lacks information about return values or outcome (e.g., does it modify files directly?). No output schema, so description should hint at expected results. Also missing prerequisites like file existence.

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

    Parameters5/5

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

    With 0% schema description coverage, the description fully compensates by explaining each parameter's purpose and default behavior beyond the schema's titles and types.

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

    Purpose5/5

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

    The description clearly states the verb 'copy', the resource 'layers', and the specific operation by name between source and target sprites. It distinguishes from siblings like copy_cel or add_layer.

    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 (e.g., copy_cel, ensure_layers_present). The description only states what it does without context or exclusions.

    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?

    With no annotations, the description carries full burden. It explains the operation and parameters, including the 'replace' default. However, it does not disclose whether the original source cel is preserved, what happens when replace is false, or any error conditions.

    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 concise docstring with a clear purpose sentence followed by parameter list. Every sentence adds value, no redundancy.

    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 no output schema and no annotations, the description covers all 6 parameters with semantics. It lacks return value details but is otherwise complete for a tool of this complexity.

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

    Parameters4/5

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

    Schema coverage is 0%, but the description provides detailed parameter explanations (e.g., 1-based indexing, inclusive end_frame). This adds significant meaning beyond the schema, compensating for the lack of structured descriptions.

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

    Purpose5/5

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

    The description clearly states the tool 'Copy cels from a source frame to a range of frames for specific layers.' This is a specific verb-resource pair and distinguishes from siblings like copy_cel (single cel) and propagate_frame_to_range (possibly frames only).

    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. Siblings include copy_cel, propagate_frame_to_range, etc., but the description does not mention when this tool is appropriate or what prerequisites exist.

    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?

    No annotations exist, so the description must fully disclose behavior. It only states the action and parameter, but does not mention side effects, error cases (e.g., server not running), or required permissions. The default port is noted, but that is parameter-level detail.

    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 extremely concise: two sentences, no extraneous information. It front-loads the purpose and follows with parameter details. Every sentence 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 low complexity (one optional parameter, no output schema), the description covers the essential aspects. However, it omits context like when the server must be running or any prerequisites. Still, it is sufficient for basic understanding.

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

    Parameters4/5

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

    The description adds meaning to the 'port' parameter beyond the schema (which only has title and type) by explaining it as 'Port to stop' and noting the default 8000. With 0% schema description coverage, this is a significant value-add.

    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 ('Stop'), the resource ('preview HTTP server'), and the scope ('for a given port'). It effectively distinguishes from the sibling 'start_preview_server' tool.

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

    Usage Guidelines3/5

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

    The description provides no guidance on when to use this tool versus alternatives, nor any prerequisites or when-not-to-use conditions. It only implies usage when one wants to stop the server.

    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?

    No annotations are present, so the description must disclose behavior. It specifies the rotation angles and direction (clockwise), but does not mention whether the operation modifies the file in-place, requires authentication, or has any side effects on other layers or frames.

    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 very concise, using a single sentence followed by a structured Args list. Every line is informative with no superfluous content.

    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 no output schema and no annotations, the description covers the parameters and action, but omits information about return values, whether the tool modifies the original file or returns a new sprite, and any usage constraints (e.g., layer type restrictions). It is adequate but not fully complete.

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

    Parameters4/5

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

    With 0% schema description coverage, the description adds meaning for all four parameters: explains filename, layer_name, frame_index (starting at 1), and angle options (90, 180, 270). This is significantly more useful than the bare schema.

    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 tool rotates a layer's image by 90, 180, or 270 degrees clockwise. It lists parameters with their roles, making the specific resource (layer) and action (rotate) unambiguous.

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

    Usage Guidelines3/5

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

    The description implies usage for rotating a layer by specific angles, but provides no explicit guidance on when to use versus alternatives like flip_layer, nor any exclusions or prerequisites.

    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?

    The description mentions that content outside the rectangle is 'discarded,' indicating destructive behavior. However, with no annotations provided, it lacks details on file modification, reversibility, or required permissions.

    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 extremely concise: one sentence for the action, followed by a clear argument list. No unnecessary words; front-loaded with the core 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?

    Given 5 required parameters, no output schema, and no annotations, the description adequately covers what the tool does and what each parameter means. Slightly missing return value info, but as a mutation tool, it's sufficient.

