Anki MCP
🧠 Anki MCP
用人工智能改变你的 Anki 抽认卡体验!这款MCP(模型上下文协议)服务器将你的 Anki 抽认卡集与 Claude 等人工智能助手连接起来,让你能够自然地讨论你的学习资料。
🚀你能做什么?
想象一下,有一位 AI 导师了解你的全部抽认卡,并且可以:
📚互动学习
“考考我三天没见过的日语词汇”
“用我医疗卡组中的挑战卡来测试我”
“给我看看我最近遇到困难的卡片”
✨智能内容创作
“用图表制作关于光合作用的抽认卡”
“将此 PDF 章节转换为间隔重复卡片”
“从我的课堂笔记中生成完形填空卡”
🔍强大的分析功能
“我最难理解的是哪些主题?”
“显示我上个月的学习模式”
“不同类型的卡的留存率是多少?”
🎯批量操作
“给我所有的化学卡片都贴上‘备考’的标签”
“将留存率低的卡片移至密集复习卡组”
“查找并修复我牌组中的重复卡牌”
Related MCP server: Anki MCP Server
🎯 功能
完全 Anki 集成:通过所有 115 种 AnkiConnect API 方法完全访问卡片组、卡片、笔记和统计数据
对话界面:通过人工智能助手发出自然语言命令
批量操作:同时高效管理数千张卡
实时统计:了解您的学习进度
媒体支持:处理卡片中的图像、音频和其他媒体
高级查询:使用复杂的搜索条件查找卡片
类型安全:具有全面错误处理的全类型 API
🛠 技术栈
Node.js :运行环境(要求 18+)
TypeScript :类型安全和开发者体验
MCP SDK :模型上下文协议实现
yanki-connect :🙏全类型、同构的 AnkiConnect API 客户端
tsup :快速 TypeScript 打包器
PNPM :高效的包管理器
特别感谢yanki-connect库提供强大的 AnkiConnect 接口来支持此集成!
📋 先决条件
1.安装Anki
如果尚未下载并安装Anki ,请下载并安装。
2.安装AnkiConnect插件
打开 Anki
转到工具→附加组件
单击获取附加组件...
输入代码:
2055492159重启 Anki
**📋 版本要求:**本服务器需要 AnkiConnect 25.2.25.0 或更新版本(发布于 2025-02-25)才能完全兼容。大多数功能可在旧版本中使用,但我们建议您更新以获得最佳体验。
3.配置 AnkiConnect(可选)
AnkiConnect 开箱即用,但您可以自定义设置:
转到工具→附加组件
选择AnkiConnect并点击配置
默认设置应该适合大多数用户
🚀 快速入门
选项 1:与 Claude Desktop 一起使用(推荐)
安装包
npm install -g @arielbk/anki-mcp配置 Claude 桌面
编辑您的 Claude Desktop 配置文件:
macOS :
~/Library/Application Support/Claude/claude_desktop_config.jsonWindows :%APPDATA%\Claude\claude_desktop_config.json添加此配置:
{ "mcpServers": { "anki": { "command": "anki-mcp", "args": [] } } }重启Claude桌面
开始使用它!
确保 Anki 正在运行并且启用了 AnkiConnect
询问 Claude: “给我看看我的 Anki 卡组”或“用 5 张卡牌测试我”
**💡 专业提示:您可以通过向 Claude 询问一些简单的问题来测试您的设置,例如“我有多少个 Anki 牌组?”或“我最大的牌组里有什么?”
选项 2:开发设置
克隆存储库
git clone https://github.com/arielbk/anki-mcp.git cd anki-mcp安装依赖项
pnpm install构建项目
pnpm build测试服务器
# Use the MCP inspector to test functionality pnpm inspect
选项 3:与其他 MCP 客户端一起使用
此服务器可与任何兼容 MCP 的客户端配合使用。您还可以将其用于:
MCP Inspector :交互式调试工具
Cline :用于 AI 编码的 VS Code 扩展
自定义 MCP 客户端:使用MCP SDK构建您自己的客户端
对于 stdio 传输,运行:
node dist/index.js🎮 使用示例
一旦配置了 Claude Desktop,您就可以进行自然的对话,例如:
📖 学习课程
You: "I have a Japanese exam tomorrow. Can you quiz me on Hiragana cards I haven't reviewed in a week?"
