{ "schema_version": "openagent.recommendations.v1", "generated_at": "2026-06-11T13:33:55.889Z", "workflows": [ { "id": "browser-automation", "title": "Browser automation agent", "summary": "Choose tools for agents that inspect websites, click through flows, fill forms, and collect browser evidence.", "required_capabilities": [ "browser_automation", "structured_extraction", "screenshot_capture", "human_review" ], "default_constraints": [ "open-source", "human-approval" ] }, { "id": "coding-agent", "title": "Coding agent stack", "summary": "Choose an agent runtime and guardrails for reading repositories, editing files, running checks, and handing back diffs.", "required_capabilities": [ "repo_inspection", "file_editing", "test_execution", "diff_review", "human_approval" ], "default_constraints": [ "open-source", "human-approval" ] }, { "id": "research-agent", "title": "Research and report agent", "summary": "Choose tools for gathering web evidence, maintaining context, and producing repeatable reports.", "required_capabilities": [ "web_research", "source_capture", "local_memory", "markdown_report", "verification" ], "default_constraints": [ "open-source", "human-approval" ] }, { "id": "local-desktop", "title": "Local desktop assistant", "summary": "Choose local-first tools for a desktop agent that can use files, shell, browser, and user-owned memory under review.", "required_capabilities": [ "local_runtime", "file_access", "browser_access", "approval_gate", "local_memory" ], "default_constraints": [ "open-source", "local-first", "human-approval" ] }, { "id": "chatbot", "title": "Channel bot or support agent", "summary": "Choose bot frameworks and connectors for Discord, Telegram, Slack, WhatsApp, Matrix, or self-hosted support channels.", "required_capabilities": [ "channel_adapter", "message_routing", "credential_boundary", "logs", "handoff" ], "default_constraints": [ "open-source", "team-safe" ] }, { "id": "memory-agent", "title": "Memory-enabled agent", "summary": "Choose a memory layer for personalization, durable context, graph recall, and repeated-session behavior.", "required_capabilities": [ "store_memory", "retrieve_context", "update_memory", "delete_or_scope_memory", "inspect_recall" ], "default_constraints": [ "open-source", "self-hostable", "human-approval" ] }, { "id": "evaluation", "title": "Agent evaluation and observability", "summary": "Choose tools for prompt tests, regression checks, traces, RAG evaluation, and operational monitoring.", "required_capabilities": [ "test_cases", "trace_capture", "regression_checks", "quality_metrics", "ci_or_review_loop" ], "default_constraints": [ "open-source", "team-safe" ] }, { "id": "mcp-integration", "title": "MCP and connector stack", "summary": "Choose protocol tooling and connectors for giving agents controlled access to services, repos, databases, and APIs.", "required_capabilities": [ "tool_schema", "auth_scope", "connector_runtime", "client_compatibility", "risk_review" ], "default_constraints": [ "open-source", "mcp", "team-safe" ] }, { "id": "embodied-agent", "title": "Embodied agent and robotics stack", "summary": "Choose robotics skills, simulators, SDKs, and vision-action candidates without making robotics the main site narrative.", "required_capabilities": [ "simulation", "robot_sdk", "perception", "motion_or_action_layer", "hardware_safety_review" ], "default_constraints": [ "open-source", "human-approval", "team-safe" ] } ], "recommendations": [ { "id": "browser-automation", "title": "Browser automation agent", "summary": "Choose tools for agents that inspect websites, click through flows, fill forms, and collect browser evidence.", "request": { "workflow": "browser-automation", "environment": "local-macos", "stage": "prototype", "constraints": [ "open-source", "human-approval" ] }, "required_capabilities": [ "browser_automation", "structured_extraction", "screenshot_capture", "human_review" ], "recommended_tools": [ { "slug": "openhands", "name": "OpenHands", "href": "/agents/openhands", "category": "agents", "role": "runtime", "score": { "adoption": 100, "maintenance": 82, "openness": 82, "safety": 76, "fit": 48, "total": 68 }, "fit_score": 68, "risk_level": "low", "permission_surface": [ "shell/files" ], "reasons": [ "Fits the browser automation agent category mix.", "Open-source signal is present.", "71,464 GitHub stars provide adoption signal.", "Best for: Developers evaluating open-source coding agents" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "Self-hostable", "MIT", "Verified 2026-04-19" ] }, { "slug": "browser-use", "name": "browser-use", "href": "/agents/browser-use", "category": "agents", "role": "browser", "score": { "adoption": 100, "maintenance": 82, "openness": 82, "safety": 80, "fit": 96, "total": 89 }, "fit_score": 89, "risk_level": "low", "permission_surface": [ "browser" ], "reasons": [ "Fits the browser automation agent category mix.", "Open-source signal is present.", "88,493 GitHub stars provide adoption signal.", "Best for: Developers building agents that need to operate websites" ], "cautions": [ "Browser workflows can break when target sites change." ], "signals": [ "Open source", "Self-hostable", "MIT", "Verified 2026-04-19" ] }, { "slug": "browser-act-skills", "name": "Browser Act Skills", "href": "/skills/browser-act-skills", "category": "skills", "role": "skill", "score": { "adoption": 59, "maintenance": 95, "openness": 70, "safety": 60, "fit": 88, "total": 78 }, "fit_score": 78, "risk_level": "medium", "permission_surface": [ "browser", "shell/files" ], "reasons": [ "Fits the browser automation agent category mix.", "Open-source signal is present.", "1,814 GitHub stars provide adoption signal.", "Best for: Builders looking for reusable agent skills" ], "cautions": [ "Browser workflows can break when target sites change.", "File and shell access should stay behind review gates." ], "signals": [ "Open source", "MIT", "Verified 2026-06-05" ] }, { "slug": "future-agi", "name": "Future AGI", "href": "/tools/future-agi", "category": "tools", "role": "evaluation", "score": { "adoption": 69, "maintenance": 95, "openness": 82, "safety": 96, "fit": 48, "total": 71 }, "fit_score": 71, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the browser automation agent category mix.", "Open-source signal is present.", "1,127 GitHub stars provide adoption signal.", "Best for: Teams operating LLM and agent applications" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-11" ] }, { "slug": "browseros", "name": "BrowserOS", "href": "/agents/browseros", "category": "agents", "role": "browser", "score": { "adoption": 91, "maintenance": 95, "openness": 80, "safety": 80, "fit": 76, "total": 81 }, "fit_score": 81, "risk_level": "low", "permission_surface": [ "browser" ], "reasons": [ "Fits the browser automation agent category mix.", "Open-source signal is present.", "11,316 GitHub stars provide adoption signal.", "Best for: Users evaluating AI-native browsers" ], "cautions": [ "Browser workflows can break when target sites change." ], "signals": [ "Open source", "Local first", "AGPL-3.0", "Verified 2026-06-10" ] }, { "slug": "webwright", "name": "Webwright", "href": "/agents/webwright", "category": "agents", "role": "browser", "score": { "adoption": 82, "maintenance": 95, "openness": 70, "safety": 80, "fit": 76, "total": 79 }, "fit_score": 79, "risk_level": "low", "permission_surface": [ "browser" ], "reasons": [ "Fits the browser automation agent category mix.", "Open-source signal is present.", "5,239 GitHub stars provide adoption signal.", "Best for: Teams evaluating browser agents for complex web workflows" ], "cautions": [ "Browser workflows can break when target sites change." ], "signals": [ "Open source", "MIT", "Verified 2026-06-09" ] }, { "slug": "agentql-mcp", "name": "AgentQL MCP", "href": "/plugins/agentql-mcp", "category": "plugins", "role": "connector", "score": { "adoption": 50, "maintenance": 95, "openness": 70, "safety": 64, "fit": 88, "total": 78 }, "fit_score": 78, "risk_level": "medium", "permission_surface": [ "browser", "memory", "external services" ], "reasons": [ "Fits the browser automation agent category mix.", "Open-source signal is present.", "174 GitHub stars provide adoption signal.", "Best for: Developers building web data extraction tools for agents" ], "cautions": [ "Browser workflows can break when target sites change.