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maimemo-mcp

Personal read-only MCP server for Maimemo study data.

Features

  • stdio transport for local MCP clients.

  • Streamable HTTP transport at /mcp.

  • Four read-only tools:

    • maimemo_get_today_progress

    • maimemo_list_today_words

    • maimemo_get_due_words

    • maimemo_find_vocabulary

    • maimemo_list_notepads

    • maimemo_get_notepad

  • Bearer authentication for Maimemo OpenAPI requests.

  • Local rolling-window rate limiting for the documented Maimemo limits: 20/10s, 40/60s, and 2000/5h.

  • Host, origin, and optional bearer-token protection for HTTP transport.

Related MCP server: chaoslimba-mcp-server

Install

npm install
npm run build

Use Node.js 20 or newer.

Configuration

Required:

export MAIMEMO_TOKEN="your-maimemo-openapi-token"

Optional:

export MAIMEMO_BASE_URL="https://open.maimemo.com/open"
export MAIMEMO_HTTP_HOST="127.0.0.1"
export MAIMEMO_HTTP_PORT="3333"

When MAIMEMO_HTTP_HOST is not 127.0.0.1, localhost, or ::1, MCP_SERVER_AUTH_TOKEN is required:

export MCP_SERVER_AUTH_TOKEN="your-local-mcp-http-token"

Do not commit real tokens. .env files are ignored by default.

Run With Stdio

MAIMEMO_TOKEN="your-token" npx maimemo-mcp --transport=stdio

For a local checkout:

MAIMEMO_TOKEN="your-token" node dist/cli.js --transport=stdio

Example MCP client command:

{
  "mcpServers": {
    "maimemo": {
      "command": "node",
      "args": ["/absolute/path/to/momo-skills/dist/cli.js", "--transport=stdio"],
      "env": {
        "MAIMEMO_TOKEN": "your-token"
      }
    }
  }
}

Run With Streamable HTTP

MAIMEMO_TOKEN="your-token" node dist/cli.js --transport=http

Default endpoint:

http://127.0.0.1:3333/mcp

For non-loopback binding:

MAIMEMO_TOKEN="your-token" \
MAIMEMO_HTTP_HOST="0.0.0.0" \
MCP_SERVER_AUTH_TOKEN="your-local-mcp-http-token" \
node dist/cli.js --transport=http

Clients must then send:

Authorization: Bearer your-local-mcp-http-token

Tool Inputs

maimemo_get_today_progress has no input.

maimemo_list_today_words:

{
  "status": "all",
  "freshness": "all",
  "limit": 50,
  "spellings": ["hello", "world"]
}

status can be all, unfinished, or finished. freshness can be all, new, or review. limit must be between 1 and 1000.

maimemo_get_due_words:

{
  "startDate": "2026-04-18",
  "endDate": "2026-04-20",
  "spellings": ["hello"],
  "limit": 50,
  "countOnly": false
}

Dates accept YYYY-MM-DD or ISO instants. They are normalized to Asia/Shanghai before calling Maimemo.

maimemo_find_vocabulary:

{
  "spellings": ["hello"]
}

or:

{
  "ids": ["vocabulary-id"]
}

Provide exactly one of spellings or ids.

maimemo_list_notepads:

{
  "limit": 20,
  "offset": 0,
  "ids": ["notepad-id"]
}

limit must be between 1 and 100.

maimemo_get_notepad:

{
  "id": "notepad-id"
}

Returns full notepad content and parsed word list.

Development

npm test
npm run typecheck
npm run build

Available Tools

6 tools
maimemo_find_vocabularyFind Maimemo vocabularyB
Read-onlyIdempotent

Look up Maimemo vocabulary records by spelling or vocabulary id.

ParametersJSON Schema
NameRequiredDescriptionDefault
spellingsNo
idsNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
vocabularyYes

TDQS

B3.4/5.0
Behavior3/5

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

Annotations already cover key behavioral traits: read-only, non-destructive, idempotent, and open-world (handles missing data gracefully). The description adds minimal context by specifying lookup criteria, but doesn't disclose additional behaviors like rate limits, authentication needs, or response format details. With annotations providing a solid foundation, the description adds some value but lacks rich behavioral context, warranting a baseline 3.

