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Searches and retrieves WindowsForum discussions, posts, Windows news, and official Microsoft Knowledge Base articles.
功能
工具
29
工具
corpus_stats
Key-Facts corpus stats
Get aggregate health of the Key-Facts supplement corpus â status histogram, how many eligible articles still have no supplement, how many approved cards went dark from article edits (drifted), and the latest generation run summary.
只读
输入模式
{'type': 'object', 'properties': {}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
fetch
Fetch document
Retrieve the complete content of a WindowsForum document (thread or post) by ID â use after search to read the full discussion for detailed analysis and citation.
Returns the full text for detailed analysis and citation, including title,
URL, and metadata. Use it to expand a search result into its whole document.
只读
输入模式
{'type': 'object', 'required': ['id'], 'properties': {'id': {'type': 'string', 'description': 'Document ID â\x80\x94 accepts "thread-XXX", "post-XXX", or a plain number\n(plain numbers are looked up as thread first, then post)'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
get_forum
Get forum info
Get a WindowsForum forum section's details by node id â title, description, and thread/message counts; pair with list_threads or get_forum_updates to see its activity.
只读
输入模式
{'type': 'object', 'required': ['forum_id'], 'properties': {'forum_id': {'type': 'integer', 'description': 'The forum ID to retrieve'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
get_forum_statistics
Forum statistics
Get sitewide WindowsForum statistics â total threads, posts, and members, plus threads and posts created today; use for questions about the community's size and activity.
Returns:
Dictionary with various forum statistics
只读
输入模式
{'type': 'object', 'properties': {}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
get_forum_updates
Recent forum activity
Summarize recent WindowsForum activity over the last N hours (default 24) â new threads and posts across the community; use for "what's new" questions.
只读
输入模式
{'type': 'object', 'properties': {'hours': {'type': 'integer', 'default': 24, 'description': 'Number of hours to look back (default: 24)'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
get_kb_article
Get Microsoft KB article
Retrieve an official Microsoft Knowledge Base article from support.microsoft.com by KB number (e.g. KB5063878) â returns the update's title, summary, and affected builds.
Use this tool when a user asks about a specific KB number.
Fetches the full article content including title, summary, known issues,
and resolution steps.
只读
可访问外部资源
输入模式
{'type': 'object', 'required': ['kb_id'], 'properties': {'kb_id': {'type': 'string', 'description': "The KB article number, e.g. '5034441' or 'KB5034441'"}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
get_latest_registered_users
Latest registrations
List the newest WindowsForum member registrations â use for community-growth questions or to identify recent joiners.
Only confirmed, non-banned accounts are listed, as on the forum's own
"New members" list.
只读
输入模式
{'type': 'object', 'properties': {'limit': {'type': 'integer', 'default': 5, 'description': 'Number of users to return (default: 5)'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
get_online_users
Who's online
See who is on WindowsForum right now â counts of members, guests, and robots active in the last 15 minutes, with the names of online members who show their online status.
Returns:
Dictionary with online member names and member, guest, and robot counts
只读
输入模式
{'type': 'object', 'properties': {}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
get_post
Get post
Get a single WindowsForum post by post id â returns the post's text, author, thread context, and URL; use when you have a specific post reference to verify or quote.
只读
输入模式
{'type': 'object', 'required': ['post_id'], 'properties': {'post_id': {'type': 'integer', 'description': 'The post ID to retrieve'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
get_thread
Get thread info
Get a WindowsForum thread's metadata by id â title, author, reply and view counts, dates, and canonical URL; use fetch or get_thread_posts to read its content.
只读
输入模式
{'type': 'object', 'required': ['thread_id'], 'properties': {'thread_id': {'type': 'integer', 'description': 'The thread ID to retrieve'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
get_thread_posts
Get thread posts
Read every post in a WindowsForum thread by thread id, in order â use to follow the full conversation, including replies and accepted solutions, after finding a thread via search.
只读
输入模式
{'type': 'object', 'required': ['thread_id'], 'properties': {'limit': {'type': 'integer', 'default': 50, 'description': 'Maximum number of posts to return (default: 50)'}, 'thread_id': {'type': 'integer', 'description': 'The thread ID to get posts for'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
get_time
Current server time
Get the current server date and time â use to anchor time-sensitive queries like 'latest' or 'this week' before searching recent content.