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "MCP", "API", "MIT", "Verified 2026-06-11" ] }, { "slug": "cline", "name": "Cline", "href": "/agents/cline", "category": "agents", "role": "connector", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 52, "fit": 76, "total": 75 }, "fit_score": 75, "risk_level": "medium", "permission_surface": [ "browser", "shell/files", "external services" ], "reasons": [ "Fits the browser automation agent category mix.", "Open-source signal is present.", "58,600 GitHub stars provide adoption signal.", "Best for: Developers who want step-by-step approval control over AI coding actions" ], "cautions": [ "Browser workflows can break when target sites change.", "File and shell access should stay behind review gates." ], "signals": [ "Open source", "MCP", "Apache-2.0", "Verified 2026-06-04" ] } ], "missing_capabilities": [ "structured_extraction", "screenshot_capture", "human_review" ], "risk_notes": [ "File and shell access should stay behind review gates.", "Browser workflows can break when target sites change.", "Memory systems need deletion, scoping, and stale-context checks." ], "first_test": "Run one low-risk website flow twice, then compare logs, screenshots, retries, and the exact actions taken.", "install_plan": [ "Pick the top runtime or primary tool first.", "Add only the connector, memory, or skill layer required by the first test.", "Run the first test in a sandbox with reviewable logs and source links.", "Promote to production only after permission scope, rollback, and maintenance checks are documented." ], "export_targets": [ "AGENTS.md", "CLAUDE.md", "Codex prompt", "JSON registry" ] }, { "id": "coding-agent", "title": "Coding agent stack", "summary": "Choose an agent runtime and guardrails for reading repositories, editing files, running checks, and handing back diffs.", "request": { "workflow": "coding-agent", "environment": "local-macos", "stage": "prototype", "constraints": [ "open-source", "human-approval" ] }, "required_capabilities": [ "repo_inspection", "file_editing", "test_execution", "diff_review", "human_approval" ], "recommended_tools": [ { "slug": "aider", "name": "Aider", "href": "/agents/aider", "category": "agents", "role": "runtime", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 76, "fit": 88, "total": 85 }, "fit_score": 85, "risk_level": "low", "permission_surface": [ "shell/files" ], "reasons": [ "Fits the coding agent stack category mix.", "Open-source signal is present.", "45,400 GitHub stars provide adoption signal.", "Best for: Developers who want model-agnostic AI pair programming in the terminal" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-05-27" ] }, { "slug": "antigravity-awesome-skills", "name": "Antigravity Awesome Skills", "href": "/skills/antigravity-awesome-skills", "category": "skills", "role": "skill", "score": { "adoption": 80, "maintenance": 95, "openness": 70, "safety": 76, "fit": 76, "total": 78 }, "fit_score": 78, "risk_level": "low", "permission_surface": [ "shell/files" ], "reasons": [ "Fits the coding agent stack category mix.", "Open-source signal is present.", "39,721 GitHub stars provide adoption signal.", "Best for: Builders looking for reusable coding-agent skills" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "MIT", "Verified 2026-06-05" ] }, { "slug": "future-agi", "name": "Future AGI", "href": "/tools/future-agi", "category": "tools", "role": "evaluation", "score": { "adoption": 69, "maintenance": 95, "openness": 82, "safety": 96, "fit": 36, "total": 66 }, "fit_score": 66, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the coding agent stack category mix.", "Open-source signal is present.", "1,127 GitHub stars provide adoption signal.", "Best for: Teams operating LLM and agent applications" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-11" ] }, { "slug": "cline", "name": "Cline", "href": "/agents/cline", "category": "agents", "role": "connector", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 52, "fit": 88, "total": 80 }, "fit_score": 80, "risk_level": "medium", "permission_surface": [ "browser", "shell/files", "external services" ], "reasons": [ "Fits the coding agent stack category mix.", "Open-source signal is present.", "58,600 GitHub stars provide adoption signal.", "Best for: Developers who want step-by-step approval control over AI coding actions" ], "cautions": [ "Browser workflows can break when target sites change.", "File and shell access should stay behind review gates." ], "signals": [ "Open source", "MCP", "Apache-2.0", "Verified 2026-06-04" ] }, { "slug": "continue", "name": "Continue", "href": "/agents/continue", "category": "agents", "role": "runtime", "score": { "adoption": 99, "maintenance": 95, "openness": 70, "safety": 76, "fit": 76, "total": 79 }, "fit_score": 79, "risk_level": "low", "permission_surface": [ "shell/files" ], "reasons": [ "Fits the coding agent stack category mix.", "Open-source signal is present.", "31,800 GitHub stars provide adoption signal.", "Best for: Developers who need both VS Code and JetBrains support" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-04" ] }, { "slug": "swe-agent", "name": "SWE-agent", "href": "/agents/swe-agent", "category": "agents", "role": "runtime", "score": { "adoption": 97, "maintenance": 95, "openness": 70, "safety": 76, "fit": 76, "total": 79 }, "fit_score": 79, "risk_level": "low", "permission_surface": [ "shell/files" ], "reasons": [ "Fits the coding agent stack category mix.", "Open-source signal is present.", "19,300 GitHub stars provide adoption signal.", "Best for: Researchers benchmarking autonomous coding agent capabilities" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "MIT", "Verified 2026-05-27" ] }, { "slug": "gemini-cli", "name": "Gemini CLI", "href": "/agents/gemini-cli", "category": "agents", "role": "connector", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 68, "fit": 76, "total": 78 }, "fit_score": 78, "risk_level": "medium", "permission_surface": [ "shell/files", "external services" ], "reasons": [ "Fits the coding agent stack category mix.", "Open-source signal is present.", "105,000 GitHub stars provide adoption signal.", "Best for: Developers who want free or low-cost access to frontier models in a terminal agent" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "MCP", "Apache-2.0", "Verified 2026-05-27" ] }, { "slug": "goose", "name": "Goose", "href": "/agents/goose", "category": "agents", "role": "connector", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 68, "fit": 76, "total": 78 }, "fit_score": 78, "risk_level": "medium", "permission_surface": [ "shell/files", "external services" ], "reasons": [ "Fits the coding agent stack category mix.", "Open-source signal is present.", "45,200 GitHub stars provide adoption signal.", "Best for: Developers who want a vendor-neutral, extensible AI agent with MCP support" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "MCP", "Apache-2.0", "Verified 2026-06-04" ] } ], "missing_capabilities": [ "repo_inspection", "test_execution", "diff_review", "human_approval" ], "risk_notes": [ "File and shell access should stay behind review gates.", "Browser workflows can break when target sites change." ], "first_test": "Ask the agent to make one small repository change in a sandbox branch, run checks, and review the final diff.", "install_plan": [ "Pick the top runtime or primary tool first.", "Add only the connector, memory, or skill layer required by the first test.", "Run the first test in a sandbox with reviewable logs and source links.", "Promote to production only after permission scope, rollback, and maintenance checks are documented." ], "export_targets": [ "AGENTS.md", "CLAUDE.md", "Codex prompt", "JSON registry" ] }, { "id": "research-agent", "title": "Research and report agent", "summary": "Choose tools for gathering web evidence, maintaining context, and producing repeatable reports.", "request": { "workflow": "research-agent", "environment": "local-macos", "stage": "prototype", "constraints": [ "open-source", "human-approval" ] }, "required_capabilities": [ "web_research", "source_capture", "local_memory", "markdown_report", "verification" ], "recommended_tools": [ { "slug": "browser-use", "name": "browser-use", "href": "/agents/browser-use", "category": "agents", "role": "runtime", "score": { "adoption": 100, "maintenance": 82, "openness": 82, "safety": 80, "fit": 72, "total": 79 }, "fit_score": 79, "risk_level": "low", "permission_surface": [ "browser" ], "reasons": [ "Fits the research and report agent category mix.", "Open-source signal is present.", "88,493 GitHub stars provide adoption signal.", "Best for: Developers building agents that need to operate websites" ], "cautions": [ "Browser workflows can break when target sites change." ], "signals": [ "Open source", "Self-hostable", "MIT", "Verified 2026-04-19" ] }, { "slug": "mem0", "name": "Mem0", "href": "/memory-systems/mem0", "category": "memory-systems", "role": "memory", "score": { "adoption": 20, "maintenance": 82, "openness": 82, "safety": 88, "fit": 72, "total": 74 }, "fit_score": 74, "risk_level": "low", "permission_surface": [ "memory" ], "reasons": [ "Fits the research and report agent category mix.", "Open-source signal is present.", "Best for: Builders adding long-term memory to agents or chat apps" ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Self-hostable", "API", "Apache-2.0", "Verified 2026-04-19" ] }, { "slug": "scientific-agent-skills", "name": "Scientific Agent Skills", "href": "/skills/scientific-agent-skills", "category": "skills", "role": "skill", "score": { "adoption": 97, "maintenance": 82, "openness": 82, "safety": 96, "fit": 60, "total": 76 }, "fit_score": 76, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the research and report agent category mix.", "Open-source signal is present.", "18,824 GitHub stars provide adoption signal.", "Best for: Researchers exploring reusable agent workflows" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "MIT", "Verified 2026-04-19" ] }, { "slug": "future-agi", "name": "Future AGI", "href": "/tools/future-agi", "category": "tools", "role": "evaluation", "score": { "adoption": 69, "maintenance": 95, "openness": 82, "safety": 96, "fit": 48, "total": 71 }, "fit_score": 71, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the research and report agent category mix.", "Open-source signal is present.", "1,127 GitHub stars provide adoption signal.", "Best for: Teams operating LLM and agent applications" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-11" ] }, { "slug": "odysseus", "name": "Odysseus", "href": "/agents/odysseus", "category": "agents", "role": "connector", "score": { "adoption": 100, "maintenance": 95, "openness": 82, "safety": 80, "fit": 72, "total": 81 }, "fit_score": 81, "risk_level": "low", "permission_surface": [ "memory", "external services" ], "reasons": [ "Fits the research and report agent category mix.", "Open-source signal is present.", "36,300 GitHub stars provide adoption signal.", "Best for: Developers who want a self-hosted all-in-one AI workspace with full data privacy" ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Self-hostable", "MCP", "MIT", "Verified 2026-06-03" ] }, { "slug": "webwright", "name": "Webwright", "href": "/agents/webwright", "category": "agents", "role": "runtime", "score": { "adoption": 82, "maintenance": 95, "openness": 70, "safety": 80, "fit": 64, "total": 74 }, "fit_score": 74, "risk_level": "low", "permission_surface": [ "browser" ], "reasons": [ "Fits the research and report agent category mix.", "Open-source signal is present.", "5,239 GitHub stars provide adoption signal.", "Best for: Teams evaluating browser agents for complex web workflows" ], "cautions": [ "Browser workflows can break when target sites change." ], "signals": [ "Open source", "MIT", "Verified 2026-06-09" ] }, { "slug": "marketing-skills", "name": "Marketing Skills", "href": "/skills/marketing-skills", "category": "skills", "role": "skill", "score": { "adoption": 80, "maintenance": 95, "openness": 70, "safety": 76, "fit": 64, "total": 73 }, "fit_score": 73, "risk_level": "low", "permission_surface": [ "shell/files" ], "reasons": [ "Fits the research and report agent category mix.", "Open-source signal is present.", "31,942 GitHub stars provide adoption signal.", "Best for: Builders looking for reusable agent skills" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "MIT", "Verified 2026-06-05" ] }, { "slug": "openhands", "name": "OpenHands", "href": "/agents/openhands", "category": "agents", "role": "runtime", "score": { "adoption": 100, "maintenance": 82, "openness": 82, "safety": 76, "fit": 60, "total": 73 }, "fit_score": 73, "risk_level": "low", "permission_surface": [ "shell/files" ], "reasons": [ "Fits the research and report agent category mix.", "Open-source signal is present.", "71,464 GitHub stars provide adoption signal.", "Best for: Developers evaluating open-source coding agents" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "Self-hostable", "MIT", "Verified 2026-04-19" ] } ], "missing_capabilities": [ "web_research", "local_memory", "markdown_report", "verification" ], "risk_notes": [ "Browser workflows can break when target sites change.", "Memory systems need deletion, scoping, and stale-context checks.", "File and shell access should stay behind review gates." ], "first_test": "Monitor three public sources and generate one cited report with source links, timestamps, and a review checklist.", "install_plan": [ "Pick the top runtime or primary tool first.", "Add only the connector, memory, or skill layer required by the first test.", "Run the first test in a sandbox with reviewable logs and source links.", "Promote to production only after permission scope, rollback, and maintenance checks are documented." ], "export_targets": [ "AGENTS.md", "CLAUDE.md", "Codex prompt", "JSON registry" ] }, { "id": "local-desktop", "title": "Local desktop assistant", "summary": "Choose local-first tools for a desktop agent that can use files, shell, browser, and user-owned memory under review.", "request": { "workflow": "local-desktop", "environment": "local-macos", "stage": "prototype", "constraints": [ "open-source", "local-first", "human-approval" ] }, "required_capabilities": [ "local_runtime", "file_access", "browser_access", "approval_gate", "local_memory" ], "recommended_tools": [ { "slug": "tabby", "name": "Tabby", "href": "/agents/tabby", "category": "agents", "role": "runtime", "score": { "adoption": 99, "maintenance": 95, "openness": 92, "safety": 76, "fit": 98, "total": 93 }, "fit_score": 93, "risk_level": "low", "permission_surface": [ "shell/files" ], "reasons": [ "Fits the local desktop assistant category mix.", "Open-source signal is present.", "Matches the local-first constraint.", "32,200 GitHub stars provide adoption signal." ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "Local first", "Self-hostable", "Apache-2.0", "Verified 2026-06-04" ] }, { "slug": "agentmemory", "name": "AgentMemory", "href": "/memory-systems/agentmemory", "category": "memory-systems", "role": "memory", "score": { "adoption": 98, "maintenance": 95, "openness": 56, "safety": 68, "fit": 64, "total": 70 }, "fit_score": 70, "risk_level": "medium", "permission_surface": [ "shell/files", "memory" ], "reasons": [ "Fits the local desktop assistant category mix.", "Open-source signal is present.", "22,013 GitHub stars provide adoption signal.", "Best for: Developers using coding agents across long-running repositories" ], "cautions": [ "File and shell access should stay behind review gates.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-09" ] }, { "slug": "scientific-agent-skills", "name": "Scientific Agent Skills", "href": "/skills/scientific-agent-skills", "category": "skills", "role": "skill", "score": { "adoption": 97, "maintenance": 82, "openness": 68, "safety": 96, "fit": 60, "total": 74 }, "fit_score": 74, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the local desktop assistant category mix.", "Open-source signal is present.", "18,824 GitHub stars provide adoption signal.", "Best for: Researchers exploring reusable agent workflows" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "MIT", "Verified 2026-04-19" ] }, { "slug": "gemma-4-12b", "name": "Gemma 4 12B", "href": "/models/gemma-4-12b", "category": "models", "role": "model", "score": { "adoption": 20, "maintenance": 95, "openness": 92, "safety": 68, "fit": 100, "total": 86 }, "fit_score": 86, "risk_level": "medium", "permission_surface": [ "shell/files", "memory" ], "reasons": [ "Fits the local desktop assistant category mix.", "Open-source signal is present.", "Matches the local-first constraint.", "Best for: Developers testing local multimodal agents on laptops" ], "cautions": [ "File and shell access should stay behind review gates.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Local first", "Self-hostable", "Apache-2.0", "Verified 2026-06-04" ] }, { "slug": "deepseek-r1", "name": "DeepSeek-R1", "href": "/models/deepseek-r1", "category": "models", "role": "model", "score": { "adoption": 100, "maintenance": 95, "openness": 92, "safety": 60, "fit": 86, "total": 85 }, "fit_score": 85, "risk_level": "medium", "permission_surface": [ "shell/files", "messages", "external services" ], "reasons": [ "Fits the local desktop assistant category mix.", "Open-source signal is present.", "Matches the local-first constraint.", "91,963 GitHub stars provide adoption signal." ], "cautions": [ "File and shell access should stay behind review gates.", "Messaging bots can expose private conversations if permissions are too broad." ], "signals": [ "Open source", "Local first", "Self-hostable", "MIT", "Verified 2026-06-02" ] }, { "slug": "olmo-2", "name": "OLMo 2", "href": "/models/olmo-2", "category": "models", "role": "model", "score": { "adoption": 86, "maintenance": 82, "openness": 92, "safety": 80, "fit": 86, "total": 85 }, "fit_score": 85, "risk_level": "low", "permission_surface": [ "memory", "messages" ], "reasons": [ "Fits the local desktop assistant category mix.", "Open-source signal is present.", "Matches the local-first constraint.", "6,482 GitHub stars provide adoption signal." ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks.", "Messaging bots can expose private conversations if permissions are too broad." ], "signals": [ "Open source", "Local first", "Self-hostable", "Apache-2.0", "Verified 2026-04-19" ] }, { "slug": "opencode", "name": "OpenCode", "href": "/agents/opencode", "category": "agents", "role": "connector", "score": { "adoption": 100, "maintenance": 95, "openness": 80, "safety": 60, "fit": 90, "total": 84 }, "fit_score": 84, "risk_level": "medium", "permission_surface": [ "shell/files", "memory", "external services" ], "reasons": [ "Fits the local desktop assistant category mix.", "Open-source signal is present.", "Matches the local-first constraint.", "160,000 GitHub stars provide adoption signal." ], "cautions": [ "File and shell access should stay behind review gates.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Local first", "MCP", "MIT", "Verified 2026-06-04" ] }, { "slug": "gemma-4", "name": "Gemma 4", "href": "/models/gemma-4", "category": "models", "role": "model", "score": { "adoption": 20, "maintenance": 95, "openness": 92, "safety": 88, "fit": 86, "total": 83 }, "fit_score": 83, "risk_level": "low", "permission_surface": [ "external services" ], "reasons": [ "Fits the local desktop assistant category mix.", "Open-source signal is present.", "Matches the local-first constraint.", "Best for: Developers evaluating open models for local or self-hosted AI apps" ], "cautions": [], "signals": [ "Open source", "Local first", "Self-hostable", "API", "Apache-2.0", "Verified 2026-06-04" ] } ], "missing_capabilities": [ "browser_access", "approval_gate" ], "risk_notes": [ "File and shell access should stay behind review gates.", "Memory systems need deletion, scoping, and stale-context checks.", "Messaging bots can expose private conversations if permissions are too broad." ], "first_test": "Run one repeatable local task with non-sensitive files and verify every file, shell, and browser action is reviewable.", "install_plan": [ "Pick the top runtime or primary tool first.", "Add only the connector, memory, or skill layer required by the first test.", "Run the first test in a sandbox with reviewable logs and source links.", "Promote to production only after permission scope, rollback, and maintenance checks are documented." ], "export_targets": [ "AGENTS.md", "CLAUDE.md", "Codex prompt", "JSON registry" ] }, { "id": "chatbot", "title": "Channel bot or support agent", "summary": "Choose bot frameworks and connectors for Discord, Telegram, Slack, WhatsApp, Matrix, or self-hosted support channels.", "request": { "workflow": "chatbot", "environment": "local-macos", "stage": "prototype", "constraints": [ "open-source", "team-safe" ] }, "required_capabilities": [ "channel_adapter", "message_routing", "credential_boundary", "logs", "handoff" ], "recommended_tools": [ { "slug": "astrbot", "name": "AstrBot", "href": "/bots/astrbot", "category": "bots", "role": "bot", "score": { "adoption": 100, "maintenance": 95, "openness": 82, "safety": 78, "fit": 84, "total": 85 }, "fit_score": 85, "risk_level": "low", "permission_surface": [ "messages" ], "reasons": [ "Fits the channel bot or support agent category mix.", "Open-source signal is present.", "33,820 GitHub stars provide adoption signal.", "Best for: Builders evaluating self-hosted AI bots for real messaging channels" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad." ], "signals": [ "Open source", "Self-hostable", "AGPL-3.0", "Verified 2026-06-05" ] }, { "slug": "haystack", "name": "haystack", "href": "/memory-systems/haystack", "category": "memory-systems", "role": "memory", "score": { "adoption": 99, "maintenance": 95, "openness": 70, "safety": 70, "fit": 52, "total": 68 }, "fit_score": 68, "risk_level": "medium", "permission_surface": [ "memory", "messages" ], "reasons": [ "Fits the channel bot or support agent category mix.", "Open-source signal is present.", "25,447 GitHub stars provide adoption signal.", "Best for: Teams building production RAG systems with complex document processing pipelines" ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks.", "Messaging bots can expose private conversations if permissions are too broad." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-03" ] }, { "slug": "dograh", "name": "Dograh", "href": "/bots/dograh", "category": "bots", "role": "connector", "score": { "adoption": 83, "maintenance": 95, "openness": 82, "safety": 62, "fit": 84, "total": 81 }, "fit_score": 81, "risk_level": "medium", "permission_surface": [ "messages", "external services" ], "reasons": [ "Fits the channel bot or support agent category mix.", "Open-source signal is present.", "4,313 GitHub stars provide adoption signal.", "Best for: Teams building self-hosted voice agents" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad." ], "signals": [ "Open source", "Self-hostable", "MCP", "BSD-2-Clause", "Verified 2026-06-10" ] }, { "slug": "nanobot", "name": "nanobot", "href": "/tools/nanobot", "category": "tools", "role": "evaluation", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 86, "fit": 40, "total": 66 }, "fit_score": 66, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the channel bot or support agent category mix.", "Open-source signal is present.", "43,570 GitHub stars provide adoption signal.", "Best for: Developers adding AI automation to existing tools and workflows without heavy framework dependencies" ], "cautions": [], "signals": [ "Open source", "MIT", "Verified 2026-06-03" ] }, { "slug": "musebot", "name": "MuseBot", "href": "/bots/musebot", "category": "bots", "role": "bot", "score": { "adoption": 72, "maintenance": 95, "openness": 82, "safety": 78, "fit": 84, "total": 83 }, "fit_score": 83, "risk_level": "low", "permission_surface": [ "messages" ], "reasons": [ "Fits the channel bot or support agent category mix.", "Open-source signal is present.", "1,592 GitHub stars provide adoption signal.", "Best for: Builders evaluating self-hosted AI bots for real messaging channels" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad." ], "signals": [ "Open source", "Self-hostable", "MIT", "Verified 2026-06-05" ] }, { "slug": "llmcord", "name": "llmcord", "href": "/bots/llmcord", "category": "bots", "role": "bot", "score": { "adoption": 66, "maintenance": 95, "openness": 92, "safety": 62, "fit": 84, "total": 82 }, "fit_score": 82, "risk_level": "medium", "permission_surface": [ "messages", "external services" ], "reasons": [ "Fits the channel bot or support agent category mix.", "Open-source signal is present.", "807 GitHub stars provide adoption signal.", "Best for: Builders evaluating self-hosted AI bots for real messaging channels" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad." ], "signals": [ "Open source", "Local first", "Self-hostable", "MIT", "Verified 2026-06-05" ] }, { "slug": "kirara-ai", "name": "Kirara AI", "href": "/bots/kirara-ai", "category": "bots", "role": "bot", "score": { "adoption": 97, "maintenance": 95, "openness": 82, "safety": 78, "fit": 72, "total": 80 }, "fit_score": 80, "risk_level": "low", "permission_surface": [ "messages" ], "reasons": [ "Fits the channel bot or support agent category mix.", "Open-source signal is present.", "18,784 GitHub stars provide adoption signal.", "Best for: Builders evaluating self-hosted AI bots for real messaging channels" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad." ], "signals": [ "Open source", "Self-hostable", "AGPL-3.0", "Verified 2026-06-05" ] }, { "slug": "langbot", "name": "LangBot", "href": "/bots/langbot", "category": "bots", "role": "bot", "score": { "adoption": 95, "maintenance": 95, "openness": 82, "safety": 78, "fit": 72, "total": 80 }, "fit_score": 80, "risk_level": "low", "permission_surface": [ "messages" ], "reasons": [ "Fits the channel bot or support agent category mix.", "Open-source signal is present.", "16,210 GitHub stars provide adoption signal.", "Best for: Builders evaluating self-hosted AI bots for real messaging channels" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad." ], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-05" ] } ], "missing_capabilities": [ "channel_adapter", "credential_boundary", "logs", "handoff" ], "risk_notes": [ "Messaging bots can expose private conversations if permissions are too broad.", "Memory systems need deletion, scoping, and stale-context checks." ], "first_test": "Deploy to one private test channel, send ten representative messages, and inspect permissions, logs, and failure handling.", "install_plan": [ "Pick the top runtime or primary tool first.", "Add only the connector, memory, or skill layer required by the first test.", "Run the first test in a sandbox with reviewable logs and source links.", "Promote to production only after permission scope, rollback, and maintenance checks are documented." ], "export_targets": [ "AGENTS.md", "CLAUDE.md", "Codex prompt", "JSON registry" ] }, { "id": "memory-agent", "title": "Memory-enabled agent", "summary": "Choose a memory layer for personalization, durable context, graph recall, and repeated-session behavior.", "request": { "workflow": "memory-agent", "environment": "local-macos", "stage": "prototype", "constraints": [ "open-source", "self-hostable", "human-approval" ] }, "required_capabilities": [ "store_memory", "retrieve_context", "update_memory", "delete_or_scope_memory", "inspect_recall" ], "recommended_tools": [ { "slug": "cognee", "name": "Cognee", "href": "/memory-systems/cognee", "category": "memory-systems", "role": "memory", "score": { "adoption": 20, "maintenance": 82, "openness": 82, "safety": 88, "fit": 100, "total": 86 }, "fit_score": 86, "risk_level": "low", "permission_surface": [ "memory" ], "reasons": [ "Fits the memory-enabled agent category mix.", "Open-source signal is present.", "Best for: Builders creating AI apps over messy data sources" ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Self-hostable", "API", "Apache-2.0", "Verified 2026-04-19" ] }, { "slug": "langgraph", "name": "LangGraph", "href": "/agents/langgraph", "category": "agents", "role": "runtime", "score": { "adoption": 20, "maintenance": 82, "openness": 82, "safety": 88, "fit": 84, "total": 79 }, "fit_score": 79, "risk_level": "low", "permission_surface": [ "external services" ], "reasons": [ "Fits the memory-enabled agent category mix.", "Open-source signal is present.", "Best for: Developers building production-style stateful agents" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "API", "MIT", "Verified 2026-04-19" ] }, { "slug": "skillhub", "name": "SkillHub", "href": "/skills/skillhub", "category": "skills", "role": "skill", "score": { "adoption": 80, "maintenance": 95, "openness": 82, "safety": 96, "fit": 48, "total": 72 }, "fit_score": 72, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the memory-enabled agent category mix.", "Open-source signal is present.", "3,421 GitHub stars provide adoption signal.", "Best for: Enterprise teams building shared agent skill libraries" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-10" ] }, { "slug": "future-agi", "name": "Future AGI", "href": "/tools/future-agi", "category": "tools", "role": "evaluation", "score": { "adoption": 69, "maintenance": 95, "openness": 82, "safety": 96, "fit": 48, "total": 71 }, "fit_score": 71, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the memory-enabled agent category mix.", "Open-source signal is present.", "1,127 GitHub stars provide adoption signal.", "Best for: Teams operating LLM and agent