{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"github-appcypher--awesome-mcp-servers","slug":"appcypher--awesome-mcp-servers","name":"awesome-mcp-servers","type":"mcp","url":"https://github.com/appcypher/awesome-mcp-servers","page_url":"https://unfragile.ai/appcypher--awesome-mcp-servers","categories":["mcp-servers"],"tags":["ai","anthropic-claude","awesome","context","mcp","model-context-protocol","servers","tool-use","tools"],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"github-appcypher--awesome-mcp-servers__cap_0","uri":"capability://search.retrieval.mcp.server.discovery.and.cataloging.with.standardized.metadata","name":"mcp server discovery and cataloging with standardized metadata","description":"Maintains a curated registry of MCP server implementations organized across 8+ domain categories (file systems, databases, cloud storage, version control, communication, search, social media, business tools) with standardized documentation format for each entry. Uses a hierarchical taxonomy structure that maps server capabilities to resource access patterns, enabling AI applications to discover compatible implementations through category browsing and metadata matching rather than unstructured search.","intents":["Find an MCP server that provides database access for my specific cloud platform","Discover all available file system servers to understand integration options","Identify communication tool servers compatible with my team's workflow","Browse production-ready vs experimental MCP implementations in a specific domain"],"best_for":["AI application developers building MCP client integrations","DevOps engineers evaluating MCP servers for infrastructure automation","Teams migrating from custom tool integrations to standardized MCP protocol"],"limitations":["Discovery is manual browsing-based rather than semantic search — no full-text indexing of server capabilities","Metadata standardization relies on community contributions — inconsistent detail levels across entries","No automated server health checks or compatibility matrix — staleness risk for unmaintained implementations"],"requires":["GitHub account to browse repository","Basic understanding of MCP protocol concepts","No API key or authentication required for read access"],"input_types":["category filters","server name queries","domain/use-case keywords"],"output_types":["structured server metadata (name, description, documentation link, status)","categorized server listings","integration guides per server"],"categories":["search-retrieval","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-appcypher--awesome-mcp-servers__cap_1","uri":"capability://tool.use.integration.client.application.integration.mapping.and.compatibility.documentation","name":"client application integration mapping and compatibility documentation","description":"Documents MCP integration patterns for 4+ client application types (AI assistants like Claude Desktop, code editors like VS Code/Zed/Cursor, agent frameworks like Continue/Cody, specialized tools) with specific configuration examples and workflow guidance for each. Maintains a compatibility matrix showing which MCP servers work with which clients, reducing integration friction by providing pre-tested configuration patterns rather than requiring developers to reverse-engineer protocol details.","intents":["Understand how to configure MCP servers in Claude Desktop vs VS Code","Find example configurations for integrating a specific MCP server with my editor","Determine which client applications support the MCP servers I need","Learn the differences in MCP integration between agent frameworks and IDE plugins"],"best_for":["Individual developers setting up MCP for the first time","Teams standardizing MCP client configurations across development environments","Framework maintainers documenting MCP support for their platforms"],"limitations":["Documentation is static snapshots — doesn't auto-update when clients release new MCP features","Configuration examples may lag behind latest client versions","No automated testing of documented configurations — examples may become stale"],"requires":["Target client application installed (Claude Desktop, VS Code, Zed, Cursor, etc.)","Basic understanding of configuration file formats (JSON, YAML)","MCP server already deployed or accessible"],"input_types":["client application name","MCP server name","configuration format preference"],"output_types":["configuration file examples","step-by-step integration guides","compatibility status indicators","troubleshooting documentation"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-appcypher--awesome-mcp-servers__cap_2","uri":"capability://planning.reasoning.mcp.protocol.architecture.documentation.and.standardization.reference","name":"mcp protocol architecture documentation and standardization reference","description":"Documents the three-tier MCP architecture (AI client layer, protocol standardization layer, server implementation layer, management layer) with detailed explanations of how the protocol decouples clients from resource implementations through abstraction. Serves as the authoritative reference for understanding MCP's design patterns including client-server communication mechanisms, security/authentication patterns, and resource access standardization that enables any MCP-compatible client to