Returns:
Current timestamp in ISO format
只读
输入模式
{'type': 'object', 'properties': {}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'string'}}, 'x-fastmcp-wrap-result': True}
get_user
Get user profile
Look up a WindowsForum member's public profile by username or user id â registration date, message count, reaction score, last seen, and profile URL.
Only what a signed-out visitor could see on the member's profile page is
returned: members who limit their profile get a username-only result,
and last seen is omitted for members who hide their online status.
只读
输入模式
{'type': 'object', 'required': ['identifier'], 'properties': {'identifier': {'type': 'string', 'description': 'Username or user ID'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
get_windows_news_posts
Recent Windows news
Get WindowsForum's recent Windows news coverage from the last N days (default 7) â curated news threads on updates, security patches, and Microsoft announcements.
只读
输入模式
{'type': 'object', 'properties': {'days': {'type': 'integer', 'default': 7, 'description': 'Number of days to look back (default: 7)'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
list_drifted
List drifted Key-Facts threads
List article threads whose approved Key-Facts card is dark because the opening post was edited after approval (content-hash drift). These are exactly what the hourly fill driver repairs next.
只读
输入模式
{'type': 'object', 'properties': {'limit': {'type': 'integer', 'default': 20, 'description': 'Max threads to return (1-100)'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
list_threads
List newest threads
List the newest WindowsForum threads, news articles or tutorials, newest first, with no search query â use when the user asks for the latest, newest or most recent tutorials, news or threads. Pass each item's `id` to render_search_results to show them as a card.
只读
输入模式
{'type': 'object', 'properties': {'limit': {'type': 'integer', 'default': 10, 'description': 'Maximum number of threads to return'}, 'offset': {'type': 'integer', 'default': 0, 'description': 'Offset for pagination'}, 'section': {'enum': ['all', 'threads', 'news', 'tutorials'], 'type': 'string', 'default': 'all', 'description': "'tutorials' for the latest tutorials, 'news' for the latest news, 'threads' for the latest community threads, or 'all' (default)."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
render_community_overview
Show community overview
Show a WindowsForum.com community overview card: total threads, posts, and members, who is online now, and the latest threads. Use for questions about the community's size or current activity.
只读
输入模式
{'type': 'object', 'properties': {}, 'additionalProperties': False}
render_kb_article
Show a Microsoft KB article
Show an official Microsoft Knowledge Base article to the user as a card with its title, highlights, and link to support.microsoft.com. Use when the user asks to see a specific KB article.
只读
可访问外部资源
输入模式
{'type': 'object', 'required': ['kb_id'], 'properties': {'kb_id': {'type': 'string', 'description': "KB number, e.g. 'KB5044284' or '5044284'."}}, 'additionalProperties': False}
render_search_results
Show search results
Show WindowsForum threads, news articles, tutorials or posts to the user as a result card, grouped by section. Call search or list_threads first, pick the results that answer the request (keep their order), then pass their ids here; the card displays each item's title, snippet, author, date, and link.
只读
输入模式
{'type': 'object', 'required': ['ids'], 'properties': {'ids': {'type': 'array', 'items': {'type': 'string'}, 'description': "Document ids to show, in display order, e.g. ['thread-430404', 'post-991595'] â\x80\x94 the `id` values returned by search, list_threads, search_semantic, search_threads, search_posts, or search_elastic."}, 'query': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'default': None, 'description': "The user's request, shown as the card's heading, e.g. 'BitLocker recovery key after update' or 'Latest tutorials'."}}, 'additionalProperties': False}
render_thread
Show a thread
Show a WindowsForum thread to the user as a readable card with its opening post and replies. Use after search or fetch when the user wants to see or open a specific discussion.
只读
输入模式
{'type': 'object', 'required': ['thread_id'], 'properties': {'thread_id': {'type': 'integer', 'description': 'WindowsForum thread id, e.g. 430404.'}}, 'additionalProperties': False}
search
Search WindowsForum
Search all WindowsForum content (community threads, Windows news, tutorials) with combined keyword and semantic ranking â the best first call for any question or topic. Keep section 'all' unless the user asks for one kind of content. For the latest/newest items set sort='newest' (a query with no topic, such as 'latest tutorials', returns the newest items). Pass the result ids to render_search_results to show them as a card.
Returns a list of search results with basic information. Use the fetch tool to get
complete document content.