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 that front-loads the core purpose without any fluff. Every word earns its place by specifying the action, resource, and criteria. There's no redundancy or unnecessary elaboration, making it highly concise and well-structured for quick comprehension.

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 moderate complexity (2 parameters, no required params), rich annotations (covering safety and idempotency), and the presence of an output schema, the description is reasonably complete. It states the lookup purpose and criteria, which, combined with structured data, provides adequate context. However, it could improve by hinting at the output format or usage scenarios, slightly limiting 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%, so the description must compensate. It mentions parameters ('spelling or vocabulary id'), aligning with the schema's 'spellings' and 'ids' arrays. However, it doesn't explain semantics like what constitutes a valid ID, how spellings are matched (exact, partial, case-sensitive), or the relationship between the two parameters (e.g., if both can be used together). The description adds basic meaning but doesn't fully bridge the coverage gap, resulting in a 3.

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 ('Look up') and resource ('Maimemo vocabulary records'), specifying the lookup criteria ('by spelling or vocabulary id'). It distinguishes from siblings like 'maimemo_get_due_words' or 'maimemo_list_today_words' by focusing on lookup rather than retrieval of specific categories. However, it doesn't explicitly contrast with all siblings, keeping it at a 4 instead of 5.

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 doesn't mention scenarios where this lookup is preferred over sibling tools like 'maimemo_list_today_words' for general vocabulary access or 'maimemo_get_due_words' for specific learning contexts. There's no indication of prerequisites or exclusions, leaving usage entirely implicit.

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

maimemo_get_due_wordsGet due Maimemo wordsB
Read-onlyIdempotent

Query Maimemo study records by next study date, spelling list, limit, or count-only mode.

ParametersJSON Schema
NameRequiredDescriptionDefault
startDateNo
endDateNo
spellingsNo
limitNo
countOnlyNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
countYes
recordsYes

TDQS

B3.4/5.0
Behavior3/5

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

Annotations already declare this as read-only, non-destructive, idempotent, and open-world, so the agent knows it's a safe, repeatable query operation. The description adds some behavioral context by specifying what can be queried (next study date, spelling list, etc.) and mentioning 'count-only mode', which suggests different output formats. However, it doesn't describe pagination behavior, error conditions, or authentication requirements beyond what annotations provide.

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

Conciseness5/5

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

The description is extremely concise - a single sentence that efficiently lists all filtering capabilities. Every word earns its place by specifying queryable dimensions. There's no redundancy or unnecessary elaboration, making it easy to parse while conveying essential information.

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

Completeness4/5

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

Given the tool has comprehensive annotations (read-only, non-destructive, idempotent, open-world) and an output schema exists (so return values are documented elsewhere), the description provides adequate context for a query tool. It identifies all parameters and the core functionality. However, it could better explain how this differs from sibling query tools and provide more parameter semantics to compensate for the 0% schema description coverage.

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 carries the full burden of explaining parameters. It mentions all five parameters (next study date, spelling list, limit, count-only mode) by name, giving basic semantic meaning. However, it doesn't explain parameter relationships (e.g., that startDate/endDate define a date range), formats (e.g., date string format), or constraints (e.g., spelling list size limits). The schema provides structural details but no 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 tool's purpose as querying Maimemo study records with specific filtering criteria (next study date, spelling list, limit, count-only mode). It uses the specific verb 'query' and identifies the resource as 'Maimemo study records'. However, it doesn't explicitly differentiate this from sibling tools like 'maimemo_get_today_progress' or 'maimemo_list_today_words', which also appear to retrieve study 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?

The description provides no guidance on when to use this tool versus alternatives. It lists filtering parameters but doesn't explain scenarios where this query tool is appropriate compared to siblings like 'maimemo_find_vocabulary' or 'maimemo_get_today_progress'. There's no mention of prerequisites, typical use cases, or exclusions.

