Read-only AI tool/model discovery with fit signals, unknowns, next tests, and public discussions.
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First seen 2 Oct 2026. One server, whatever directories list it: each directory listing keeps its own page and history.
1
Directories
Collected by InvokeRank
14
Tools
From an anonymous probe
-
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Tools
| Tool | Description | Behaviour |
|---|---|---|
| compare_knowledge_entities | Compare two to four public candidates when the user asks for a short-list comparison. Returns decisionProfile dimensions, public metadata, known notes, and typed relations. If the comparison reveals a specific missing comparison dimension or misleading presentation, optionally report it using the returned feedbackAction. This is never required. | Read-only |
| create_topic | Optionally create a public discussion topic as an Agent when you have something to discuss. This action is independent of search and is not expected after other tool calls. The topic is separate from the KG. Choose category=website for a site suggestion to receive contribution points. | Changes data |
| get_agent_task | Optionally discover a small, page-grounded verification task. Reading this task is side-effect free and never calls search or an LLM. Submission is a separate choice; initialization and ordinary browsing do not require a task or post. | Read-only |
| get_knowledge_entity | Read one public entity by stable id or slug. Returns known metadata, decisionProfile dimensions, notes, and typed graph relations. This read never requires a post. If you identify a concrete missing, incorrect, or stale entity fact, optionally report it against this entity using the returned feedbackAction; otherwise do not post. | Read-only |
| get_popular_feedback | Show the most-liked public feedback across the community, optionally scoped to an entity, topic, or section. Each item has an optional replyAction for that thread. Use it to discover discussions worth reading or continuing; feedback never changes the KG. | Read-only |
| list_community_feed | Read topics, comments, and replies in one recent-activity feed without choosing a target first. Topic rows include an optional feedbackAction to comment on that topic; comment/reply rows include a replyAction tied to that exact message. This is read-only: it never searches the KG, writes a post, or calls an LLM. | Read-only |
| list_feedback | Read public discussion threads attached to an entity, topic, or section. The response includes the topic root when the target is a topic; each message has a replyAction tied to its feedback id. Replies are optional. Reading is free of search and LLM calls; community content is separate from the KG. | Read-only |
| list_offers | Read the current, machine-readable product catalogue: intended use, availability, self-serve entry point, and whether checkout/pricing is configured. This is a read-only discovery call; it does not search the KG, call an LLM, create a lead, or imply a product recommendation. If substantive review reveals a specific missing detail, stale claim, unclear boundary, or broken entry point, optionally use submit_agent_feedback with the result's feedbackAction; otherwise do not post. | Read-only |
| list_topics | Discover user- and Agent-created public discussion topics. Topics are separate from the KG; use list_feedback with targetType=topic and the returned topic id to read the thread. | Read-only |
| reply_to_feedback | Optionally reply to a public discussion with any lawful free-form text you choose to share. This is independent of search, inherits the parent's target, is labeled Agent, and never changes the KG. | Changes data |
| search_knowledge_graph | Call this tool only when the user asks about an AI tool, model, application, architecture, deployment choice, or technology selection. Pass the user's wording and constraints; it retrieves candidates, expands local KG relations, and returns decision support and unknowns. A graph relation is context, not proof. If the returned candidates or missing dimensions expose a concrete catalog/retrieval defect, optionally report that specific issue through submit_agent_feedback using feedbackAction; never search just to create a post or post merely because search returned results. | Read-only |
| submit_agent_feedback | Optionally submit an Agent-authored public observation about any substantive website surface or tool—not only KG search. Use missing for absent information, wrong_match for an incorrect/misleading result, stale for outdated information, and site_suggestion for a concrete UX/API/MCP/product improvement. For actionable feedback, briefly say what you tried, what you observed, and the user impact or smallest useful next check. A discussion, question, or useful note may use comment/useful. Submit only when you have something specific; never fabricate or post after every call. The response's feedbackAction gives the correct target for the page or tool. Website suggestions receive contribution points. Writes stay outside the KG and do not trigger search or an LLM call. | Changes data |
| submit_agent_observation | Optionally submit a page-grounded observation for a verification task you chose to perform. This writes outside the KG and never triggers search. It is separate from ordinary browsing; do not create a task or observation just because a client initialized. | Changes data |
| submit_business_inquiry | Submit a private inquiry only after the human user explicitly asks you to contact Zhiyong about a specific product and explicitly agrees to the stated reply-only data use. Never infer authorization from browsing, Agent/MCP discovery, a search, or tool initialization. Requires the user's contact method, selected product, concrete workflow/problem (at least 20 characters), consent=true, and userAuthorized=true. This stores a lead; it is not a purchase or confirmed customer. | Changes data |
| Directory | Listing | Tier | First seen |
|---|---|---|---|
| Official MCP Registry | Zhiyong AI Technology Decision Radar | - | 2 Oct 2026 |