{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-klavis-ai","slug":"klavis-ai","name":"Klavis AI","type":"mcp","url":"https://www.klavis.ai","page_url":"https://unfragile.ai/klavis-ai","categories":["mcp-servers"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-klavis-ai__cap_0","uri":"capability://tool.use.integration.mcp.server.hosting.and.deployment","name":"mcp server hosting and deployment","description":"Provides managed hosting infrastructure for Model Context Protocol servers, abstracting away server provisioning, scaling, and lifecycle management. Developers define MCP server implementations locally and Klavis handles containerization, deployment to cloud infrastructure, and endpoint exposure via standardized MCP protocol endpoints. This eliminates the need for developers to manage their own servers or cloud infrastructure for MCP-based tool integrations.","intents":["Deploy custom MCP servers without managing cloud infrastructure","Make MCP tools available to multiple clients without running local servers","Scale MCP server instances based on demand without manual intervention","Expose MCP servers with stable, publicly-accessible endpoints"],"best_for":["Teams building custom MCP tools and wanting to share them across multiple AI applications","Developers prototyping MCP integrations without DevOps overhead","Organizations standardizing on MCP as their tool-calling protocol"],"limitations":["Vendor lock-in to Klavis infrastructure — migrating servers requires re-deployment elsewhere","Latency overhead from cloud hosting vs local MCP servers","Limited visibility into server resource utilization and performance metrics","Pricing model and scaling limits unknown — may have cost implications at scale"],"requires":["MCP server implementation (Python, Node.js, or other supported runtime)","Klavis account and API credentials","Network connectivity to Klavis-hosted endpoints"],"input_types":["MCP server code/configuration","Tool definitions and schemas"],"output_types":["Deployed MCP server endpoint URL","MCP protocol-compliant server responses"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-klavis-ai__cap_1","uri":"capability://tool.use.integration.slack.native.mcp.client.integration","name":"slack-native mcp client integration","description":"Embeds MCP client functionality directly into Slack, allowing users to invoke MCP tools and access tool outputs through Slack messages and slash commands. Klavis acts as an MCP client within Slack's message handling pipeline, translating Slack commands into MCP tool calls, executing them against hosted or remote MCP servers, and rendering results back into Slack threads or messages. This bridges the gap between Slack workflows and external MCP-based tools without requiring users to leave Slack.","intents":["Execute MCP tools from within Slack conversations without context switching","Automate workflows by chaining Slack messages to MCP tool invocations","Surface MCP tool results directly in Slack for team visibility and collaboration","Build Slack bots that leverage MCP servers as their backend capability layer"],"best_for":["Teams using Slack as their primary collaboration hub and wanting to integrate external tools","Organizations with existing MCP servers wanting to expose them to non-technical Slack users","DevOps and engineering teams automating operational tasks via Slack"],"limitations":["Slack message formatting constraints limit rich output rendering for complex tool results","Rate limiting from Slack API may throttle rapid tool invocations","No native support for interactive Slack modals or advanced UI components for tool configuration","Requires Slack workspace admin permissions to install and configure the integration"],"requires":["Slack workspace with admin access","Klavis account with Slack integration enabled","MCP servers accessible from Klavis infrastructure (hosted or remote)","Slack app manifest configuration and OAuth token setup"],"input_types":["Slack slash commands","Slack message text","Slack user input via message reactions or threads"],"output_types":["Slack message responses","Slack thread replies","Slack message attachments with structured data"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-klavis-ai__cap_2","uri":"capability://tool.use.integration.discord.native.mcp.client.integration","name":"discord-native mcp client integration","description":"Embeds MCP client functionality into Discord, enabling users to invoke MCP tools through Discord commands, messages, and interactions. Klavis implements Discord bot event handlers that intercept slash commands and message prefixes, translate them into MCP tool calls, execute against MCP servers, and render results back into Discord channels or DMs. This extends MCP tool access to Discord communities and gaming-oriented teams without requiring custom bot development.","intents":["Invoke MCP tools from Discord slash commands in real-time","Expose MCP tools to Discord communities for collaborative problem-solving","Automate Discord workflows by connecting messages to MCP tool execution","Build Discord bots with MCP servers as the backend capability layer"],"best_for":["Gaming and community-oriented teams wanting to integrate external tools into Discord","Open-source projects using Discord for community coordination and wanting to expose MCP tools","Teams preferring Discord over Slack for communication and wanting tool integration"],"limitations":["Discord's embed and message length limits constrain output formatting for large tool results","Slash command latency can exceed 3 seconds, causing Discord interaction timeout failures","No native support for Discord modals or advanced UI for complex tool configuration","Rate limiting from Discord API may throttle rapid tool invocations in high-traffic servers"],"requires":["Discord server with bot management permissions","Klavis account with Discord integration enabled","MCP servers accessible from Klavis infrastructure","Discord bot