applications" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-11" ] }, { "slug": "mem0", "name": "Mem0", "href": "/memory-systems/mem0", "category": "memory-systems", "role": "memory", "score": { "adoption": 20, "maintenance": 82, "openness": 82, "safety": 88, "fit": 100, "total": 86 }, "fit_score": 86, "risk_level": "low", "permission_surface": [ "memory" ], "reasons": [ "Fits the memory-enabled agent category mix.", "Open-source signal is present.", "Best for: Builders adding long-term memory to agents or chat apps" ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Self-hostable", "API", "Apache-2.0", "Verified 2026-04-19" ] }, { "slug": "graphiti", "name": "Graphiti", "href": "/memory-systems/graphiti", "category": "memory-systems", "role": "memory", "score": { "adoption": 20, "maintenance": 82, "openness": 82, "safety": 80, "fit": 100, "total": 84 }, "fit_score": 84, "risk_level": "low", "permission_surface": [ "memory", "external services" ], "reasons": [ "Fits the memory-enabled agent category mix.", "Open-source signal is present.", "Best for: Builders who need graph memory instead of simple chat history" ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Self-hostable", "MCP", "Apache-2.0", "Verified 2026-04-19" ] }, { "slug": "memori", "name": "Memori", "href": "/memory-systems/memori", "category": "memory-systems", "role": "memory", "score": { "adoption": 20, "maintenance": 82, "openness": 82, "safety": 80, "fit": 100, "total": 84 }, "fit_score": 84, "risk_level": "low", "permission_surface": [ "memory", "external services" ], "reasons": [ "Fits the memory-enabled agent category mix.", "Open-source signal is present.", "Best for: Developers adding memory to LLM applications" ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Self-hostable", "API", "Apache-2.0", "Verified 2026-04-19" ] }, { "slug": "letta", "name": "Letta", "href": "/memory-systems/letta", "category": "memory-systems", "role": "memory", "score": { "adoption": 20, "maintenance": 82, "openness": 82, "safety": 80, "fit": 96, "total": 83 }, "fit_score": 83, "risk_level": "low", "permission_surface": [ "memory", "external services" ], "reasons": [ "Fits the memory-enabled agent category mix.", "Open-source signal is present.", "Best for: Developers building personalized stateful agents" ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Self-hostable", "API", "Apache-2.0", "Verified 2026-04-19" ] } ], "missing_capabilities": [ "store_memory", "retrieve_context", "update_memory", "delete_or_scope_memory" ], "risk_notes": [ "Memory systems need deletion, scoping, and stale-context checks." ], "first_test": "Create, retrieve, correct, and delete a small set of memories, then inspect why each memory was recalled.", "install_plan": [ "Pick the top runtime or primary tool first.", "Add only the connector, memory, or skill layer required by the first test.", "Run the first test in a sandbox with reviewable logs and source links.", "Promote to production only after permission scope, rollback, and maintenance checks are documented." ], "export_targets": [ "AGENTS.md", "CLAUDE.md", "Codex prompt", "JSON registry" ] }, { "id": "evaluation", "title": "Agent evaluation and observability", "summary": "Choose tools for prompt tests, regression checks, traces, RAG evaluation, and operational monitoring.", "request": { "workflow": "evaluation", "environment": "local-macos", "stage": "prototype", "constraints": [ "open-source", "team-safe" ] }, "required_capabilities": [ "test_cases", "trace_capture", "regression_checks", "quality_metrics", "ci_or_review_loop" ], "recommended_tools": [ { "slug": "promptfoo", "name": "promptfoo", "href": "/tools/promptfoo", "category": "tools", "role": "evaluation", "score": { "adoption": 98, "maintenance": 95, "openness": 70, "safety": 78, "fit": 88, "total": 85 }, "fit_score": 85, "risk_level": "low", "permission_surface": [ "memory" ], "reasons": [ "Fits the agent evaluation and observability category mix.", "Open-source signal is present.", "21,787 GitHub stars provide adoption signal.", "Best for: Teams testing prompts, agents, and RAG systems" ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "MIT", "Verified 2026-06-02" ] }, { "slug": "crawl4ai", "name": "crawl4ai", "href": "/agents/crawl4ai", "category": "agents", "role": "runtime", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 46, "fit": 64, "total": 69 }, "fit_score": 69, "risk_level": "high", "permission_surface": [ "browser", "memory", "external services" ], "reasons": [ "Fits the agent evaluation and observability category mix.", "Open-source signal is present.", "67,682 GitHub stars provide adoption signal.", "Best for: AI engineers building RAG pipelines that need clean web content extraction" ], "cautions": [ "Browser workflows can break when target sites change.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-03" ] }, { "slug": "garden-skills", "name": "Garden Skills", "href": "/skills/garden-skills", "category": "skills", "role": "skill", "score": { "adoption": 88, "maintenance": 95, "openness": 70, "safety": 86, "fit": 40, "total": 65 }, "fit_score": 65, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the agent evaluation and observability category mix.", "Open-source signal is present.", "7,602 GitHub stars provide adoption signal.", "Best for: Users building a personal or team agent skills library" ], "cautions": [], "signals": [ "Open source", "MIT", "Verified 2026-06-09" ] }, { "slug": "future-agi", "name": "Future AGI", "href": "/tools/future-agi", "category": "tools", "role": "evaluation", "score": { "adoption": 69, "maintenance": 95, "openness": 82, "safety": 86, "fit": 72, "total": 79 }, "fit_score": 79, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the agent evaluation and observability category mix.", "Open-source signal is present.", "1,127 GitHub stars provide adoption signal.", "Best for: Teams operating LLM and agent applications" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-11" ] }, { "slug": "mlflow", "name": "MLflow", "href": "/tools/mlflow", "category": "tools", "role": "evaluation", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 86, "fit": 64, "total": 76 }, "fit_score": 76, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the agent evaluation and observability category mix.", "Open-source signal is present.", "26,374 GitHub stars provide adoption signal.", "Best for: Teams operationalizing LLM and agent applications" ], "cautions": [], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-09" ] }, { "slug": "openlit", "name": "OpenLIT", "href": "/tools/openlit", "category": "tools", "role": "evaluation", "score": { "adoption": 76, "maintenance": 95, "openness": 70, "safety": 86, "fit": 64, "total": 74 }, "fit_score": 74, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the agent evaluation and observability category mix.", "Open-source signal is present.", "2,516 GitHub stars provide adoption signal.", "Best for: Teams operating production LLM and agent applications" ], "cautions": [], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-10" ] }, { "slug": "nanobot", "name": "nanobot", "href": "/tools/nanobot", "category": "tools", "role": "evaluation", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 86, "fit": 52, "total": 71 }, "fit_score": 71, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the agent evaluation and observability category mix.", "Open-source signal is present.", "43,570 GitHub stars provide adoption signal.", "Best for: Developers adding AI automation to existing tools and workflows without heavy framework dependencies" ], "cautions": [], "signals": [ "Open source", "MIT", "Verified 2026-06-03" ] }, { "slug": "ragas", "name": "Ragas", "href": "/tools/ragas", "category": "tools", "role": "evaluation", "score": { "adoption": 94, "maintenance": 95, "openness": 70, "safety": 62, "fit": 64, "total": 71 }, "fit_score": 71, "risk_level": "medium", "permission_surface": [ "browser", "memory" ], "reasons": [ "Fits the agent evaluation and observability category mix.", "Open-source signal is present.", "14,187 GitHub stars provide adoption signal.", "Best for: Teams evaluating RAG and LLM applications" ], "cautions": [ "Browser workflows can break when target sites change.