{ "candidates": [ { "approval_boundary": { "approved_for_paid_api_calls": false, "approved_for_replay": false, "approved_for_sdk_install": false, "approved_for_shadow_or_canary": false, "approved_for_watch_registry_addition": false }, "archived": false, "classification": "needs_controlled_research", "description": "The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol", "homepage": "https://docs.copilotkit.ai", "html_url": "https://github.com/CopilotKit/CopilotKit", "language": "TypeScript", "pushed_at": "2026-06-27T06:40:27Z", "recommendation": "controlled_research_before_watch_registry", "recommended_role": "controlled_research_required", "repository_full_name": "copilotkit/copilotkit", "required_next_gate": "controlled_research_no_registry_change", "risk_flags": [ "requires_dependency_boundary_review" ], "stargazers_count": 35572, "topics": [ "agent", "agent-native", "agentic-ai", "agents", "ai", "ai-agent", "ai-assistant", "assistant", "assistant-chat-bots", "copilot", "copilot-chat", "generative-ui", "js", "llm", "nextjs", "open-source", "react", "reactjs", "ts", "typescript" ], "watch_addition_recommended": false }, { "approval_boundary": { "approved_for_paid_api_calls": false, "approved_for_replay": false, "approved_for_sdk_install": false, "approved_for_shadow_or_canary": false, "approved_for_watch_registry_addition": false }, "archived": false, "classification": "needs_controlled_research", "description": "Open-source infrastructure for Computer-Use Agents. Sandboxes, SDKs, and benchmarks to train and evaluate AI agents that can control full desktops (macOS, Linux, Windows).", "homepage": "https://cua.ai", "html_url": "https://github.com/trycua/cua", "language": "HTML", "pushed_at": "2026-06-28T00:16:47Z", "recommendation": "controlled_research_before_watch_registry", "recommended_role": "controlled_research_required", "repository_full_name": "trycua/cua", "required_next_gate": "controlled_research_no_registry_change", "risk_flags": [ "requires_dependency_boundary_review", "requires_tool_execution_sandbox_review" ], "stargazers_count": 19131, "topics": [ "agent", "ai-agent", "apple", "computer-use", "computer-use-agent", "containerization", "cua", "desktop-automation", "hacktoberfest", "lume", "macos", "manus", "operator", "swift", "virtualization", "virtualization-framework", "windows", "windows-sandbox" ], "watch_addition_recommended": false }, { "approval_boundary": { "approved_for_paid_api_calls": false, "approved_for_replay": false, "approved_for_sdk_install": false, "approved_for_shadow_or_canary": false, "approved_for_watch_registry_addition": false }, "archived": false, "classification": "agent_framework_candidate", "description": "Eigent: The Open Source Cowork Desktop to Unlock Your Exceptional Productivity. Local and Free Alternative to Claude Cowork.", "homepage": "https://www.eigent.ai", "html_url": "https://github.com/eigent-ai/eigent", "language": "TypeScript", "pushed_at": "2026-06-27T10:16:01Z", "recommendation": "add_to_watch_registry_after_controlled_source_review", "recommended_role": "agent_framework_or_orchestrator_candidate", "repository_full_name": "eigent-ai/eigent", "required_next_gate": "ai_controlled_primary_source_verifier_then_watch_registry_patch", "risk_flags": [ "requires_dependency_boundary_review", "likely_requires_paid_provider_boundary_review" ], "stargazers_count": 14404, "topics": [ "agent-framework", "agent-skills", "agentic-ai", "agentic-workflow", "claude-cowork", "claude-cowork-alternative", "claude-cowork-free", "desktop-agent", "multi-agent-systems" ], "watch_addition_recommended": true }, { "approval_boundary": { "approved_for_paid_api_calls": false, "approved_for_replay": false, "approved_for_sdk_install": false, "approved_for_shadow_or_canary": false, "approved_for_watch_registry_addition": false }, "archived": false, "classification": "agent_governance_candidate", "description": "Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents — swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.", "homepage": "https://omnigent.ai", "html_url": "https://github.com/omnigent-ai/omnigent", "language": "Python", "pushed_at": "2026-06-27T23:15:21Z", "recommendation": "add_to_watch_registry_after_controlled_source_review", "recommended_role": "agent_governance_policy_evaluator_candidate", "repository_full_name": "omnigent-ai/omnigent", "required_next_gate": "ai_controlled_primary_source_verifier_then_watch_registry_patch", "risk_flags": [ "requires_dependency_boundary_review", "likely_requires_paid_provider_boundary_review", "requires_tool_execution_sandbox_review" ], "stargazers_count": 5132, "topics": [ "agent-framework", "agent-governance", "agent-orchestration", "agents", "ai", "ai-agent", "ai-agents", "claude-code", "codex", "coding-agents", "developer-tools", "llm", "ml", "multi-agent", "python", "sandbox" ], "watch_addition_recommended": true }, { "approval_boundary": { "approved_for_paid_api_calls": false, "approved_for_replay": false, "approved_for_sdk_install": false, "approved_for_shadow_or_canary": false, "approved_for_watch_registry_addition": false }, "archived": false, "classification": "agent_framework_candidate", "description": "AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x", "homepage": "https://ag2.ai", "html_url": "https://github.com/ag2ai/ag2", "language": "Python", "pushed_at": "2026-06-27T22:37:56Z", "recommendation": "add_to_watch_registry_after_controlled_source_review", "recommended_role": "agent_framework_or_orchestrator_candidate", "repository_full_name": "ag2ai/ag2", "required_next_gate": "ai_controlled_primary_source_verifier_then_watch_registry_patch", "risk_flags": [ "requires_dependency_boundary_review", "requires_tool_execution_sandbox_review" ], "stargazers_count": 4714, "topics": [ "a2a", "ag2", "agent-framework", "agentic", "agentic-ai", "ai", "ai-agents-framework", "aiagents", "genai", "llm", "llms", "mcp", "multi-agent", "multi-agent-system", "open-source", "python" ], "watch_addition_recommended": true }, { "approval_boundary": { "approved_for_paid_api_calls": false, "approved_for_replay": false, "approved_for_sdk_install": false, "approved_for_shadow_or_canary": false, "approved_for_watch_registry_addition": false }, "archived": false, "classification": "agent_framework_candidate", "description": "AI 时代的伯克希尔:基于 Claude Code 的价值投资研究框架。巴菲特·芒格·段永平·李录四大师方法论 + 多Agent并行研究。| AI-era Berkshire: a value investing research framework built on Claude Code. 4 masters' methodologies + multi-agent adversarial analysis.", "homepage": "https://github.com/xbtlin/ai-berkshire#readme", "html_url": "https://github.com/xbtlin/ai-berkshire", "language": "Python", "pushed_at": "2026-06-27T16:49:55Z", "recommendation": "add_to_watch_registry_after_controlled_source_review", "recommended_role": "agent_framework_or_orchestrator_candidate", "repository_full_name": "xbtlin/ai-berkshire", "required_next_gate": "ai_controlled_primary_source_verifier_then_watch_registry_patch", "risk_flags": [ "requires_dependency_boundary_review", "likely_requires_paid_provider_boundary_review", "requires_tool_execution_sandbox_review" ], "stargazers_count": 4117, "topics": [ "ai", "ai-agent", "anthropic", "berkshire-hathaway", "charlie-munger", "china-stock", "claude", "claude-code", "financial-analysis", "fintech", "fundamental-analysis", "investment", "investment-research", "llm", "mcp", "portfolio-management", "stock-analysis", "stock-market", "value-investing", "warren-buffett" ], "watch_addition_recommended": true }, { "approval_boundary": { "approved_for_paid_api_calls": false, "approved_for_replay": false, "approved_for_sdk_install": false, "approved_for_shadow_or_canary": false, "approved_for_watch_registry_addition": false }, "archived": false, "classification": "agent_framework_candidate", "description": "A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.", "homepage": "https://trpc-group.github.io/trpc-agent-go/", "html_url": "https://github.com/trpc-group/trpc-agent-go", "language": "Go", "pushed_at": "2026-06-27T03:22:33Z", "recommendation": "add_to_watch_registry_after_controlled_source_review", "recommended_role": "agent_framework_or_orchestrator_candidate", "repository_full_name": "trpc-group/trpc-agent-go", "required_next_gate": "ai_controlled_primary_source_verifier_then_watch_registry_patch", "risk_flags": [ "requires_dependency_boundary_review", "requires_tool_execution_sandbox_review" ], "stargazers_count": 1414, "topics": [ "a2a", "a2a-protocol", "ag-ui", "agent", "agent-framework", "ai", "ai-agents", "evaluation", "go", "golang", "graph-workflows", "llm", "mcp", "model-context-protocol", "multi-agent", "observability", "opentelemetry", "rag" ], "watch_addition_recommended": true }, { "approval_boundary": { "approved_for_paid_api_calls": false, "approved_for_replay": false, "approved_for_sdk_install": false, "approved_for_shadow_or_canary": false, "approved_for_watch_registry_addition": false }, "archived": false, "classification": "personal_agent_platform_candidate", "description": "Zero, your trustworthy AI teammate for real work. ", "homepage": "https://vm0.ai", "html_url": "https://github.com/vm0-ai/vm0", "language": "TypeScript", "pushed_at": "2026-06-28T00:39:40Z", "recommendation": "add_to_watch_registry_after_controlled_source_review", "recommended_role": "personal_agent_platform_candidate", "repository_full_name": "vm0-ai/vm0", "required_next_gate": "ai_controlled_primary_source_verifier_then_watch_registry_patch", "risk_flags": [ "requires_dependency_boundary_review", "likely_requires_paid_provider_boundary_review", "requires_tool_execution_sandbox_review" ], "stargazers_count": 1133, "topics": [ "agentic-workflow", "ai-agent", "ai-runtime", "ai-sandbox", "claude-code", "dev-tools", "sandbox" ], "watch_addition_recommended": true }, { "approval_boundary": { "approved_for_paid_api_calls": false, "approved_for_replay": false, "approved_for_sdk_install": false, "approved_for_shadow_or_canary": false, "approved_for_watch_registry_addition": false }, "archived": false, "classification": "agent_framework_candidate", "description": "CORAL is a robust, lightweight infrastructure for multi-agent autonomous self-evolution, built for autoresearch. Works with Claude Code, Codex, Cursor, OpenCode, Kiro, and more.", "homepage": "https://docs.coralxyz.com", "html_url": "https://github.com/Human-Agent-Society/CORAL", "language": "Python", "pushed_at": "2026-06-26T06:40:13Z", "recommendation": "add_to_watch_registry_after_controlled_source_review", "recommended_role": "agent_framework_or_orchestrator_candidate", "repository_full_name": "human-agent-society/coral", "required_next_gate": "ai_controlled_primary_source_verifier_then_watch_registry_patch", "risk_flags": [ "requires_dependency_boundary_review", "likely_requires_paid_provider_boundary_review" ], "stargazers_count": 756, "topics": [ "agent-framework", "agentic-ai", "alpha-evolve", "autonomous-agents", "autoresearch", "claude-code", "code-generation", "codex", "coding-agent", "evolutionary-algorithm", "large-language-models", "llm-agents", "multi-agent", "opencode", "self-evolving", "self-evolving-agents", "swe-bench" ], "watch_addition_recommended": true } ], "generated_at": "2026-06-28T00:46:51.907924+00:00", "inputs": { "discovery_review_generated_at": "2026-06-28T00:46:48.886379+00:00", "metadata_source": "github_repository_api_summary" }, "policy": { "auto_watch_registry_addition_approved": false, "paid_api_calls_approved": false, "production_changes_approved": false, "raw_external_pages_committed": false, "replacement_decision_allowed": false, "sdk_installation_approved": false, "shadow_or_canary_approved": false }, "schema_version": "agent_market_discovery_classification_v1", "summary": { "classification_counts": { "agent_framework_candidate": 5, "agent_governance_candidate": 1, "needs_controlled_research": 2, "personal_agent_platform_candidate": 1 }, "classified_repositories": 9, "production_changes_approved": 0, "recommendation_counts": { "add_to_watch_registry_after_controlled_source_review": 7, "controlled_research_before_watch_registry": 2 }, "recommended_watch_additions": 7, "shadow_or_canary_approved": 0, "watch_only_or_defer": 2 } }