只读
输入模式
{'type': 'object', 'required': ['query'], 'properties': {'sort': {'enum': ['relevance', 'newest'], 'type': 'string', 'default': 'relevance', 'description': "'relevance' (default) ranks by match. Use 'newest' when the user asks for the latest, newest or most recent items; queries containing those words sort newest automatically."}, 'limit': {'type': 'integer', 'default': 10, 'description': 'Maximum number of results to return (default: 10)'}, 'query': {'type': 'string', 'description': 'Search query string. Natural language queries work best for semantic search.'}, 'source': {'type': 'string', 'default': 'auto', 'description': 'Search mode â\x80\x94 "auto" (BM25 + semantic, best results), "windowsforum" (BM25 only), or "semantic" (vector only)'}, 'section': {'enum': ['all', 'threads', 'news', 'tutorials'], 'type': 'string', 'default': 'all', 'description': "Part of the site to cover. Keep the default 'all' for questions and troubleshooting, so threads, news and tutorials all come back. Use 'threads', 'news' or 'tutorials' only when the user asks for that one kind of content, e.g. 'tutorials' for 'show tutorials'."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}
search_elastic
Paginated thread search
Relevance-ranked full-text thread search with explicit offset pagination â use to page through a large result set beyond what the main search tool returns.
Complements the main `search` tool: use this to page through a large result
set with an explicit offset.
只读
输入模式
{'type': 'object', 'required': ['query'], 'properties': {'size': {'type': 'integer', 'default': 10, 'description': 'Number of results to return (alias: limit)'}, 'from_': {'type': 'integer', 'default': 0, 'description': 'Offset for pagination'}, 'limit': {'type': 'integer', 'default': None, 'description': 'Alias for size'}, 'query': {'type': 'string', 'description': 'Search query string'}, 'section': {'enum': ['all', 'threads', 'news', 'tutorials'], 'type': 'string', 'default': 'all', 'description': "Part of the site to cover. Keep the default 'all' for questions and troubleshooting, so threads, news and tutorials all come back. Use 'threads', 'news' or 'tutorials' only when the user asks for that one kind of content, e.g. 'tutorials' for 'show tutorials'."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
search_kb
Search Microsoft KB
Search official Microsoft Knowledge Base articles for Windows 10, Windows 11, and Windows Server updates by topic, keyword, build, or KB number â use for Windows update, patch, and known-issue lookups when you lack a KB number.
Returns matching KB article titles, release dates, and support.microsoft.com
URLs, newest first. Use get_kb_article to fetch the full content of a specific article.
Returns:
Dictionary with 'results' key containing matching KB articles
with kb_id, title, url, release_date, and applies_to.
只读
可访问外部资源
输入模式
{'type': 'object', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'default': 5, 'description': 'Maximum number of results (default: 5, max: 10)'}, 'query': {'type': 'string', 'description': "Search query, e.g. 'blue screen 24H2' or 'KB5034441'"}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}
search_mysql
Exact title/author lookup
Exact substring lookup over thread titles and author usernames, ordered by view count â use for literal title or author matching rather than relevance-ranked full-text search.
Complements the main `search` tool: use this for literal title or author
matching rather than relevance-ranked full-text search.
只读
输入模式
{'type': 'object', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'default': 10, 'description': 'Maximum number of results to return'}, 'query': {'type': 'string', 'description': 'Literal text to match against thread titles and author usernames'}, 'section': {'enum': ['all', 'threads', 'news', 'tutorials'], 'type': 'string', 'default': 'all', 'description': "Part of the site to cover. Keep the default 'all' for questions and troubleshooting, so threads, news and tutorials all come back. Use 'threads', 'news' or 'tutorials' only when the user asks for that one kind of content, e.g. 'tutorials' for 'show tutorials'."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
search_posts
Search posts
Search individual WindowsForum posts (not just thread titles) for a keyword or phrase â use to find specific answers, error messages, or fixes buried inside long threads.
只读
输入模式
{'type': 'object', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'default': 10, 'description': 'Maximum number of results'}, 'query': {'type': 'string', 'description': 'Search query string'}, 'section': {'enum': ['all', 'threads', 'news', 'tutorials'], 'type': 'string', 'default': 'all', 'description': "Part of the site to cover. Keep the default 'all' for questions and troubleshooting, so threads, news and tutorials all come back. Use 'threads', 'news' or 'tutorials' only when the user asks for that one kind of content, e.g. 'tutorials' for 'show tutorials'."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
search_semantic
Semantic search
Find WindowsForum discussions by meaning rather than exact words â embedding-based semantic search that excels at natural-language questions and paraphrased topics.
