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Glama

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

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Healthy
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Streamable HTTP
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transloadit/node-sdk
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73
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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 DescriptionsC

Average 3.1/5 across 7 of 7 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool targets a distinct resource and action: creation, status retrieval, waiting, linting, and listing robots/templates. No two tools overlap in purpose.

Naming Consistency5/5

All tools follow the same transloadit_verb_noun pattern with clear verbs like create, get, lint, list, wait. The naming is perfectly consistent.

Tool Count5/5

With 7 tools, the set is well-scoped for a media processing workflow, covering assembly creation, monitoring, validation, and resource exploration without bloat.

Completeness4/5

The core assembly lifecycle (create, status, wait) is fully covered, and linting adds pre-validation. A notable gap is the lack of a cancel operation or broader assembly listing, but these are non-essential for common workflows.

Available Tools

7 tools
transloadit_create_assemblyCreate or resume an AssemblyBInspect

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?

No annotations are provided, so the description must carry the full burden of behavioral disclosure. It mentions optional file upload and waiting, but omits side effects, whether waiting blocks, error behavior, auth requirements, or idempotency. For a creation/resumption tool, 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.

Conciseness5/5

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

The description is a single sentence with a front-loaded action phrase and no wasted words. Each clause adds meaningful scope: create/resume, upload files, wait for completion. It is appropriately succinct.

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 10 parameters and nested object schemas, yet the description covers only two behavioral aspects. The output schema helps with return values, but with no annotations and minimal description, an agent lacks essential context to construct and invoke a valid assembly.

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 all 10 parameters. It only hints at 'uploading files' and 'waiting for completion,' which maps loosely to files and wait-related parameters, but it does not explain assembly_url, instructions, upload_behavior, timeouts, or concurrency options.

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 phrase 'Create or resume an Assembly' gives a specific action and resource, and 'optionally uploading files and waiting for completion' clarifies its scope. This differentiates it from siblings like transloadit_get_assembly_status or transloadit_wait_for_assembly, even though the resume mechanism is not detailed.

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 that waiting could be delegated to transloadit_wait_for_assembly or that status checks are better for existing assemblies. Usage is only implied by the verb, not explicitly stated.

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?

With no annotations, the description carries full responsibility for behavioral disclosure. It implies a read operation but doesn't explicitly state it's read-only, nor does it mention implications like precedence when both assembly_id and assembly_url are provided, or any other side effects or prerequisites.

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

Conciseness5/5

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

The description is a single, concise sentence that front-loads the action and resource. Every word contributes meaning, and there is no unnecessary repetition or filler.

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 and has an output schema, so return values don't need explanation. However, the lack of annotations and absence of usage guidance about when to use this over wait_for_assembly leaves the description only partially complete for an agent to make informed decisions.

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 phrase 'by URL or ID' hints that the two parameters are alternatives, but it adds little beyond the parameter names themselves, with no explanation of formats, requiredness, or behavior if both are supplied.

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 fetches the latest Assembly status by URL or ID, using a specific verb and resource. It distinguishes from siblings like 'create_assembly' and 'wait_for_assembly' by focusing on fetching status, though it doesn't explicitly contrast with those 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 is provided on when to use this tool versus alternatives, such as transloadit_wait_for_assembly. The description only says what it does, not when or when not to use it, leaving the agent to infer usage context.

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?

With no annotations, the description carries the full burden of behavioral disclosure. It only says 'Returns', which is mildly read-only, but it does not explain how detail_level alters the output, what happens when no robot_name is provided, or how robot_name and robot_names interact. The phrase 'summary and parameter details' may even mislead when detail_level is set to 'examples'.

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

Conciseness4/5

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

The description is a single, concise sentence with no filler or redundant phrasing. It is efficiently front-loaded, though its brevity comes at the cost of 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?

Although an output schema exists, the description omits critical context: all parameters are optional, and it does not state what happens when neither robot_name nor robot_names is supplied, or whether multiple names are and'ed or or'ed. It also fails to differentiate the tool from transloadit_list_robots, leaving the agent under-informed.

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

Parameters2/5

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

Schema description coverage is 0%, and the description offers no parameter-level explanations. It does not clarify the relationship between robot_name and robot_names, nor the purpose of detail_level beyond the schema's enum values, so it fails to compensate for the total absence 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 uses a specific verb ('Returns') and identifies the resource ('robot summary and parameter details'), clearly indicating this is a help/read tool. However, it does not explicitly distinguish itself from sibling tools like transloadit_list_robots, leaving the differentiation implicit.

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 such as transloadit_list_robots or transloadit_get_assembly_status. The description does not mention any prerequisites, context, or exclusions, 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.

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
Behavior3/5

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

With no annotations, the description carries the full burden. It discloses a key behavioral trait: it does not create an Assembly, and it returns structured issues. However, it does not elaborate on side effects (if any), required permissions, or operational details like rate limits or error behavior. The non-mutating nature is partially implied but not fully explicit.