work with any MCP server without tight coupling.","intents":["Understand the architectural principles behind MCP protocol design","Learn how MCP achieves client-server decoupling through standardization","Design a new MCP server implementation following protocol best practices","Evaluate whether MCP is the right abstraction for my tool integration needs"],"best_for":["MCP server developers building new implementations","Architecture teams evaluating MCP adoption for tool ecosystems","Protocol engineers designing extensions to MCP specification"],"limitations":["Documentation is descriptive rather than prescriptive — doesn't provide executable reference implementations","Protocol specification details are external to this repository — requires cross-referencing Anthropic's official MCP spec","No formal schema validation tools included — developers must manually verify compliance"],"requires":["Understanding of client-server architecture patterns","Familiarity with protocol abstraction concepts","Access to MCP specification documentation"],"input_types":["architectural questions","design pattern queries","protocol specification references"],"output_types":["architecture diagrams","layer descriptions","design pattern explanations","protocol flow documentation"],"categories":["planning-reasoning","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-appcypher--awesome-mcp-servers__cap_3","uri":"capability://data.processing.analysis.server.implementation.category.taxonomy.and.use.case.mapping","name":"server implementation category taxonomy and use-case mapping","description":"Organizes MCP servers into 8+ functional categories (file systems, databases, cloud storage, version control, virtualization, cloud platforms, communication, search/web, social media, business tools) with clear mapping between category and resource access pattern. Each category documents the types of operations servers in that category enable, the common integration patterns, and example use cases — allowing developers to understand not just what servers exist, but what architectural patterns each category represents.","intents":["Understand what types of database servers are available and their access patterns","Find all file system servers and compare their local vs remote capabilities","Identify which server categories support my application's data access needs","Learn the architectural differences between cloud storage and database server implementations"],"best_for":["Application architects designing data access layers with MCP","Teams evaluating which resource types to expose through MCP","Developers learning MCP patterns by category"],"limitations":["Categories are static — don't reflect emerging server types or hybrid implementations","Some servers span multiple categories but are only listed once — requires cross-referencing","No capability matrix within categories — developers must read individual server docs to compare features"],"requires":["Understanding of resource types (databases, file systems, APIs)","Basic knowledge of MCP server concepts"],"input_types":["resource type (database, file system, cloud storage, etc.)","use-case description","integration pattern name"],"output_types":["categorized server listings","use-case examples per category","architectural pattern descriptions","integration guidance per category"],"categories":["data-processing-analysis","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-appcypher--awesome-mcp-servers__cap_4","uri":"capability://automation.workflow.community.contribution.guidelines.and.standardized.submission.process","name":"community contribution guidelines and standardized submission process","description":"Defines a structured contribution workflow for adding new MCP servers to the registry, including standardized metadata requirements, documentation templates, code of conduct, and review criteria. Implements a community governance model that ensures consistent quality and documentation standards across all contributed servers, with clear expectations for maintainers regarding update frequency, compatibility testing, and documentation completeness.","intents":["Submit a new MCP server implementation to the awesome-mcp-servers registry","Understand what documentation and metadata are required for server inclusion","Learn the community standards and expectations for MCP server maintainers","Report issues or suggest improvements to existing server listings"],"best_for":["MCP server developers seeking visibility and adoption","Open source maintainers adding MCP support to existing tools","Community members contributing improvements to the registry"],"limitations":["Contribution process is manual review-based — no automated validation of metadata or documentation completeness","No enforcement mechanism for ongoing maintenance — servers can become stale without removal","Code of conduct is documented but relies on community self-governance — limited moderation resources"],"requires":["GitHub account with contribution history (implicit trust model)","MCP server implementation that meets quality standards","Willingness to maintain documentation and respond to issues","Compliance with code of conduct"],"input_types":["server metadata (name, description, documentation URL, status)","server implementation details","use case examples","configuration examples"],"output_types":["pull