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Glama

Server Details

Process video, audio, images, and documents with 86+ cloud media processing robots.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL
Repository
transloadit/node-sdk
GitHub Stars
71
Server Listing
Transloadit MCP Server

Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

100% free. Your data is private.
Tool DescriptionsB

Average 3/5 across 7 of 7 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool has a clearly distinct purpose with no overlap: create assemblies, check status, get robot help, lint instructions, list robots, list templates, and wait for completion. The descriptions reinforce unique functions, making tool selection unambiguous for an agent.

Naming Consistency5/5

All tools follow a consistent 'transloadit_verb_noun' pattern with snake_case, such as transloadit_create_assembly and transloadit_list_robots. This predictable naming scheme enhances readability and reduces cognitive load for agents.

Tool Count5/5

With 7 tools, the server is well-scoped for media processing workflows, covering creation, status tracking, linting, listing resources, and waiting operations. Each tool earns its place without being overwhelming or insufficient.

Completeness4/5

The toolset provides strong coverage for core assembly workflows, including create, status, lint, and wait, plus resource listing. A minor gap exists in operations like updating or deleting assemblies/templates, but agents can work around this for most use cases.

Available Tools

7 tools
transloadit_create_assemblyCreate or resume an AssemblyCInspect

Create or resume an Assembly, optionally uploading files and waiting for completion.

ParametersJSON Schema
NameRequiredDescriptionDefault
filesNo
fieldsNo
assembly_urlNo
instructionsNo
upload_behaviorNo
wait_timeout_msNo
expected_uploadsNo
upload_chunk_sizeNo
upload_concurrencyNo
wait_for_completionNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
errorsNo
statusYes
uploadNo
assemblyNo
warningsNo
next_stepsNo
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It mentions 'create or resume' and 'waiting for completion', but fails to describe key behaviors: whether this is a mutating operation, what happens on failure, if it requires authentication, rate limits, or side effects. The description is too vague for a tool with 10 parameters and complex input schema.

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, efficient sentence that front-loads the core purpose. However, for a tool with 10 parameters and no annotations, it is arguably too concise, missing necessary details that would help an agent use it correctly.

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 (10 parameters, nested objects, no annotations) and the presence of an output schema, the description is incomplete. It does not explain what an Assembly is, the purpose of key parameters like 'instructions' or 'fields', or behavioral aspects like error handling. The output schema existence reduces need to explain returns, but the description lacks crucial context for proper tool selection and invocation.

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 by explaining parameters. It only vaguely references 'uploading files' and 'waiting for completion', which loosely map to 'files' and 'wait_for_completion' parameters. It ignores 8 other parameters (e.g., 'instructions', 'upload_behavior', 'fields'), leaving most semantics undocumented.

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 ('Create or resume') and resource ('an Assembly'), and mentions optional file uploads and waiting for completion. It distinguishes from siblings like 'transloadit_get_assembly_status' (status check) and 'transloadit_wait_for_assembly' (wait-only), but could be more specific about what an Assembly is (e.g., a processing job).

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 starting or continuing an Assembly with optional file uploads and waiting, but lacks explicit guidance on when to use this vs. alternatives like 'transloadit_wait_for_assembly' for waiting only or 'transloadit_get_assembly_status' for status checks. No exclusions or prerequisites are mentioned.

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

transloadit_get_assembly_statusGet Assembly statusCInspect

Fetch the latest Assembly status by URL or ID.

ParametersJSON Schema
NameRequiredDescriptionDefault
assembly_idNo
assembly_urlNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
errorsNo
statusYes
assemblyNo
warningsNo
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It states 'Fetch the latest Assembly status,' implying a read-only operation, but doesn't disclose behavioral traits such as authentication needs, rate limits, error handling, or what 'latest' entails (e.g., caching, real-time). This is a significant gap for a tool with no annotation coverage.

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, efficient sentence with zero waste. It's front-loaded with the core action and resource, making it easy to scan. Every word earns its place without redundancy or fluff.

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

Completeness3/5

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

Given the tool's moderate complexity (2 parameters, no annotations, but has an output schema), the description is minimally adequate. It states the purpose but lacks usage guidelines, parameter details, and behavioral context. The output schema may cover return values, but the description doesn't provide enough context for effective use without additional inference.

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 mentions parameters ('by URL or ID') but doesn't explain semantics: what an assembly ID or URL is, whether both can be used together, or format examples. With 2 undocumented parameters, this adds minimal value beyond the schema's property names.