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-02" ] } ], "missing_capabilities": [ "test_cases", "trace_capture", "regression_checks", "quality_metrics" ], "risk_notes": [ "Memory systems need deletion, scoping, and stale-context checks.", "Browser workflows can break when target sites change." ], "first_test": "Add five real failure cases and verify the evaluation can run again after a model, prompt, or retrieval change.", "install_plan": [ "Pick the top runtime or primary tool first.", "Add only the connector, memory, or skill layer required by the first test.", "Run the first test in a sandbox with reviewable logs and source links.", "Promote to production only after permission scope, rollback, and maintenance checks are documented." ], "export_targets": [ "AGENTS.md", "CLAUDE.md", "Codex prompt", "JSON registry" ] }, { "id": "mcp-integration", "title": "MCP and connector stack", "summary": "Choose protocol tooling and connectors for giving agents controlled access to services, repos, databases, and APIs.", "request": { "workflow": "mcp-integration", "environment": "local-macos", "stage": "prototype", "constraints": [ "open-source", "mcp", "team-safe" ] }, "required_capabilities": [ "tool_schema", "auth_scope", "connector_runtime", "client_compatibility", "risk_review" ], "recommended_tools": [ { "slug": "mongodb-mcp-server", "name": "MongoDB MCP Server", "href": "/plugins/mongodb-mcp-server", "category": "plugins", "role": "connector", "score": { "adoption": 69, "maintenance": 95, "openness": 70, "safety": 62, "fit": 94, "total": 82 }, "fit_score": 82, "risk_level": "medium", "permission_surface": [ "memory", "external services" ], "reasons": [ "Fits the mcp and connector stack category mix.", "Open-source signal is present.", "Matches the MCP constraint.", "1,045 GitHub stars provide adoption signal." ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "MCP", "API", "Apache-2.0", "Verified 2026-06-10" ] }, { "slug": "tabby", "name": "Tabby", "href": "/agents/tabby", "category": "agents", "role": "runtime", "score": { "adoption": 99, "maintenance": 95, "openness": 92, "safety": 66, "fit": 48, "total": 70 }, "fit_score": 70, "risk_level": "medium", "permission_surface": [ "shell/files" ], "reasons": [ "Fits the mcp and connector stack category mix.", "Open-source signal is present.", "32,200 GitHub stars provide adoption signal.", "Best for: Enterprise teams with strict data sovereignty and compliance requirements" ], "cautions": [ "File and shell access should stay behind review gates." ], "signals": [ "Open source", "Local first", "Self-hostable", "Apache-2.0", "Verified 2026-06-04" ] }, { "slug": "scientific-agent-skills", "name": "Scientific Agent Skills", "href": "/skills/scientific-agent-skills", "category": "skills", "role": "skill", "score": { "adoption": 97, "maintenance": 82, "openness": 82, "safety": 86, "fit": 36, "total": 65 }, "fit_score": 65, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the mcp and connector stack category mix.", "Open-source signal is present.", "18,824 GitHub stars provide adoption signal.", "Best for: Researchers exploring reusable agent workflows" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "MIT", "Verified 2026-04-19" ] }, { "slug": "future-agi", "name": "Future AGI", "href": "/tools/future-agi", "category": "tools", "role": "evaluation", "score": { "adoption": 69, "maintenance": 95, "openness": 82, "safety": 86, "fit": 36, "total": 64 }, "fit_score": 64, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the mcp and connector stack category mix.", "Open-source signal is present.", "1,127 GitHub stars provide adoption signal.", "Best for: Teams operating LLM and agent applications" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-11" ] }, { "slug": "fastmcp", "name": "FastMCP", "href": "/plugins/fastmcp", "category": "plugins", "role": "connector", "score": { "adoption": 99, "maintenance": 95, "openness": 70, "safety": 42, "fit": 94, "total": 81 }, "fit_score": 81, "risk_level": "high", "permission_surface": [ "shell/files", "memory", "external services" ], "reasons": [ "Fits the mcp and connector stack category mix.", "Open-source signal is present.", "Matches the MCP constraint.", "25,429 GitHub stars provide adoption signal." ], "cautions": [ "File and shell access should stay behind review gates.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "MCP", "Apache-2.0", "Verified 2026-06-02" ] }, { "slug": "model-context-protocol-python-sdk", "name": "Model Context Protocol Python SDK", "href": "/plugins/model-context-protocol-python-sdk", "category": "plugins", "role": "connector", "score": { "adoption": 99, "maintenance": 95, "openness": 70, "safety": 42, "fit": 94, "total": 81 }, "fit_score": 81, "risk_level": "high", "permission_surface": [ "shell/files", "memory", "external services" ], "reasons": [ "Fits the mcp and connector stack category mix.", "Open-source signal is present.", "Matches the MCP constraint.", "23,199 GitHub stars provide adoption signal." ], "cautions": [ "File and shell access should stay behind review gates.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "MCP", "API", "MIT", "Verified 2026-06-02" ] }, { "slug": "agentql-mcp", "name": "AgentQL MCP", "href": "/plugins/agentql-mcp", "category": "plugins", "role": "connector", "score": { "adoption": 50, "maintenance": 95, "openness": 70, "safety": 46, "fit": 94, "total": 78 }, "fit_score": 78, "risk_level": "high", "permission_surface": [ "browser", "memory", "external services" ], "reasons": [ "Fits the mcp and connector stack category mix.", "Open-source signal is present.", "Matches the MCP constraint.", "174 GitHub stars provide adoption signal." ], "cautions": [ "Browser workflows can break when target sites change.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "MCP", "API", "MIT", "Verified 2026-06-11" ] }, { "slug": "odysseus", "name": "Odysseus", "href": "/agents/odysseus", "category": "agents", "role": "connector", "score": { "adoption": 100, "maintenance": 95, "openness": 82, "safety": 62, "fit": 66, "total": 75 }, "fit_score": 75, "risk_level": "medium", "permission_surface": [ "memory", "external services" ], "reasons": [ "Fits the mcp and connector stack category mix.", "Open-source signal is present.", "Matches the MCP constraint.", "36,300 GitHub stars provide adoption signal." ], "cautions": [ "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Self-hostable", "MCP", "MIT", "Verified 2026-06-03" ] } ], "missing_capabilities": [ "tool_schema", "auth_scope", "client_compatibility", "risk_review" ], "risk_notes": [ "Memory systems need deletion, scoping, and stale-context checks.", "File and shell access should stay behind review gates.", "Browser workflows can break when target sites change." ], "first_test": "Connect one low-risk service, inspect the tool schema and auth scope, then verify logs and failure behavior.", "install_plan": [ "Pick the top runtime or primary tool first.", "Add only the connector, memory, or skill layer required by the first test.", "Run the first test in a sandbox with reviewable logs and source links.", "Promote