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

    Parameters4/5

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

    Schema coverage is 0%, so the description must compensate. It explains each parameter: filename (file to modify), x (left edge), y (top edge), width, height. This adds meaning beyond the raw schema titles.

    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 tool's action: 'Crop the canvas to the given rectangle, discarding content outside it.' This is specific and distinct from siblings like `resize_canvas` which scales content, or other canvas operations.

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

    Usage Guidelines3/5

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

    The description implies usage for cropping but does not provide explicit guidance on when to use this tool versus alternatives like `resize_canvas` or `create_canvas`. No conditions or exclusions are stated.

    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?

    With no annotations, the description carries the burden. It discloses the core action (duplicate and append) but does not mention side effects like file modification, whether the original frames are unaffected, or if the tool is destructive. The transparency is adequate but minimal.

    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 concise with a clear one-sentence action summary followed by structured parameter descriptions. Every sentence adds value, and the format is easy to parse.

    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 absence of an output schema and the tool's moderate complexity (4 parameters, no nested objects), the description adequately covers what the tool does and how to use it. It could be improved by mentioning that it modifies the file, but it is generally complete for correct invocation.

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

    Parameters5/5

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

    The description provides detailed parameter explanations beyond the input schema (which only has titles and types). It clarifies that start_frame and end_frame are 1-based and inclusive, and that times has a default of 1. This compensates for the 0% schema description coverage.

    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 'Duplicate a frame range' and specifies the result 'append copies to the end'. It distinguishes from sibling tools like 'copy_frame' which operates on a single frame, making the purpose unambiguous.

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

    Usage Guidelines3/5

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

    The description implies the tool is for duplicating a range of frames and appending them, but it does not provide explicit guidance on when to use this tool versus alternatives (e.g., copy_frame, add_frames). No exclusion criteria or context is given.

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

  • Behavior4/5

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

    No annotations provided; description adds return format (JSON array of pixel objects) but omits potential performance considerations for large regions or coordinate system details. Still provides substantial behavioral context.

    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?

    Well-structured docstring with Args and Returns sections, front-loaded with purpose. Could be slightly more concise but clear as is.

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

    Completeness4/5

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

    Covers all parameters and return format. Lacks details on coordinate origin, bounds checking, or maximum region size. For a read operation with no output schema, it is reasonably complete but could add more context.

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

    Parameters5/5

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

    Schema coverage is 0%, but description explains all 7 parameters, including defaults and meaning (e.g., 'uses active layer when empty' for layer_name, 'starting at 1' for frame_index). Adds significant value beyond bare schema.

    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 'Read all pixel colors in a rectangular region' with specific verb and resource, distinguishing it from siblings like get_pixel_color (single pixel) and draw_rectangle (drawing).

    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 vs alternatives. Implies use for reading a rectangular region of pixels, but lacks context on performance tradeoffs or when to prefer over get_pixel_color.

    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?

    With no annotations, the description carries full burden. It discloses key behaviors: setting position, optional cel creation, and source frame copying. However, it does not mention error conditions, side effects, or required permissions, which would improve transparency.

    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 concise with a purpose sentence followed by a structured parameter list. It is front-loaded with the action. However, listing parameter descriptions duplicates some schema info, but given 0% coverage, it is necessary.

    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 7 parameters, no output schema, and no annotations, the description covers all parameter semantics and core behavior. It lacks explicit mention of return values or error handling, but is mostly complete for its complexity level.

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

    Parameters5/5

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

    Schema description coverage is 0%, so the description must explain all 7 parameters. It does this thoroughly: e.g., 'frame_index starting at 1', 'create the cel if it does not exist', 'optional frame to copy the cel image from'. This adds significant meaning beyond the raw schema.

    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 opens with 'Set a cel's position in a specific layer and frame', which clearly states the tool's action and target resource. This distinguishes it from sibling tools like offset_cel_positions (relative movement) and tween_cel_positions (animation).

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

    Usage Guidelines4/5

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

    The description details each parameter with context (e.g., frame_index starting at 1, optional source frame), guiding proper use. However, it does not explicitly state when to use this tool over alternatives or mention any prerequisites or constraints.

    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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