Claude: I'll find your Hiragana cards that need review and start a quiz session...📝 内容创作
You: "Create flashcards for the major battles of World War II with dates and significance"
Claude: I'll create comprehensive flashcards covering the key WWII battles...📊 学习分析
You: "How am I doing with my medical terminology deck? Show me my weak areas."
Claude: Let me analyze your performance on the medical terminology deck...🏷️ 组织
You: "Tag all cards about cardiovascular system with 'cardiology' and move them to my MCAT prep deck"
Claude: I'll help you organize those cards...🔧 可用的工具和资源
该 MCP 服务器通过以下功能提供对您的 Anki 集合的全面访问:
📚牌组管理
列出所有带有统计数据的卡组
创建新牌组
重命名和删除卡组
获取甲板配置
🗂️卡片操作
按搜索条件查找卡片
答题卡(模拟复习)
获取卡信息和统计数据
暂停/取消暂停卡
批量卡操作
📝笔记管理
使用自定义字段添加新注释
更新现有笔记
删除笔记
通过搜索查询查找笔记
批量票据操作
📊统计与分析
牌组统计数据和性能指标
卡片难易度和间隔数据
回顾历史和模式
学习进度洞察
🎨媒体与模特
访问注释类型和字段定义
媒体文件管理
模板定制支持
🔍高级功能
使用 Anki 搜索语法的复杂搜索查询
批量操作以提高效率
与Anki实时同步
错误处理和验证
按功能分组的组织 API 方法(卡片、卡组、注释、模型、统计数据、媒体等)
直接访问所有 115 个 AnkiConnect API 方法,并具有完全类型安全性
🛠 开发
# Run in development mode with auto-reloading
pnpm dev
# Lint the code
pnpm lint
# Format the code
pnpm format
# Test with MCP inspector
pnpm inspect🔧 配置
AnkiConnect 设置
服务器默认连接到localhost:8765上的 AnkiConnect。如果你自定义了 AnkiConnect 配置,则可能需要调整连接设置。
重要提示:使用 MCP 服务器前,请确保 Anki 已运行且 AnkiConnect 已安装。如果 AnkiConnect 无法访问,服务器将无法连接。
**💡 注意:**底层 yanki-connect 库支持在 macOS 上自动启动 Anki,但此功能目前尚未在 MCP 服务器配置中公开。您需要手动启动 Anki。
Claude Desktop高级配置
对于高级用户,您可以传递额外的参数:
{
"mcpServers": {
"anki": {
"command": "anki-mcp",
"args": ["--verbose"],
"env": {
"ANKI_CONNECT_HOST": "localhost",
"ANKI_CONNECT_PORT": "8765"
}
}
}
}故障排除
常见问题:
“无法连接到 AnkiConnect” :确保 Anki 正在运行并且 AnkiConnect 插件已安装
“未找到牌组” :请确保 Anki 中至少有一个牌组
Claude 没有响应:配置更改后重新启动 Claude Desktop
权限错误:检查全局 npm install 是否与
npm list -g @arielbk/anki-mcp正确运行
🤝 贡献
欢迎投稿!请:
分叉存储库
创建功能分支
进行更改
如果适用,添加测试
提交拉取请求
📜 许可证
MIT——详情请参阅LICENSE文件。
🙏 致谢
yanki-connect - AnkiConnect 的优秀 TypeScript 客户端
AnkiConnect - 使 Anki 自动化成为可能的插件
模型上下文协议——实现无缝 AI 集成
利用 AI 对话改变你的抽认卡体验!🚀
Available Tools
7 toolsanki_operationsD
| Name | Required | Description | Default |
|---|---|---|---|
| operation | Yes | Anki utility operation | |
| deckName | No | Deck name to export | |
| filePath | No | File path for export/import | |
| includeSched | No | Include scheduling in export | |
| filename | No | Media filename | |
| mediaData | No | Base64 encoded media data | |
| mediaUrl | No | URL to download media from | |
| pattern | No | Pattern to match media files |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_analyticsD
| Name | Required | Description | Default |
|---|---|---|---|
| scope | Yes | Analytics scope | |
| deckName | No | Deck name for deck-specific stats | |
| cardIds | No | Card IDs for detailed analysis | |
| startTimestamp | No | Start timestamp for review history | |
| wholeCollection | No | Get whole collection stats vs current deck |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_media_fileD
| Name | Required | Description | Default |
|---|---|---|---|
| filename | Yes | Media filename referenced in Anki cards (e.g., "image.png") |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
manage_decksD
| Name | Required | Description | Default |
|---|---|---|---|
| operation | Yes | Deck management operation | |
| deckName | No | Deck name | |
| deckNames | No | Deck names (for batch operations) | |
| deleteCards | No | Delete cards when deleting deck | |
| cardIds | No | Card IDs to move | |
| targetDeck | No | Target deck for moving cards | |
| configId | No | Config ID to apply |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
manage_flashcardsD
| Name | Required | Description | Default |
|---|---|---|---|
| operation | Yes | The flashcard operation to perform | |
| deckName | No | Deck name (for create operations) | |
| modelName | No | Note type/model name (for create operations) | |
| fields | No | Field name-value pairs (for create/update) | |
| tags | No | Tags to add/remove or set | |
| notes | No | Array of notes to create (for create_batch) | |
| noteId | No | Note ID (for update/delete single note) | |
| noteIds | No | Note IDs (for delete multiple) | |
| query | No | Anki search query (for find operation) | |
| includeDetails | No | Include detailed note info (for find) | |
