{"id":"nanbingxyz-5ire","name":"5ire","homepage":"https://5ire.app","repo_url":"https://github.com/nanbingxyz/5ire","category":"ai-ml","subcategories":[],"tags":["ai-ml","desktop","mcp","mcp-client","knowledge-base","rag","electron","typescript"],"what_it_does":"5ire is a cross-platform desktop AI assistant that acts as an MCP client for connecting to Model Context Protocol (MCP) servers, and it also includes a local knowledge base (RAG) and other productivity features like prompt libraries, bookmarks, search, and usage analytics. Tools capability is provided via MCP servers; local knowledge base embeds and indexes documents locally.","use_cases":["Desktop AI chat with standardized tool/context integration via MCP servers","RAG over a local document corpus (PDF/DOCX/XLSX/PPTX/TXT/CSV)","Use of community or custom MCP server “marketplace” tools for file/database/system/remote data access","Prompt organization and reuse through a prompt library","Persisting conversation content via bookmarks and searching across conversations","Tracking API usage/spend via usage analytics"],"not_for":["Server-to-server automation where a headless REST/GraphQL API is required","Environments that cannot install/execute native dependencies (Python/Node/uv) or run local indexing/embeddings","Use cases requiring clearly specified enterprise-grade security/compliance guarantees (not evidenced in provided docs)"],"best_when":"You want a local, desktop workflow that can connect to MCP servers for tools and also supports local document grounding via RAG.","avoid_when":"You need a documented, stable external API surface with clear auth/rate limits for programmatic integration, or you cannot allow local processing/indexing of documents.","alternatives":["Direct MCP client integrations in your own app (using MCP SDKs)","Other desktop AI assistants with MCP support (if available)","Building a custom local RAG + tool-using agent using an MCP-compatible agent framework","Cloud RAG solutions when local indexing is not desired"],"af_score":33.2,"security_score":40.2,"reliability_score":31.2,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-29T14:58:41.102036+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":true,"sdk_languages":["TypeScript","JavaScript"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Not specified in provided README (likely requires API keys for upstream LLM providers, but no explicit auth mechanism documented here)"],"oauth":false,"scopes":false,"notes":"No explicit authentication method details, scope model, or credential handling guidance were provided in the supplied README/manifests. The app likely uses provider API keys and local configuration, but this is not documented in the provided content."},"pricing":{"model":null,"free_tier_exists":true,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"README shows a “free” badge, but no quantitative limits or pricing tiers are described in the provided content."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":33.2,"security_score":40.2,"reliability_score":31.2,"mcp_server_quality":45.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":40.0,"rate_limit_clarity":0.0,"tls_enforcement":60.0,"auth_strength":35.0,"scope_granularity":30.0,"dependency_hygiene":50.0,"secret_handling":30.0,"security_notes":"The provided content does not describe network transport guarantees (TLS enforcement), authentication model, scope granularity, or secret-handling practices. It does mention optional notarization-related environment variables (APPLE_ID_PASS), which is a hint that the project uses environment variables for some workflows; however, no guidance is provided on avoiding logging secrets or secure storage. Dependency list includes common libraries and some that may be sensitive in Electron apps; without audit/CVE data, dependency hygiene is estimated rather than confirmed.","uptime_documented":0.0,"version_stability":55.0,"breaking_changes_history":40.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["MCP tool behavior depends on external MCP servers; consistent tool contracts and error semantics may vary by server.","Local knowledge base requires installing and running native dependencies and likely consumes local CPU/RAM; agent-driven workflows may need to account for indexing time.","No documented retry/idempotency guidance for tool calls in the provided content.","No documented rate limiting headers/semantics; rate behavior likely depends on upstream LLM provider and/or local tooling."]}}