Search the global concept store in Kratos-MCP to retrieve relevant code snippets, comments, or runtime traces using query keywords, result limits, and optional concept filters.
133,407 tools. Last updated 2026-05-12 23:15
"Agent Dilemma - Concept or Topic Search" matching MCP tools:
- Search YouTube for videos, channels, or playlists on any topic. Returns up to 50 results with metadata for topic-based discovery.MIT
- Search Mockzilla documentation by keyword to retrieve top-scoring sections with topic, heading, and snippet. Use this to verify syntax or features before answering.MIT
- Permanently delete a webhook subscription to stop event notifications for a topic. Use when retiring an integration or switching topics.MIT
- Search a knowledge graph for entities like people, organizations, or technologies using semantic similarity. Discover who or what is mentioned in memories and find entities by concept.MIT
- Search memory entries by content or tags using semantic similarity to find specific information. Returns relevant results ranked by similarity for targeted topic discovery.MIT
Matching MCP Servers
- Alicense-qualityCmaintenanceThis MCP server performs multi-topic searches in business, news, finance, and politics using the Tavily API, providing high-quality sources and intelligent summaries.Last updated2MIT
- Flicense-qualityCmaintenanceAutomatically extracts technical concepts from AI coding conversations, organizes them into a searchable knowledge base with hierarchy and categories, and links them to specific locations in your codebase.Last updated
Matching MCP Connectors
Brave Search MCP — independent web index (no Google/Bing dependency)
4 web-search tiers (x402 USDC on Base) - simple/medium/deep/cached. Free health.
- List all code entities (classes/functions) that implement a given concept, such as loss functions or network architectures. Returns entity names with semantic tags, enabling concept-based code search beyond simple text matching.MIT
- Delete an agent from the system. The API may refuse if the agent has active tasks or is the last active agent, preventing disruption to ongoing tasks.MIT
- File a concept, decision, or finding as a memory node. Search first to prevent duplicates; review suggested connections after creation.MIT
- Trace how a domain concept propagates through the codebase by mapping function call chains — identifies which functions produce and consume the concept, along with the full call path and file locations.MIT
- Update a WhatsApp group's topic or clear it by passing an empty string.MIT
- Find ranked entry points—key functions, classes, and files—to understand a concept, reducing manual search. Includes contrastive concepts to clarify boundaries. Use for 'how does X work' or 'where is X defined'.MIT
- Compare regulatory requirements across multiple EU regulations on specific topics like incident reporting or risk assessment. Identifies matching articles with text snippets to show how different regulations address the same topic.Apache 2.0
- Locate the correct documentation file path by searching the official Flet index for a topic or control.
- Search agent cryptographic event history by type, time range, or session to reconstruct actions with signed events and chain metadata.MIT
- Generate and send messages to a specified Kafka topic. Automatically creates the topic if it doesn’t exist, ensuring reliable message storage for user conversations or history.
- Visualizes word frequency as a word cloud to identify dominant themes from survey responses, keywords, or topic frequency.Functional Source , Version 1.1, MIT Future
- Execute multiple web searches simultaneously to gather comprehensive information and diverse viewpoints on a topic. Provide distinct search queries to explore different aspects effectively.Apache 2.0
- Retrieve daily trend time series data for a specific topic to analyze topic performance and identify patterns over time.MIT
- Retrieve detailed information of a discussion topic using its unique topic ID. Access the topic's content and metadata.MIT