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

Conciseness5/5

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

The description is two short sentences that immediately state the core purpose and a key differentiator. There is no redundancy or filler; every word contributes to understanding the tool's function.

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

Completeness2/5

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

Despite having an output schema, the description is minimal for a tool with three parameters and no annotation coverage. It omits usage guidelines and parameter semantics, making it incomplete for an agent to confidently invoke the tool with correct inputs. The presence of sibling tools and schema does not compensate for these 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?

The schema has 0% description coverage for parameters (strict, instructions, return_fixed), and the description provides no explanation of what these parameters mean or how they affect linting. The description does not compensate for the lack of schema semantics, leaving the agent without guidance on how to set the parameters 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 lints Assembly Instructions and explicitly notes it does not create an Assembly, which distinguishes it from sibling tools like transloadit_create_assembly. The verb 'Lint' and resource 'Assembly Instructions' are specific, and the phrase 'without creating an Assembly' prevents ambiguity.

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 when validating instructions without creating an assembly, but it does not explicitly state when to prefer this tool over alternatives or provide exclusions. There is no mention of scenarios like 'use transloadit_create_assembly to actually create' or when not to use this linting tool. The guidance is implied rather than direct.

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 robotsBInspect

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
Behavior3/5

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

With no annotations provided, the description carries the full burden. It discloses that the tool returns a filtered list of summaries, implying read-only behavior, but it does not mention pagination (limit/cursor), authentication needs, or any other side effects. This is minimally adequate for a simple list operation.

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

Conciseness5/5

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

The description is a single sentence with no wasted words. It front-loads the core action and result, achieving maximum 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 tool has 4 parameters and an output schema, the description is too sparse. It lacks usage context, parameter behavior, and any mention of pagination or authentication. Although the output schema may cover return values, the description still fails to provide sufficient context for an agent 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 input schema has 0% description coverage for its four parameters (limit, cursor, search, category). The description only says 'filtered list' at a high level and does not explain how any of the parameters work, what values they accept, or how they affect the result. The description fails to compensate for the empty 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 returns a filtered list of robots with short summaries. The verb 'returns' and resource 'list of robots' are specific, and it distinguishes from sibling tools like list_templates because it specifically targets robots, not templates.

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 get_robot_help or list_templates. It does not mention any preconditions, use cases, or exclusions, leaving the agent without context for tool selection.

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

transloadit_list_templatesList templatesAInspect

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 the full burden. It discloses the scoping (owned/builtin) but omits details like authentication needs, side effects (if any), or any operational caveats. For a list tool, safety may be implied but 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.

Conciseness5/5

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

The description is two sentences, front-loaded with the main purpose, and the tip is valuable without unnecessary verbosity. Every word earns its place.

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 7 optional parameters and no annotations, the description is too terse. It doesn't mention the full range of capabilities like pagination, sorting, keyword filtering, or include_content. The output schema covers return values, but the input-side guidance is sparse.

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 explains the include_builtin parameter and one of its enum values, while the other six parameters (page, sort, order, keywords, page_size, include_content) remain unexplained. This is insufficient compensation.

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

Purpose5/5

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

The description clearly states the tool lists Assembly Templates and distinguishes owned vs builtin. This is a specific verb and resource, and it stands apart from sibling tools (which focus on assemblies, robots, or help).

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?

It provides a concrete usage tip for listing builtins only via include_builtin, which is useful contextual guidance. However, it doesn't explicitly contrast with alternatives, though the sibling tools make the purpose distinct enough.

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 completionBInspect

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, the description must carry the full burden of behavioral disclosure. It only states that the tool polls until completion or timeout, but does not reveal what happens on timeout (error vs. partial status), whether it requires one of assembly_id or assembly_url, or any side effects. This is insufficient for a 4-parameter 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 a single, front-loaded sentence with no wasted words. It is concise, though it sacrifices necessary detail. It earns its place but could be expanded 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?

For a tool with 4 parameters, no annotations, and an output schema, the description is too sparse. It does not explain the relationship between assembly_id and assembly_url, how poll_interval_ms works, or what the return value indicates. The context provided is insufficient for safe and correct usage.

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 mention any of the four parameters (timeout_ms, assembly_id, assembly_url, poll_interval_ms). The description fails to add any meaning beyond the schema, leaving the parameters entirely unexplained.

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: 'Polls until the Assembly completes or timeout is reached.' It uses a specific verb ('polls') and resource ('Assembly'), and clearly distinguishes this from sibling tools like get_assembly_status, which is a one-time status check. 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 Guidelines3/5

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

The description implies a use case (blocking until completion) but does not explicitly state when to use this tool over alternatives like get_assembly_status, nor does it mention any exclusions or prerequisites. The guidance is minimal and relies on inference.

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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