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 ('Fetch') and resource ('Assembly status') with specific identifiers ('by URL or ID'). It distinguishes from siblings like 'create_assembly' or 'wait_for_assembly' by focusing on status retrieval, though it doesn't explicitly contrast them. The purpose is specific but lacks explicit sibling differentiation.

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. It doesn't mention prerequisites, context (e.g., after creating an assembly), or exclusions (e.g., not for real-time monitoring). The description implies usage for fetching status but offers no comparative advice with siblings like 'wait_for_assembly'.

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

transloadit_get_robot_helpGet robot parameter helpCInspect

Returns a robot summary and parameter details.

ParametersJSON Schema
NameRequiredDescriptionDefault
robot_nameNo
robot_namesNo
detail_levelNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
robotNo
robotsNo
statusYes
not_foundNo
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It mentions returning a summary and parameter details, but lacks critical information such as whether this is a read-only operation, if it requires authentication, rate limits, or error handling. This leaves significant gaps in understanding how the tool behaves in practice.

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 that directly states the tool's function without any fluff. It is front-loaded and wastes no words, making it efficient for quick understanding, though this brevity contributes to gaps in other dimensions.

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

Completeness3/5

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

Given the tool has an output schema, the description doesn't need to explain return values, which helps. However, with 3 parameters, 0% schema coverage, and no annotations, the description is too minimal. It covers the basic purpose but lacks details on usage, parameters, and behavior, making it incomplete for effective tool selection and invocation.

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 description coverage is 0%, meaning parameters are undocumented in the schema. The description vaguely refers to 'parameter details' but doesn't explain what 'robot_name', 'robot_names', or 'detail_level' mean or how they interact. It fails to compensate for the lack of schema documentation, leaving parameters largely ambiguous.

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

Purpose4/5

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

The description clearly states the tool's purpose with a specific verb ('Returns') and resource ('robot summary and parameter details'), making it easy to understand what it does. However, it doesn't differentiate from sibling tools like 'transloadit_list_robots', which might also provide robot information, leaving some ambiguity about when to use each.

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. With sibling tools such as 'transloadit_list_robots' available, there is no indication of whether this tool is for detailed help, listing, or other contexts, leaving the agent to guess based on the name alone.

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

transloadit_lint_assembly_instructionsLint Assembly InstructionsBInspect

Lint Assembly Instructions without creating an Assembly. Returns structured issues.

ParametersJSON Schema
NameRequiredDescriptionDefault
strictNo
instructionsYes
return_fixedNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
statusYes
linting_issuesYes
normalized_instructionsNo
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It states the tool returns 'structured issues,' which adds some context about output behavior. However, it lacks details on permissions, rate limits, error handling, or whether it's a read-only operation (implied by 'without creating' but not explicit). For a tool with no annotations, this is a significant gap in transparency.

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 and front-loaded: two short sentences that directly state the purpose and output. Every word earns its place with no redundancy or fluff, making it highly efficient and easy to parse.

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

Completeness3/5

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

Given the tool has an output schema (which should cover return values), the description doesn't need to explain return values in detail. However, with no annotations, 3 parameters at 0% schema coverage, and a purpose that involves validation/linting, the description is incomplete—it lacks parameter explanations and behavioral context like error cases. It's minimally adequate but has clear gaps.

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%, meaning none of the 3 parameters (strict, instructions, return_fixed) are documented in the schema. The description mentions 'instructions' indirectly but doesn't explain what 'strict' or 'return_fixed' do, nor does it provide examples or constraints. It adds minimal value beyond the schema, failing to compensate for the low coverage.

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

Purpose4/5

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

The description clearly states the tool's purpose: 'Lint Assembly Instructions without creating an Assembly.' It specifies the verb (lint) and resource (assembly instructions) and distinguishes it from sibling 'transloadit_create_assembly' by explicitly stating 'without creating an Assembly.' However, it doesn't fully differentiate from other siblings like 'transloadit_get_robot_help' or 'transloadit_list_templates' in terms of scope, so it's not a perfect 5.

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 provides clear context for when to use this tool: for linting assembly instructions without creating an assembly. It implicitly suggests an alternative (use 'transloadit_create_assembly' if you want to create an assembly), but it doesn't explicitly name other siblings or provide exclusions for when not to use it. This makes it good but not exhaustive.

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

transloadit_list_robotsList Transloadit robotsCInspect

Returns a filtered list of robots with short summaries.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNo
cursorNo
searchNo
categoryNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
robotsYes
statusYes
next_cursorNo
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It states the tool returns a filtered list but lacks details on pagination (implied by 'cursor' parameter), rate limits, authentication needs, or error handling. This leaves significant behavioral traits undocumented.

