{"id":"builderz-labs-mission-control","name":"mission-control","homepage":"https://mc.builderz.dev","repo_url":"https://github.com/builderz-labs/mission-control","category":"ai-ml","subcategories":[],"tags":["ai-ml","agent-orchestration","dashboard","nextjs","typescript","self-hosted","security","monitoring","websocket","sse","sqlite","open-source"],"what_it_does":"Mission Control is an open-source, self-hosted AI agent orchestration dashboard that provides task dispatch and multi-agent workflow management, real-time monitoring (WebSocket/SSE), cost/token tracking, and security governance (RBAC, trust scoring, secret detection, and MCP/tool call auditing). It uses a SQLite-backed local-first setup (Next.js/TypeScript).","use_cases":["Self-hosted dashboard to manage fleets of AI agents and tasks","Orchestrate multi-agent workflows with quality review gates/sign-off","Operational monitoring for agent activity and token/cost analytics","Centralized security auditing/trust scoring for agent outputs and tool calls","Run recurring tasks via natural-language scheduling (cron-based template spawning)","Integrate external agent workflows (e.g., Claude Code/Codex via direct CLI bridging)"],"not_for":["Teams seeking a purely managed SaaS with guaranteed SLAs (explicitly alpha/under active development)","Organizations that require hosted cloud-only compliance controls or specific enterprise contracts","Use as a security boundary without reviewing hardening guidance (security is claimed but details are not fully present in the provided README excerpt)"],"best_when":"You want a local-first, self-hosted control plane for orchestrating and auditing AI agents, with an operator-facing dashboard and REST API for programmatic task/agent management.","avoid_when":"You cannot tolerate alpha-level change risk or you cannot perform deployment hardening (reverse proxy/TLS/CSP/network isolation) and access control validation.","alternatives":["Open-source agent/orchestration frameworks with UIs (e.g., LangSmith/LangGraph ecosystems—if applicable)","Other self-hosted monitoring/orchestration dashboards (varies by stack)","Custom dashboards built on your agent framework APIs and centralized logging"],"af_score":66.2,"security_score":66.8,"reliability_score":33.8,"package_type":"skill","discovery_source":["openclaw"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-29T18:04:04.881241+00:00","interface":{"has_rest_api":true,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":"openapi.json","webhooks":true},"auth":{"methods":["Session cookie (POST /api/auth/login)","API key header (x-api-key header; also shown as Authorization: Bearer in examples)","Google Sign-In with admin approval workflow"],"oauth":true,"scopes":false,"notes":"RBAC roles (viewer/operator/admin) are described; the excerpt does not specify fine-grained OAuth scopes."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Open-source self-hosted; costs depend on infrastructure and any external LLM/gateway expenses."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":["self-hosted/local (SQLite)"],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":66.2,"security_score":66.8,"reliability_score":33.8,"mcp_server_quality":0.0,"documentation_accuracy":75.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":70.0,"rate_limit_clarity":20.0,"tls_enforcement":80.0,"auth_strength":78.0,"scope_granularity":45.0,"dependency_hygiene":55.0,"secret_handling":70.0,"security_notes":"Security posture features are claimed in the README (RBAC, session+API key auth, Google SSO with approval workflow, secret detection, trust scoring, MCP/tool call auditing, and hardened deployment profiles including HSTS/network isolation guidance). However, the provided excerpt does not include concrete implementation details (e.g., password hashing parameters beyond a mention of scrypt, token lifetimes for API keys, exact rate limits, or specifics of how secrets are redacted in logs), so scores reflect partial visibility.","uptime_documented":0.0,"version_stability":35.0,"breaking_changes_history":40.0,"error_recovery":60.0,"idempotency_support":"false","idempotency_notes":"Not described in the provided README excerpt.","pagination_style":"none","retry_guidance_documented":true,"known_agent_gotchas":["Alpha software: APIs, database schemas, and configuration formats may change between releases","Real-time session updates and agent messaging require an active gateway connection; some functionality works in gateway-optional mode but not all","Security strictness is configurable via hook profiles; misconfiguration may weaken protections","Task/skill sync is disk↔DB bidirectional; ensure correct filesystem permissions and paths to avoid unintended installs/updates"]}}