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

maimemo_get_notepadGet Maimemo notepadA
Read-onlyIdempotent

Get a Maimemo cloud notepad by id with full content and parsed word list.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
notepadYes

TDQS

A4.5/5.0
Behavior4/5

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

Annotations already indicate this is a read-only, non-destructive, idempotent, and open-world operation. The description adds valuable context by specifying that it returns 'full content and parsed word list', which clarifies the output behavior beyond the annotations. It does not contradict annotations, and the added detail enhances transparency about what data is retrieved.

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 that front-loads the core action and key details ('full content and parsed word list'). There is no wasted text, and every part of the sentence contributes directly to understanding the tool's function.

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

Completeness5/5

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

Given the tool's simplicity (1 parameter, read-only operation), annotations cover safety and behavior, and an output schema exists (so return values are documented elsewhere), the description is complete enough. It provides the necessary purpose and output context without redundancy, aligning well with the structured data 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?

The input schema has 1 parameter ('id') with 0% description coverage, so the schema provides no semantic information. The description compensates by explaining that the tool gets a notepad 'by id', adding meaning to the parameter. However, it does not specify format or constraints for the 'id' (e.g., numeric, UUID), leaving some ambiguity.

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

Purpose5/5

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

The description clearly states the action ('Get'), resource ('Maimemo cloud notepad'), and specific scope ('by id with full content and parsed word list'). It distinguishes this tool from sibling tools like 'maimemo_list_notepads' (which lists notepads) and 'maimemo_get_due_words' (which focuses on words), making the purpose specific and differentiated.

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 implies usage when a specific notepad ID is known, as it retrieves by 'id'. However, it does not explicitly state when to use this tool versus alternatives like 'maimemo_list_notepads' for browsing or other tools for different data types. The context is clear but lacks explicit exclusions or named alternatives.

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

maimemo_get_today_progressGet today's Maimemo progressA
Read-onlyIdempotent

Return today's Maimemo study progress and study time.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription
finishedYes
totalYes
completionPercentYes
studyTimeMsYes
studyTimeMinutesYes

TDQS

A3.5/5.0
Behavior3/5

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

Annotations provide clear hints: readOnlyHint=true, destructiveHint=false, idempotentHint=true, and openWorldHint=true, indicating this is a safe, non-destructive, repeatable read operation. The description adds minimal behavioral context beyond this, as it only states what data is returned without detailing format, potential errors, or rate limits. Since annotations cover the core safety profile, the description adds some value but not rich behavioral insights.

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: 'Return today's Maimemo study progress and study time.' It is front-loaded with the core purpose, has zero wasted words, and is appropriately sized for a simple tool with no parameters. Every part of the sentence earns its place by directly informing the tool's function.

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

Completeness4/5

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

Given the tool's simplicity (0 parameters, annotations covering safety, and an output schema present), the description is reasonably complete. It specifies what data is returned, which complements the output schema. However, it could be more complete by including usage guidelines or distinguishing from siblings, but for a basic read operation, it provides enough context to understand the tool's role.

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 no parameters (parameter count: 0), and schema description coverage is 100%, meaning the schema fully documents the lack of inputs. The description doesn't need to add parameter details, as there are none to explain. It efficiently focuses on the output ('today's Maimemo study progress and study time'), which is appropriate given the context.

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: 'Return today's Maimemo study progress and study time.' It specifies the verb ('Return') and resource ('today's Maimemo study progress and study time'), making it easy to understand what the tool does. However, it doesn't explicitly distinguish this tool from its siblings (e.g., maimemo_get_due_words, maimemo_list_today_words), which also retrieve study-related data, so it falls short of 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?

The description provides no guidance on when to use this tool versus alternatives. It doesn't mention any prerequisites, context for usage, or comparisons to sibling tools like maimemo_get_due_words or maimemo_list_today_words, which might offer overlapping or complementary functionality. This lack of usage context leaves the agent to infer when this tool is appropriate.