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, efficient sentence with no wasted words. It is appropriately sized and front-loaded, directly stating the tool's function without unnecessary elaboration.

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

Completeness3/5

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

Given the tool's moderate complexity (4 parameters, no annotations, but with an output schema), the description is incomplete. It covers the basic purpose but lacks usage guidelines, parameter details, and behavioral context. The presence of an output schema reduces the need to explain return values, but other gaps remain significant.

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 for undocumented parameters. It only mentions 'filtered list' and 'short summaries', which loosely relates to 'search' and 'category' but doesn't explain any parameters (limit, cursor, search, category) or their semantics, failing to add meaningful value beyond 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 the verb ('Returns') and resource ('filtered list of robots'), making the purpose specific and understandable. However, it doesn't explicitly differentiate this tool from sibling tools like 'transloadit_list_templates', which reduces clarity about when to choose one over the other.

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 'transloadit_get_robot_help' or other list tools. It mentions filtering but doesn't specify scenarios or prerequisites, leaving the agent without clear usage context.

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

transloadit_list_templatesList templatesBInspect

List Assembly Templates (owned and/or builtin). Tip: pass include_builtin: "exclusively-latest" to list builtins only.

ParametersJSON Schema
NameRequiredDescriptionDefault
pageNo
sortNo
orderNo
keywordsNo
page_sizeNo
include_builtinNo
include_contentNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
pageNo
totalNo
errorsNo
statusYes
warningsNo
page_sizeNo
templatesYes
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 mentions listing templates but doesn't disclose behavioral traits such as pagination behavior (implied by 'page' and 'page_size' parameters), rate limits, authentication requirements, or what the output looks like. The tip about 'include_builtin' adds some context but is insufficient for a mutation-free tool with 7 parameters.

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 appropriately sized and front-loaded, consisting of one clear sentence followed by a concise tip. Every sentence earns its place by providing essential information without waste.

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

Completeness3/5

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

Given the tool's complexity (7 parameters, no annotations) and the presence of an output schema (which reduces need to explain return values), the description is incomplete. It covers the basic purpose and one parameter tip but lacks guidance on usage, behavioral context, and most parameter semantics, making it minimally adequate but with clear gaps.

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 only mentions one parameter ('include_builtin') with a specific tip, leaving the other 6 parameters (page, sort, order, keywords, page_size, include_content) undocumented in both schema and description. This fails to add meaningful semantics beyond the bare 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 the verb ('List') and resource ('Assembly Templates'), specifying both owned and built-in templates. It distinguishes from siblings like 'transloadit_create_assembly' (creation) and 'transloadit_list_robots' (different resource), but doesn't explicitly differentiate from other list operations beyond the resource type.

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 a tip about using 'include_builtin: "exclusively-latest"' for builtins only, which implies usage context. However, it doesn't explicitly state when to use this tool versus alternatives like filtering by other parameters or using other list tools, nor does it mention prerequisites or exclusions.

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

transloadit_wait_for_assemblyWait for Assembly completionCInspect

Polls until the Assembly completes or timeout is reached.

ParametersJSON Schema
NameRequiredDescriptionDefault
timeout_msNo
assembly_idNo
assembly_urlNo
poll_interval_msNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
errorsNo
statusYes
assemblyNo
warningsNo
waited_msNo
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It mentions polling and timeout, which implies a blocking operation with potential delays, but does not detail error handling, rate limits, authentication needs, or what happens on completion (e.g., returns assembly data). This is inadequate for a tool that likely involves network calls and waiting.

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, efficient sentence with zero waste—it directly states the tool's core function without fluff. It is appropriately sized and front-loaded, making it easy to grasp quickly.

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

Completeness3/5

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

Given the tool's complexity (polling operation with timeout) and no annotations, the description is incomplete—it lacks details on behavior, parameters, and error cases. However, the presence of an output schema mitigates some need to explain return values. Overall, it provides a basic overview but misses critical context 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 for undocumented parameters. It only mentions 'timeout' implicitly, without explaining the four parameters (timeout_ms, assembly_id, assembly_url, poll_interval_ms) or their roles. This adds minimal value beyond the schema, failing to clarify semantics like how assembly_id and assembly_url relate.

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 ('Polls') and the goal ('until the Assembly completes or timeout is reached'), which specifies the verb and resource. However, it does not explicitly differentiate from sibling tools like 'transloadit_get_assembly_status', which might also involve checking assembly status, though the polling aspect is a key 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. It does not mention prerequisites (e.g., needing an assembly ID from 'transloadit_create_assembly') or compare to siblings like 'transloadit_get_assembly_status' for one-time status checks. This lack of context leaves usage unclear.

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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