to production only after permission scope, rollback, and maintenance checks are documented." ], "export_targets": [ "AGENTS.md", "CLAUDE.md", "Codex prompt", "JSON registry" ] }, { "id": "embodied-agent", "title": "Embodied agent and robotics stack", "summary": "Choose robotics skills, simulators, SDKs, and vision-action candidates without making robotics the main site narrative.", "request": { "workflow": "embodied-agent", "environment": "local-macos", "stage": "prototype", "constraints": [ "open-source", "human-approval", "team-safe" ] }, "required_capabilities": [ "simulation", "robot_sdk", "perception", "motion_or_action_layer", "hardware_safety_review" ], "recommended_tools": [ { "slug": "openeai", "name": "OpenEAI", "href": "/bots/openeai", "category": "bots", "role": "bot", "score": { "adoption": 55, "maintenance": 95, "openness": 82, "safety": 62, "fit": 96, "total": 84 }, "fit_score": 84, "risk_level": "medium", "permission_surface": [ "messages", "hardware" ], "reasons": [ "Fits the embodied agent and robotics stack category mix.", "Open-source signal is present.", "622 GitHub stars provide adoption signal.", "Best for: Researchers needing a reproducible hardware platform for VLA research" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad.", "Robotics tools need simulation and hardware safety review before real-world use." ], "signals": [ "Open source", "Self-hostable", "BSD-3-Clause", "Verified 2026-06-04" ] }, { "slug": "robotics-agent-skills", "name": "Robotics Agent Skills", "href": "/skills/robotics-agent-skills", "category": "skills", "role": "skill", "score": { "adoption": 43, "maintenance": 95, "openness": 70, "safety": 50, "fit": 76, "total": 70 }, "fit_score": 70, "risk_level": "medium", "permission_surface": [ "shell/files", "hardware" ], "reasons": [ "Fits the embodied agent and robotics stack category mix.", "Open-source signal is present.", "259 GitHub stars provide adoption signal.", "Best for: Builders looking for reusable agent skills" ], "cautions": [ "File and shell access should stay behind review gates.", "Robotics tools need simulation and hardware safety review before real-world use." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-05" ] }, { "slug": "gemma-4-12b", "name": "Gemma 4 12B", "href": "/models/gemma-4-12b", "category": "models", "role": "model", "score": { "adoption": 20, "maintenance": 95, "openness": 92, "safety": 68, "fit": 48, "total": 64 }, "fit_score": 64, "risk_level": "medium", "permission_surface": [ "shell/files", "memory" ], "reasons": [ "Fits the embodied agent and robotics stack category mix.", "Open-source signal is present.", "Best for: Developers testing local multimodal agents on laptops" ], "cautions": [ "File and shell access should stay behind review gates.", "Memory systems need deletion, scoping, and stale-context checks." ], "signals": [ "Open source", "Local first", "Self-hostable", "Apache-2.0", "Verified 2026-06-04" ] }, { "slug": "future-agi", "name": "Future AGI", "href": "/tools/future-agi", "category": "tools", "role": "evaluation", "score": { "adoption": 69, "maintenance": 95, "openness": 82, "safety": 96, "fit": 48, "total": 71 }, "fit_score": 71, "risk_level": "low", "permission_surface": [], "reasons": [ "Fits the embodied agent and robotics stack category mix.", "Open-source signal is present.", "1,127 GitHub stars provide adoption signal.", "Best for: Teams operating LLM and agent applications" ], "cautions": [], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-11" ] }, { "slug": "genesis", "name": "Genesis", "href": "/bots/genesis", "category": "bots", "role": "bot", "score": { "adoption": 100, "maintenance": 95, "openness": 70, "safety": 62, "fit": 88, "total": 82 }, "fit_score": 82, "risk_level": "medium", "permission_surface": [ "messages", "hardware" ], "reasons": [ "Fits the embodied agent and robotics stack category mix.", "Open-source signal is present.", "28,799 GitHub stars provide adoption signal.", "Best for: Robotics researchers needing ultra-fast physics simulation for policy training" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad.", "Robotics tools need simulation and hardware safety review before real-world use." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-04" ] }, { "slug": "rlinf", "name": "RLinf", "href": "/bots/rlinf", "category": "bots", "role": "bot", "score": { "adoption": 79, "maintenance": 95, "openness": 70, "safety": 62, "fit": 88, "total": 80 }, "fit_score": 80, "risk_level": "medium", "permission_surface": [ "messages", "hardware" ], "reasons": [ "Fits the embodied agent and robotics stack category mix.", "Open-source signal is present.", "3,161 GitHub stars provide adoption signal.", "Best for: Robotics researchers running RL experiments across simulation and real hardware" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad.", "Robotics tools need simulation and hardware safety review before real-world use." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-04" ] }, { "slug": "isaac-gr00t", "name": "NVIDIA Isaac GR00T", "href": "/bots/isaac-gr00t", "category": "bots", "role": "bot", "score": { "adoption": 88, "maintenance": 95, "openness": 70, "safety": 62, "fit": 76, "total": 76 }, "fit_score": 76, "risk_level": "medium", "permission_surface": [ "messages", "hardware" ], "reasons": [ "Fits the embodied agent and robotics stack category mix.", "Open-source signal is present.", "7,236 GitHub stars provide adoption signal.", "Best for: Robotics researchers fine-tuning VLA models for custom hardware" ], "cautions": [ "Messaging bots can expose private conversations if permissions are too broad.", "Robotics tools need simulation and hardware safety review before real-world use." ], "signals": [ "Open source", "Apache-2.0", "Verified 2026-06-04" ] }, { "slug": "lelab", "name": "LeLab", "href": "/bots/lelab", "category": "bots", "role": "bot", "score": { "adoption": 32, "maintenance": 95, "openness": 82, "safety": 46, "fit": 84, "total": 74 }, "fit_score": 74, "risk_level": "high", "permission_surface": [ "browser", "messages", "hardware" ], "reasons": [ "Fits the embodied agent and robotics stack category mix.", "Open-source signal is present.", "36 GitHub stars provide adoption signal.", "Best for: Students and researchers getting started with real-world robotics" ], "cautions": [ "Browser workflows can break when target sites change.", "Messaging bots can expose private conversations if permissions are too broad.", "Robotics tools need simulation and hardware safety review before real-world use." ], "signals": [ "Open source", "Self-hostable", "Apache-2.0", "Verified 2026-06-04" ] } ], "missing_capabilities": [ "simulation", "robot_sdk", "perception", "motion_or_action_layer" ], "risk_notes": [ "Messaging bots can expose private conversations if permissions are too broad.", "Robotics tools need simulation and hardware safety review before real-world use.", "File and shell access should stay behind review gates.", "Memory systems need deletion, scoping, and stale-context checks.", "Browser workflows can break when target sites change." ], "first_test": "Start in simulation or a non-destructive demo routine, then document hardware assumptions and safety boundaries.", "install_plan": [ "Pick the top runtime or primary tool first.", "Add only the connector, memory, or skill layer required by the first test.", "Run the first test in a sandbox with reviewable logs and source links.", "Promote to production only after permission scope, rollback, and maintenance checks are documented." ], "export_targets": [ "AGENTS.md", "CLAUDE.md", "Codex prompt", "JSON registry" ] } ] }