request feedback","merged server listing","community recognition","increased server visibility"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-appcypher--awesome-mcp-servers__cap_5","uri":"capability://safety.moderation.production.ready.vs.experimental.server.status.tracking.and.labeling","name":"production-ready vs experimental server status tracking and labeling","description":"Maintains explicit status indicators for each MCP server (production-ready, experimental, deprecated, archived) with clear criteria for each status level. Tracks maintenance status, compatibility with MCP versions, and known limitations per server, enabling developers to make informed decisions about which servers are safe for production deployment versus which are suitable only for prototyping or evaluation.","intents":["Identify which MCP servers are production-ready for critical applications","Find experimental servers suitable for prototyping new integrations","Understand the maintenance status and support level for a specific server","Evaluate the risk of adopting a particular MCP server implementation"],"best_for":["Teams deploying MCP servers to production environments","Risk-conscious organizations evaluating MCP adoption","Developers prototyping with experimental servers who need to plan migration paths"],"limitations":["Status labels are community-maintained — no automated verification of production-readiness","No SLA or support guarantees — 'production-ready' label doesn't imply vendor support","Criteria for status transitions are subjective — inconsistent application across servers","No automated deprecation warnings — developers must manually check status before upgrading"],"requires":["Understanding of software maturity levels and production readiness criteria","Regular review of server status before deployment decisions"],"input_types":["server name","status filter (production, experimental, deprecated)","MCP version compatibility query"],"output_types":["status label and rationale","maintenance status indicator","known limitations list","compatibility matrix with MCP versions"],"categories":["safety-moderation","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-appcypher--awesome-mcp-servers__cap_6","uri":"capability://tool.use.integration.cross.platform.mcp.server.compatibility.verification.and.documentation","name":"cross-platform mcp server compatibility verification and documentation","description":"Documents which MCP servers are compatible with which client platforms (Claude Desktop, VS Code, Zed, Cursor, Continue, Cody, etc.) and which MCP protocol versions each supports. Maintains compatibility matrices showing tested integration combinations and known issues per platform, enabling developers to understand platform-specific limitations or requirements before attempting integration rather than discovering incompatibilities during implementation.","intents":["Verify that an MCP server works with my specific client application and version","Find servers that support multiple platforms for consistent team experience","Understand platform-specific configuration differences for a server","Identify workarounds for known compatibility issues between server and client"],"best_for":["Teams standardizing on specific client platforms (e.g., all VS Code or all Cursor)","Organizations requiring cross-platform MCP support","Developers troubleshooting integration failures"],"limitations":["Compatibility matrix is manually maintained — doesn't auto-update when clients release new versions","Testing coverage is incomplete — not all server-client combinations are verified","Platform-specific bugs are documented but workarounds may be incomplete","No automated regression testing — compatibility can degrade silently after updates"],"requires":["Target client application and version","MCP server implementation","Understanding of platform-specific configuration requirements"],"input_types":["server name","client application name","client version","MCP protocol version"],"output_types":["compatibility status (compatible, incompatible, partial, untested)","known issues and workarounds","platform-specific configuration examples","version compatibility matrix"],"categories":["tool-use-integration","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-appcypher--awesome-mcp-servers__cap_7","uri":"capability://code.generation.editing.server.implementation.example.code.and.reference.patterns","name":"server implementation example code and reference patterns","description":"Provides links to reference implementations and example code for MCP servers across multiple programming languages and frameworks, demonstrating common patterns for building servers in different domains (database access, file system operations, API wrapping, etc.). Enables developers to learn MCP implementation patterns by studying working examples rather than reading protocol specifications, accelerating server development through copy-paste-friendly reference code.","intents":["Find example code for building a database MCP server in my preferred language","Learn the standard patterns for wrapping an existing API as an MCP server","Understand how to implement file system access through MCP","Study a reference implementation before building my own MCP server"],"best_for":["MCP server developers building their first implementation","Teams