token and OAuth2 configuration"],"input_types":["Discord slash commands","Discord message prefixes","Discord user interactions (button clicks, select menus)"],"output_types":["Discord channel messages","Discord DM responses","Discord embeds with structured data"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-klavis-ai__cap_3","uri":"capability://tool.use.integration.mcp.server.discovery.and.registry","name":"mcp server discovery and registry","description":"Provides a registry or discovery mechanism for locating and connecting to available MCP servers hosted on Klavis or elsewhere. This likely includes a catalog of public MCP servers, metadata about their available tools, schemas, and capabilities, and a mechanism for clients (Slack, Discord, or custom) to discover and dynamically load tool definitions from registered servers. The registry abstracts server location and availability from client implementations.","intents":["Discover available MCP servers and their exposed tools without manual configuration","Dynamically load tool schemas from MCP servers at runtime","Share MCP servers across multiple clients (Slack, Discord, custom) from a central registry","Browse and search for MCP tools by capability or category"],"best_for":["Organizations with multiple MCP servers wanting centralized discovery and management","Teams building MCP ecosystems and needing a shared tool catalog","Developers integrating MCP clients and wanting dynamic tool loading"],"limitations":["Registry availability directly impacts client ability to discover and invoke tools","No built-in versioning or compatibility checking for tool schema changes","Discovery latency adds overhead to client initialization and tool invocation","Limited visibility into server health, uptime, or performance metrics from registry alone"],"requires":["Klavis account with registry access","MCP servers registered with Klavis registry","Network connectivity to Klavis registry endpoints"],"input_types":["MCP server metadata and tool definitions","Search queries for tool discovery"],"output_types":["Server endpoint URLs","Tool schemas and definitions","Server metadata and availability status"],"categories":["tool-use-integration","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-klavis-ai__cap_4","uri":"capability://tool.use.integration.mcp.protocol.translation.and.normalization","name":"mcp protocol translation and normalization","description":"Handles translation between MCP protocol specifications and chat platform APIs (Slack, Discord), normalizing tool schemas, parameter types, and response formats across different MCP server implementations. This includes mapping MCP tool definitions to Slack slash command schemas, Discord slash command definitions, and handling type coercion, validation, and error handling across protocol boundaries. The translation layer ensures that diverse MCP servers with varying schema styles can be uniformly exposed through chat platforms.","intents":["Expose MCP tools with complex schemas through Slack and Discord without manual schema translation","Normalize tool parameter types and validation across different MCP server implementations","Handle errors and edge cases in tool execution with consistent error reporting across platforms","Support polymorphic tool definitions that work across multiple chat platforms"],"best_for":["Organizations with heterogeneous MCP servers using different schema conventions","Teams wanting to expose the same MCP tools across Slack and Discord simultaneously","Developers building MCP servers without needing to know chat platform specifics"],"limitations":["Complex MCP schemas may not translate cleanly to Slack/Discord UI constraints","Type coercion and validation add latency to tool invocation","Some MCP features (e.g., streaming responses) may not map to chat platform capabilities","Error messages may be lost or simplified during translation across protocol boundaries"],"requires":["MCP servers with valid tool schemas","Klavis translation layer configuration","Support for target chat platforms (Slack, Discord)"],"input_types":["MCP tool definitions and schemas","Chat platform command inputs","Tool execution results from MCP servers"],"output_types":["Normalized tool schemas","Chat platform-specific command definitions","Translated tool results and error messages"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-klavis-ai__cap_5","uri":"capability://tool.use.integration.tool.execution.and.result.rendering","name":"tool execution and result rendering","description":"Executes MCP tool calls against registered MCP servers and renders results back into chat platforms (Slack, Discord) with appropriate formatting and context preservation. This includes managing tool execution timeouts, handling streaming responses, formatting structured data for chat display, and preserving execution context (user, channel, timestamp) for audit and debugging. The execution layer abstracts away MCP server communication details from chat platform handlers.","intents":["Execute MCP tools synchronously with sub-second latency from chat commands","Format complex tool results (JSON, tables, code) for readable display in chat","Handle tool execution failures gracefully with user-friendly error messages","Preserve execution context for audit logging and debugging"],"best_for":["Teams needing reliable, low-latency tool execution from chat platforms","Organizations with audit and compliance requirements for tool invocations","Developers building MCP-backed chat bots with complex result formatting"],"limitations":["Chat platform message length limits constrain result rendering for large outputs","Tool execution timeouts (typically 3-30 seconds) may fail long-running operations","Streaming responses from MCP servers may not map cleanly to chat message updates","No built-in retry logic or circuit breakers for flaky MCP servers"],"requires":["MCP servers with stable, responsive endpoints","Chat platform API access (Slack, Discord)","Execution timeout configuration appropriate for tool latency"],"input_types":["MCP tool definitions","User-provided tool parameters from chat","MCP server responses"],"output_types":["Formatted chat messages","Execution logs and audit trails","Error messages and status updates"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-klavis-ai__cap_6","uri":"capability://safety.moderation.mcp.client.authentication.and.authorization","name":"mcp client authentication and authorization","description":"Manages authentication and authorization for MCP clients (Slack, Discord integrations) accessing MCP servers, including OAuth token management, API key handling, and permission scoping. This includes verifying that users have permission to invoke specific tools, enforcing rate limits per user or team, and managing credentials for MCP server access. The auth layer sits between chat platforms and MCP servers, enforcing security policies without exposing credentials to end users.","intents":["Control which users or teams can invoke specific MCP tools","Manage API keys and credentials for MCP server access securely","Enforce rate limits and usage quotas per user or team","Audit and log tool invocations for compliance and debugging"],"best_for":["Organizations with security and compliance requirements for tool access","Teams wanting fine-grained permission control over MCP tool invocation","Enterprises managing multiple MCP servers with different access policies"],"limitations":["Permission model may not support complex role-based access control (RBAC)","Rate limiting adds latency to tool invocation","Credential management requires secure storage and rotation policies","No built-in audit trail or compliance reporting features"],"requires":["Slack or Discord workspace with user/role management","Klavis account with auth configuration","MCP servers with authentication support"],"input_types":["User identity from Slack/Discord","Tool invocation requests","Permission and rate limit policies"],"output_types":["Authorization decisions (allow/deny)","Audit logs","Rate limit status"],"categories":["safety-moderation","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-klavis-ai__cap_7","uri":"capability://automation.workflow.mcp.server.health.monitoring.and.failover","name":"mcp server health monitoring and failover","description":"Monitors the health and availability of registered MCP servers, detecting failures and routing requests to healthy instances or fallback servers. This includes periodic health checks, latency measurement, error rate tracking, and automatic failover to backup servers when primary servers become unavailable. The monitoring layer ensures that chat clients (Slack, Discord) have reliable access to MCP tools even when individual servers experience outages.","intents":["Detect MCP server failures and route requests to healthy alternatives","Monitor tool execution latency and alert on performance degradation","Maintain high availability for MCP tools across server outages","Track server health metrics for capacity planning and debugging"],"best_for":["Organizations running multiple MCP servers and needing high availability","Teams with SLA requirements for tool availability","Developers debugging performance issues with MCP servers"],"limitations":["Health checks add overhead and may not detect all failure modes","Failover latency may exceed chat platform timeout limits","No built-in load balancing across healthy servers","Monitoring data retention and alerting policies unknown"],"requires":["MCP servers with health check endpoints","Klavis monitoring infrastructure","Alert notification configuration (email, Slack, etc.)"],"input_types":["MCP server endpoints","Health check configuration"],"output_types":["Health status and metrics","Failover events and logs","Performance alerts"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":26,"verified":false,"data_access_risk":"high","permissions":["MCP server implementation (Python, Node.js, or other supported runtime)","Klavis account and API credentials","Network connectivity to Klavis-hosted endpoints","Slack workspace with admin access","Klavis account with Slack integration enabled","MCP servers accessible from Klavis infrastructure (hosted or remote)","Slack app manifest configuration and OAuth token setup","Discord server with bot management permissions","Klavis account with Discord integration enabled","MCP servers accessible from Klavis infrastructure"],"failure_modes":["Vendor lock-in to Klavis infrastructure — migrating servers requires re-deployment elsewhere","Latency overhead from cloud hosting vs local MCP servers","Limited visibility into server resource utilization and performance metrics","Pricing model and scaling limits unknown — may have cost implications at scale","Slack message formatting constraints limit rich output rendering for complex tool results","Rate limiting from Slack API may throttle rapid tool invocations","No native support for interactive Slack modals or advanced UI components for tool configuration","Requires Slack workspace admin permissions to install and configure the integration","Discord's embed and message length limits constrain output formatting for large tool results","Slash command latency can exceed 3 seconds, causing Discord interaction timeout failures","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.26,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-06-17T09:51:03.577Z","last_scraped_at":"2026-05-03T14:00:18.053Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=klavis-ai","compare_url":"https://unfragile.ai/compare?artifact=klavis-ai"}},"signature":"xF8PaWbuaaauxg7Tug48vFYFN403rxYaaD7QznvVJI2MklaUS01g2B0ZWjzay+fQHN/UaGEkT2g11oQWzWEbDA==","signedAt":"2026-06-21T00:15:55.926Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/klavis-ai","artifact":"https://unfragile.ai/klavis-ai","verify":"https://unfragile.ai/api/v1/verify?slug=klavis-ai","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}