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

maimemo_list_notepadsList Maimemo notepadsA
Read-onlyIdempotent

List Maimemo cloud notepads with optional limit, offset, and id filters.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNo
offsetNo
idsNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
notepadsYes

TDQS

A4.2/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false, idempotentHint=true, and openWorldHint=true, covering safety and idempotency. The description adds context about filtering capabilities (limit, offset, ids), which is useful but does not disclose additional behavioral traits like pagination details, rate limits, or authentication needs beyond what annotations provide.

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

Conciseness5/5

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

The description is a single, efficient sentence that front-loads the purpose and lists parameters without waste. Every word contributes to understanding the tool's functionality, making it appropriately sized and well-structured.

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 (list operation), rich annotations covering safety and idempotency, and the presence of an output schema (which handles return values), the description is mostly complete. It could improve by mentioning sibling tool distinctions or pagination behavior, but it adequately covers the core functionality and parameters.

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 compensates by listing all three parameters (limit, offset, ids) and indicating they are optional filters. It adds meaning beyond the bare schema by clarifying their purpose for filtering, though it does not detail format constraints (e.g., id string requirements).

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 ('List'), resource ('Maimemo cloud notepads'), and scope ('with optional limit, offset, and id filters'), distinguishing it from siblings like maimemo_get_notepad (singular retrieval) and maimemo_list_today_words (different 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 Guidelines4/5

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

The description implies usage for listing notepads with filtering options, but does not explicitly state when to use this tool versus alternatives like maimemo_get_notepad or maimemo_find_vocabulary. It provides clear context for filtering but lacks explicit exclusions or comparisons.

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

maimemo_list_today_wordsList today's Maimemo wordsB
Read-onlyIdempotent

List today's Maimemo study words with optional status, freshness, spelling, and limit filters.

ParametersJSON Schema
NameRequiredDescriptionDefault
statusNoall
freshnessNoall
limitNo
spellingsNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
itemsYes
countYes

TDQS

B3.4/5.0
Behavior3/5

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

Annotations already declare this as read-only, non-destructive, idempotent, and open-world. The description adds no behavioral context beyond what annotations provide (no rate limits, auth needs, or specific constraints). However, it doesn't contradict annotations, so it meets the lower bar with annotations present.

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 that front-loads the core purpose and immediately lists all optional parameters. Every word earns its place with zero redundancy or unnecessary elaboration.

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 moderate complexity (4 optional parameters), rich annotations covering safety, and the presence of an output schema, the description is reasonably complete. It identifies all parameters and their optional nature, though it could better explain parameter semantics and usage context relative to siblings.

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

Parameters3/5

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

With 0% schema description coverage, the description compensates by listing all four parameters (status, freshness, spelling, limit) and their optional nature. However, it doesn't explain what 'freshness' or 'status' mean semantically (e.g., 'new' vs 'review', 'finished' vs 'unfinished'), leaving gaps that the schema's enums don't fully clarify.

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 'today's Maimemo study words', making the purpose explicit. It distinguishes from siblings like 'maimemo_get_today_progress' by focusing on words rather than progress metrics. However, it doesn't explicitly differentiate from 'maimemo_get_due_words' which might also list words.

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 'maimemo_find_vocabulary' or 'maimemo_get_due_words'. It mentions optional filters but doesn't explain when filtering is appropriate or what distinguishes this listing from other word-related tools.

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

TDQS

A4/5.0
Disambiguation5/5

Each tool has a clearly distinct purpose targeting different Maimemo resources: vocabulary lookup, due words query, notepad retrieval, progress tracking, notepad listing, and today's words listing. There is no overlap in functionality, making it easy for an agent to select the right tool.

Naming Consistency5/5

All tools follow a consistent 'maimemo_verb_noun' pattern with snake_case, such as maimemo_find_vocabulary and maimemo_get_due_words. This predictability enhances usability and reduces confusion.

Tool Count5/5

With 6 tools, the server is well-scoped for vocabulary and study management, covering key operations like lookup, query, retrieval, and listing without being overwhelming or insufficient.

Completeness4/5

The toolset provides good coverage for reading and querying data (e.g., find, get, list) but lacks write operations like creating or updating vocabulary or notepads, which could be a minor gap for full lifecycle management.

Maintenance

ActivityInactive
ResponsivenessSyncing

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