standardizing on MCP server patterns across multiple projects","Open source maintainers adding MCP support to existing tools"],"limitations":["Example code quality varies — not all examples follow best practices","Examples may lag behind latest MCP protocol versions","Language coverage is incomplete — some languages have few reference implementations","Examples are static snapshots — don't reflect evolving best practices"],"requires":["Programming language matching the example","Understanding of MCP protocol concepts","Development environment set up for the target language"],"input_types":["server type (database, file system, API wrapper, etc.)","programming language","framework or runtime"],"output_types":["reference implementation links","example code snippets","pattern documentation","setup and deployment instructions"],"categories":["code-generation-editing","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-appcypher--awesome-mcp-servers__cap_8","uri":"capability://automation.workflow.mcp.server.deployment.and.management.tool.documentation","name":"mcp server deployment and management tool documentation","description":"Documents tools and utilities for deploying, managing, and monitoring MCP servers in production environments, including containerization approaches, orchestration patterns, and operational best practices. Provides guidance on server lifecycle management (startup, shutdown, health checks, logging) and integration with deployment platforms, enabling teams to operationalize MCP servers rather than just run them locally.","intents":["Deploy an MCP server to a production environment using containers","Set up monitoring and health checks for MCP servers","Manage multiple MCP server instances across a team","Integrate MCP servers with existing CI/CD and deployment pipelines"],"best_for":["DevOps teams deploying MCP servers to production","Organizations running MCP servers as shared services","Teams requiring high availability and monitoring for MCP infrastructure"],"limitations":["Deployment guidance is generic — doesn't cover all hosting platforms","Monitoring and observability patterns are documented but not automated","No standardized health check protocol — each server implements differently","Scaling patterns are not well-defined — horizontal scaling guidance is limited"],"requires":["Deployment platform (Docker, Kubernetes, cloud provider, etc.)","Understanding of containerization and orchestration concepts","MCP server implementation ready for deployment"],"input_types":["deployment target (Docker, Kubernetes, cloud platform, etc.)","server type","scale requirements"],"output_types":["deployment configuration examples","health check patterns","monitoring setup guides","operational runbooks"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":45,"verified":false,"data_access_risk":"high","permissions":["GitHub account to browse repository","Basic understanding of MCP protocol concepts","No API key or authentication required for read access","Target client application installed (Claude Desktop, VS Code, Zed, Cursor, etc.)","Basic understanding of configuration file formats (JSON, YAML)","MCP server already deployed or accessible","Understanding of client-server architecture patterns","Familiarity with protocol abstraction concepts","Access to MCP specification documentation","Understanding of resource types (databases, file systems, APIs)"],"failure_modes":["Discovery is manual browsing-based rather than semantic search — no full-text indexing of server capabilities","Metadata standardization relies on community contributions — inconsistent detail levels across entries","No automated server health checks or compatibility matrix — staleness risk for unmaintained implementations","Documentation is static snapshots — doesn't auto-update when clients release new MCP features","Configuration examples may lag behind latest client versions","No automated testing of documented configurations — examples may become stale","Documentation is descriptive rather than prescriptive — doesn't provide executable reference implementations","Protocol specification details are external to this repository — requires cross-referencing Anthropic's official MCP spec","No formal schema validation tools included — developers must manually verify compliance","Categories are static — don't reflect emerging server types or hybrid implementations","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.6285757681517864,"quality":0.28,"ecosystem":0.6000000000000001,"match_graph":0.25,"freshness":0.6,"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":"2026-05-24T12:16:21.549Z","last_scraped_at":"2026-05-03T13:56:59.048Z","last_commit":"2025-09-04T20:04:17Z"},"community":{"stars":5510,"forks":1354,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=appcypher--awesome-mcp-servers","compare_url":"https://unfragile.ai/compare?artifact=appcypher--awesome-mcp-servers"}},"signature":"12RmlX3pbhK9Dsc5mIirNw4F2UI+Ia3+ZspJ84Lfv8zH8AgoeEJZjGLpMUf25WiCPlV+dQWusIuOMgk7gWFIBg==","signedAt":"2026-06-21T02:58:02.337Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/appcypher--awesome-mcp-servers","artifact":"https://unfragile.ai/appcypher--awesome-mcp-servers","verify":"https://unfragile.ai/api/v1/verify?slug=appcypher--awesome-mcp-servers","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"}}