| limit | No | Max results to return (default: 50, recommended to prevent context overflow) | |
| offset | No | Number of results to skip for pagination (default: 0) | |
| cardIds | No | Card IDs to get info for |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
manage_modelsD
| Name | Required | Description | Default |
|---|---|---|---|
| operation | Yes | Model management operation | |
| modelName | No | Model/note type name | |
| fields | No | Field names in order (for create) | |
| templates | No | Card templates (for create) | |
| css | No | CSS styling | |
| isCloze | No | Is cloze deletion type | |
| fieldName | No | Field name | |
| newFieldName | No | New field name (for rename) | |
| fieldIndex | No | Field index position | |
| templateName | No | Template name | |
| template | No | Template content |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
study_sessionD
| Name | Required | Description | Default |
|---|---|---|---|
| operation | Yes | Study session operation | |
| query | No | Search query to find cards (for find_due) | |
| cardIds | No | Card IDs to operate on | |
| answers | No | Card answers (for answer operation) | |
| days | No | Days from today for due date (for reschedule) |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
98 tool updates
v1.0.0- Removed
add_note - Removed
add_notes - Removed
add_tags_to_notes - Added
anki_operations - Removed
answer_cards - Removed
api_reflect - Removed
can_add_notes - Removed
card_reviews - Removed
cards_to_notes - Removed
change_deck - Removed
check_card_suspended - Removed
check_cards_due - Removed
check_cards_suspended - Removed
clear_unused_tags - Removed
clone_deck_config - Removed
create_deck - Removed
create_model - Removed
delete_decks - Removed
delete_media_file - Removed
delete_notes - Removed
export_package - Removed
find_and_replace_in_models - Removed
find_cards - Removed
find_notes - Removed
forget_cards - Removed
get_active_profile - Added
get_analytics - Removed
get_cards_ease_factors - Removed
get_cards_info - Removed
get_cards_intervals - Removed
get_cards_mod_time - Removed
get_collection_stats_html - Removed
get_latest_review_id - Removed
get_media_dir_path - Added
get_media_file - Removed
get_media_files_names - Removed
get_num_cards_reviewed_by_day - Removed
get_num_cards_reviewed_today - Removed
get_profiles - Removed
get_reviews_of_cards - Removed
get_version - Removed
gui_add_cards - Removed
gui_answer_card - Removed
gui_browse - Removed
gui_check_database - Removed
gui_current_card - Removed
gui_deck_browser - Removed
gui_deck_overview - Removed
gui_deck_review - Removed
gui_edit_note - Removed
gui_exit_anki - Removed
gui_import_file - Removed
gui_select_card - Removed
gui_select_note - Removed
gui_selected_notes - Removed
gui_show_answer - Removed
gui_show_question - Removed
gui_start_card_timer - Removed
gui_undo - Removed
import_package - Removed
insert_reviews - Removed
load_profile - Added
manage_decks - Added
manage_flashcards - Added
manage_models - Removed
model_field_add - Removed
model_field_remove - Removed
model_field_rename - Removed
model_field_reposition - Removed
model_field_set_description - Removed
model_field_set_font - Removed
model_field_set_font_size - Removed
model_template_add - Removed
model_template_remove - Removed
model_template_rename - Removed
model_template_reposition - Removed
multi - Removed
relearn_cards - Removed
reload_collection - Removed
remove_deck_config - Removed
remove_empty_notes - Removed
remove_tags_from_notes - Removed
replace_tags_in_notes - Removed
request_permission - Removed
retrieve_media_file - Removed
save_deck_config - Removed
set_card_specific_values - Removed
set_cards_due_date - Removed
set_cards_ease_factors - Removed
set_deck_config - Removed
store_media_file - Added
study_session - Removed
suspend_cards - Removed
sync - Removed
unsuspend_cards - Removed
update_model_styling - Removed
update_model_templates - Removed
update_note
91 tool updates
- First observed
add_note - First observed
add_notes - First observed
add_tags_to_notes - First observed
answer_cards - First observed
api_reflect - First observed
can_add_notes - First observed
card_reviews - First observed
cards_to_notes - First observed
change_deck - First observed
