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Glama

agent-memory

Server Details

Cloudflare Workers MCP server: agent-memory

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Healthy
Last Tested
Transport
Streamable HTTP
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Glama MCP Gateway

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MCP client
Glama
MCP server

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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

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Usage analytics

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

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Tool DescriptionsB

Average 3.3/5 across 5 of 5 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool has a clearly distinct purpose: clear_namespace deletes all memories in a namespace, delete_memory removes a specific memory by ID, get_memory retrieves a single memory, search_memories allows querying, and store_memory creates a new memory. No overlap in functionality.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern with underscores: clear_namespace, delete_memory, get_memory, search_memories, store_memory. No mixing of conventions.

Tool Count5/5

Five tools cover the essential operations for a memory system: create, read, search, delete (single and bulk). This is a well-scoped set without unnecessary tools.

Completeness4/5

The set covers create, read, search, and delete (single and bulk). The only missing operation is update, but that can be simulated by delete+store. Search and namespace clearing are valuable additions. Minor gap.

Available Tools

5 tools
clear_namespaceBInspect

Delete all memories in a namespace.

ParametersJSON Schema
NameRequiredDescriptionDefault
namespaceYesNamespace to clear
Behavior2/5

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

No annotations exist, and the description only states the destructive action without detailing reversibility, confirmation, or impact on other data, leaving 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?

A single sentence conveys the core function with no filler, appropriate 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?

As a destructive operation with no output schema and no annotations, the description should include more behavioral context (e.g., permanence, error handling), which is missing.

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

Parameters3/5

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

Schema coverage is 100% with a clear parameter description; the tool description adds no additional meaning beyond the schema, so baseline score applies.

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

Purpose5/5

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

The description clearly states the verb 'Delete' and the resource 'all memories in a namespace', distinguishing it from siblings like delete_memory which targets individual memories.

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 use for clearing a namespace entirely, but lacks explicit guidance on when to use this tool versus alternatives like delete_memory.

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

delete_memoryBInspect

Delete a specific memory by ID.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesMemory ID
Behavior2/5

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

No annotations are present, and the description does not disclose behavioral traits like irreversibility, potential side effects, or required permissions. For a destructive operation, this is a significant gap.

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 waste. It is appropriately sized for a simple tool.

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 one-parameter tool with no output schema, the description is nearly complete. However, the lack of behavioral transparency (e.g., whether deletion is permanent) reduces 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 coverage is 100% with a single parameter 'id' described as 'Memory ID'. The description adds no additional meaning beyond the schema, but it is sufficient.

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 ('Delete') and the resource ('a specific memory'), and specifies the unique identifier ('by ID'). It effectively distinguishes from sibling tools like clear_namespace (clear all), get_memory (retrieve), 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 about when to use this tool vs alternatives, such as clear_namespace for bulk deletion. No prerequisites or context are mentioned.

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

get_memoryBInspect

Retrieve a specific memory by ID.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesMemory ID
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. It only states the operation, omitting behaviors like error handling, permission requirements, or return value format.

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 at one sentence and front-loaded, but could add more detail without becoming verbose.

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 simplicity (1 required param, no output schema), the description is adequate but lacks edge case information like behavior when ID is not found.

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 single parameter 'id' is already fully described in the schema as 'Memory ID'. The tool description adds no additional meaning beyond restating 'by ID'.

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 uses the specific verb 'retrieve' and resource 'memory by ID', clearly distinguishing it from siblings like delete_memory, store_memory, and search_memories.

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 search_memories, nor does it mention any prerequisites or exclusions.

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

search_memoriesAInspect

Search memories by namespace with optional text query.

ParametersJSON Schema
NameRequiredDescriptionDefault
qNoOptional search query (substring match)
limitNoMax results to return (default 50, max 200)
namespaceYesNamespace to search in
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 only states the basic action without explaining return format, ordering, pagination, performance implications, or read-only nature. This is insufficient for a search 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. Every element earns its place: the action, the resource, the namespace constraint, and the optional query. It is appropriately sized and front-loaded.

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?

With three parameters, no output schema, and no annotations, the description could provide more context. It omits mention of the limit parameter and default behavior, which the schema includes. Adequate but leaves gaps for an agent to discover through schema inspection.

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

Parameters3/5

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

Input schema has 100% parameter description coverage, so baseline is 3. The description reinforces that q is optional ('optional text query') but adds no new semantics beyond what the schema already provides.

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 'Search' and resource 'memories', specifying the key constraint 'by namespace' and the optional nature of the text query. This distinguishes it from sibling tools like clear_namespace, delete_memory, get_memory, and store_memory which perform different 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 searching memories within a namespace but provides no explicit guidance on when to use this tool versus alternatives, nor does it mention any prerequisites or exclusions. The guidance is implicit rather than directive.

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

store_memoryBInspect

Store a memory for an AI agent. Persists across sessions.

ParametersJSON Schema
NameRequiredDescriptionDefault
ttlNoOptional TTL in seconds
contentYesMemory content to store
metadataNoOptional metadata key-value pairs
namespaceYesNamespace to group memories (e.g. agent name)
Behavior2/5

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

With no annotations, the description bears full burden for behavioral disclosure. It only states persistence across sessions, but omits whether writes are idempotent, overwrite behavior, authentication needs, or rate limits. 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.

Conciseness5/5

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

Two concise sentences with no filler. Every word serves a 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?

Despite 4 parameters and no output schema, the description does not clarify return values, error states, or behavior for nested objects. It is too minimal for a tool with complex inputs.

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

Parameters3/5

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

Schema coverage is 100%, so the baseline is 3. The description adds no parameter-level meaning beyond the schema; it does not explain how the parameters interact or give usage examples.

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 ('store a memory'), the resource ('memory for an AI agent'), and a key characteristic ('persists across sessions'). It distinguishes from sibling tools (clear_namespace, delete_memory, etc.) which have different 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 on when to use this tool versus alternatives (e.g., when to store vs. delete/search). No prerequisites or context for invocation are mentioned.

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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