Uses kNN vector similarity to find content that is semantically related
to the query, even if it doesn't share exact keywords. Best for natural
language questions and conceptual searches.
只读
输入模式
{'type': 'object', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'default': 10, 'description': 'Maximum number of results (default: 10)'}, 'query': {'type': 'string', 'description': 'Natural language search query'}, 'section': {'enum': ['all', 'threads', 'news', 'tutorials'], 'type': 'string', 'default': 'all', 'description': "Part of the site to cover. Keep the default 'all' for questions and troubleshooting, so threads, news and tutorials all come back. Use 'threads', 'news' or 'tutorials' only when the user asks for that one kind of content, e.g. 'tutorials' for 'show tutorials'."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}
search_threads
Search threads (sortable)
Search WindowsForum threads with structured controls â sort by relevance, date, replies, or views, in either order, with pagination; use when result ordering or paging matters.
只读
输入模式
{'type': 'object', 'required': ['query'], 'properties': {'size': {'anyOf': [{'type': 'integer'}, {'type': 'null'}], 'default': 10, 'description': 'Number of results to return'}, 'from_': {'anyOf': [{'type': 'integer'}, {'type': 'null'}], 'default': 0, 'description': 'Offset for pagination'}, 'order': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'default': 'desc', 'description': 'Sort order (asc, desc)'}, 'query': {'type': 'string', 'description': 'Search query string'}, 'sortby': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'default': 'relevance', 'description': 'Sort field (relevance, date, replies, views)'}, 'section': {'enum': ['all', 'threads', 'news', 'tutorials'], 'type': 'string', 'default': 'all', 'description': "Part of the site to cover. Keep the default 'all' for questions and troubleshooting, so threads, news and tutorials all come back. Use 'threads', 'news' or 'tutorials' only when the user asks for that one kind of content, e.g. 'tutorials' for 'show tutorials'."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
search_users
Search members
Find WindowsForum members whose usernames match a query â use to locate a member before calling get_user for their full profile.
只读
输入模式
{'type': 'object', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'default': 10, 'description': 'Maximum number of results'}, 'query': {'type': 'string', 'description': 'Search query string'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
supplement_status
Key-Facts supplement status
Get the Key-Facts supplement state for one article thread â lifecycle status (approved/held/validated/draft), whether it is the live 'current' revision, and whether the sidebar card is actually rendering, dark because the article was edited after approval (drifted), or absent.
Use to answer 'why is there no Key-Facts card on thread N?'.
只读
输入模式
{'type': 'object', 'required': ['thread_id'], 'properties': {'thread_id': {'type': 'integer', 'description': 'XenForo thread ID'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
历史
近期工具变更
已添加
render_community_overview
2026年9月25日 02:50
已添加
render_kb_article
2026年9月25日 02:50
已添加
render_thread
2026年9月25日 02:50
已添加
render_search_results
2026年9月25日 02:50
已更改
search_posts
2026年9月25日 02:50
已更改
get_forum_statistics
2026年9月25日 02:50
已更改
get_latest_registered_users
2026年9月25日 02:50
已更改
get_online_users
2026年9月25日 02:50
已更改
get_user
2026年9月25日 02:50
已更改
list_threads
2026年9月25日 02:50
已更改
search_elastic
2026年9月25日 02:50
已更改
search_mysql
2026年9月25日 02:50
已更改
search_kb
2026年9月25日 02:50
已更改
search_threads
2026年9月25日 02:50
已更改
search_semantic
2026年9月25日 02:50
已更改
fetch
2026年9月25日 02:50
已更改
search
2026年9月25日 02:50
已添加
get_windows_news_posts
2026年9月21日 02:49
已添加
search_users
2026年9月21日 02:49
已添加
search_posts
2026年9月21日 02:49
已添加
get_forum_statistics
2026年9月21日 02:49
已添加
get_latest_registered_users
2026年9月21日 02:49
已添加
get_online_users
2026年9月21日 02:49
已添加
get_forum_updates
2026年9月21日 02:49
已添加
get_forum
2026年9月21日 02:49
已添加
get_user
2026年9月21日 02:49
已添加
get_post
2026年9月21日 02:49
已添加
list_threads
2026年9月21日 02:49
已添加
get_thread
2026年9月21日 02:49
已添加
search_elastic
2026年9月21日 02:49
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