check_card_suspended - First observed
check_cards_due - First observed
check_cards_suspended - First observed
clear_unused_tags - First observed
clone_deck_config - First observed
create_deck - First observed
create_model - First observed
delete_decks - First observed
delete_media_file - First observed
delete_notes - First observed
export_package - First observed
find_and_replace_in_models - First observed
find_cards - First observed
find_notes - First observed
forget_cards - First observed
get_active_profile - First observed
get_cards_ease_factors - First observed
get_cards_info - First observed
get_cards_intervals - First observed
get_cards_mod_time - First observed
get_collection_stats_html - First observed
get_latest_review_id - First observed
get_media_dir_path - First observed
get_media_files_names - First observed
get_num_cards_reviewed_by_day - First observed
get_num_cards_reviewed_today - First observed
get_profiles - First observed
get_reviews_of_cards - First observed
get_version - First observed
gui_add_cards - First observed
gui_answer_card - First observed
gui_browse - First observed
gui_check_database - First observed
gui_current_card - First observed
gui_deck_browser - First observed
gui_deck_overview - First observed
gui_deck_review - First observed
gui_edit_note - First observed
gui_exit_anki - First observed
gui_import_file - First observed
gui_select_card - First observed
gui_select_note - First observed
gui_selected_notes - First observed
gui_show_answer - First observed
gui_show_question - First observed
gui_start_card_timer - First observed
gui_undo - First observed
import_package - First observed
insert_reviews - First observed
load_profile - First observed
model_field_add - First observed
model_field_remove - First observed
model_field_rename - First observed
model_field_reposition - First observed
model_field_set_description - First observed
model_field_set_font - First observed
model_field_set_font_size - First observed
model_template_add - First observed
model_template_remove - First observed
model_template_rename - First observed
model_template_reposition - First observed
multi - First observed
relearn_cards - First observed
reload_collection - First observed
remove_deck_config - First observed
remove_empty_notes - First observed
remove_tags_from_notes - First observed
replace_tags_in_notes - First observed
request_permission - First observed
retrieve_media_file - First observed
save_deck_config - First observed
set_card_specific_values - First observed
set_cards_due_date - First observed
set_cards_ease_factors - First observed
set_deck_config - First observed
store_media_file - First observed
suspend_cards - First observed
sync - First observed
unsuspend_cards - First observed
update_model_styling - First observed
update_model_templates - First observed
update_note
TDQS
Scored across 7 tools
The tools have distinct purposes targeting different aspects of Anki functionality: operations, analytics, media, decks, flashcards, models, and study sessions. There is some potential overlap between 'anki_operations' and the more specific 'manage_' tools, but the separation is generally clear enough for an agent to distinguish them based on their names.
The naming is mixed: 'anki_operations', 'get_analytics', and 'get_media_file' follow a verb_noun pattern, while 'manage_decks', 'manage_flashcards', and 'manage_models' use a verb_noun pattern with a consistent 'manage_' prefix, and 'study_session' is a noun_noun pattern. This inconsistency in conventions reduces predictability but remains readable.
With 7 tools, the count is well-scoped for an Anki server, covering core areas like decks, flashcards, models, study sessions, analytics, media, and general operations. Each tool appears to earn its place without being excessive or insufficient for the domain.
The tool set covers key areas of Anki (decks, flashcards, models, study, analytics, media, operations), but without descriptions, it's unclear if there are gaps in CRUD/lifecycle coverage. For example, 'manage_flashcards' might imply create/update/delete, but specific tools for individual operations are missing, potentially leading to agent workarounds.
Maintenance
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