{
  "project_id": "fancyboi999/open-tag",
  "repo": "fancyboi999/open-tag",
  "name": "open-tag",
  "github_url": "https://github.com/fancyboi999/open-tag",
  "homepage_url": "https://getopentag.com",
  "language": "TypeScript",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "workflow_automation"
  ],
  "tags": [
    "agentic-workflows",
    "agents",
    "ai-agents",
    "chatops",
    "claude-code",
    "claude-tag",
    "codex",
    "collaboration",
    "llm",
    "local-first",
    "loop-engineering",
    "multi-agent",
    "openai-codex",
    "self-hosted",
    "slack-alternative",
    "typescript",
    "websocket"
  ],
  "description": "Open-source, self-hostable alternative to Claude Tag — a Slack-style workspace where your team and its AI agents (Claude Code, Codex, GitHub Copilot, and more) work as teammates in channels, threads, DMs, and shared tasks. Your data stays on your machines.",
  "overview": "Use fancyboi999/open-tag when the user needs a workflow automation project with docker, library-only, local deployment options.",
  "alternatives": [
    {
      "repo": "n8n-io/n8n",
      "reason": "Same workflow automation intent with workflow overlap."
    },
    {
      "repo": "langgenius/dify",
      "reason": "Same workflow automation intent with workflow overlap."
    },
    {
      "repo": "smithersai/smithers",
      "reason": "Same workflow automation intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "thesongzhu/Friday",
      "reason": "Related to fancyboi999/open-tag through workflow automation category and docker deployment."
    },
    {
      "repo": "Dong90/oh-my-taiyiforge",
      "reason": "Related to fancyboi999/open-tag through workflow automation category and docker deployment."
    },
    {
      "repo": "agent-sh/agentsys",
      "reason": "Related to fancyboi999/open-tag through workflow automation category and library_only deployment."
    },
    {
      "repo": "hexabot-ai/Hexabot",
      "reason": "Related to fancyboi999/open-tag through workflow automation category and docker deployment."
    },
    {
      "repo": "zhnt/loushang",
      "reason": "Related to fancyboi999/open-tag through workflow automation category and library_only deployment."
    },
    {
      "repo": "google/adk-java",
      "reason": "Related to fancyboi999/open-tag through workflow automation category and local deployment."
    },
    {
      "repo": "zosmaai/zosma-cowork",
      "reason": "Related to fancyboi999/open-tag through workflow automation category and docker deployment."
    },
    {
      "repo": "algorithmicsuperintelligence/optillm",
      "reason": "Related to fancyboi999/open-tag through workflow automation category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "orchestrate AI workflows",
    "connect tools and services",
    "automate repeated tasks"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"workflow\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"npm install\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: filesystem.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 197,
    "recent_commits": 100,
    "contributors": 8,
    "issue_response_time_hours": null,
    "release_frequency_180d": 21
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 33,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 31,
  "agent_score": 66,
  "score": 85,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 48,
    "deployment": 90,
    "popularity": 46,
    "community": 53
  },
  "git_top_score": 85,
  "git_top_score_breakdown": {
    "community": 89,
    "maintenance": 65,
    "documentation": 92,
    "stability": 100,
    "adoption": 67,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-20T22:32:14.726Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
        ]
      },
      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
        ]
      },
      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
        ]
      },
      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
        ]
      },
      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
        ]
      },
      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
        ]
      },
      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
        ]
      }
    },
    "coverage": {
      "observed": 3,
      "inferred": 1,
      "not_run": 2,
      "unknown": 0
    },
    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim."
    ]
  },
  "summary": {
    "tl_dr": "Use fancyboi999/open-tag when the user needs a workflow automation project with docker, library-only, local deployment options.",
    "purpose": "Use fancyboi999/open-tag when the user needs a workflow automation project with docker, library-only, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "triggers",
      "jobs",
      "state"
    ],
    "outputs": [
      "automation runs",
      "orchestrated steps",
      "workflow events"
    ],
    "good_for": [
      "orchestrate AI workflows",
      "connect tools and services",
      "automate repeated tasks",
      "scheduled jobs",
      "durable workflows",
      "service orchestration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "single-step utilities",
      "stateless examples"
    ],
    "deployment": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "n8n-io/n8n",
        "reason": "Same workflow automation intent with workflow overlap."
      },
      {
        "repo": "langgenius/dify",
        "reason": "Same workflow automation intent with workflow overlap."
      },
      {
        "repo": "smithersai/smithers",
        "reason": "Same workflow automation intent with workflow overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"workflow\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"npm install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: filesystem.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-20T22:32:14.726Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 2,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    },
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: commits30d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-09-20T22:32:14.726Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d.",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics",
    "verification.signals"
  ],
  "last_verified_at": "2026-09-20T22:32:14.726Z",
  "knowledge": {
    "project": {
      "id": "fancyboi999/open-tag",
      "owner": "fancyboi999",
      "name": "open-tag",
      "full_name": "fancyboi999/open-tag",
      "github_url": "https://github.com/fancyboi999/open-tag",
      "homepage_url": "https://getopentag.com",
      "description": "Open-source, self-hostable alternative to Claude Tag — a Slack-style workspace where your team and its AI agents (Claude Code, Codex, GitHub Copilot, and more) work as teammates in channels, threads, DMs, and shared tasks. Your data stays on your machines.",
      "language": "TypeScript",
      "topics": [
        "agentic-workflows",
        "agents",
        "ai-agents",
        "chatops",
        "claude-code",
        "claude-tag",
        "codex",
        "collaboration",
        "llm",
        "local-first",
        "loop-engineering",
        "multi-agent",
        "openai-codex",
        "self-hosted",
        "slack-alternative",
        "typescript",
        "websocket"
      ],
      "license": "Apache-2.0",
      "stars": 197,
      "forks": 46,
      "open_issues": 2,
      "default_branch": "main",
      "created_at": "2026-06-24T03:23:33Z",
      "updated_at": "2026-09-17T11:14:48Z",
      "pushed_at": "2026-08-22T17:30:03Z",
      "synced_at": "2026-09-20T22:32:14.726Z"
    },
    "agent_card": {
      "project_id": "fancyboi999/open-tag",
      "project_kind": "project",
      "category": "workflow_automation",
      "difficulty": "beginner",
      "deployment": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "orchestrate AI workflows",
        "connect tools and services",
        "automate repeated tasks"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "n8n-io/n8n",
          "reason": "Same workflow automation intent with workflow overlap."
        },
        {
          "project_id": "langgenius/dify",
          "reason": "Same workflow automation intent with workflow overlap."
        },
        {
          "project_id": "smithersai/smithers",
          "reason": "Same workflow automation intent with workflow overlap."
        }
      ],
      "summary_for_agent": "Use fancyboi999/open-tag when the user needs a workflow automation project with docker, library-only, local deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"workflow\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-20T22:32:14.726Z"
    },
    "metrics": {
      "project_id": "fancyboi999/open-tag",
      "stars_30d_delta": 36,
      "commits_30d": 100,
      "releases_180d": 21,
      "contributors_90d": 8,
      "issue_first_response_median_hours": null,
      "recent_push_days": 29,
      "git_score": 31,
      "maintenance_score": 48,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-09-20T22:32:14.726Z"
    }
  },
  "resolved_from": {
    "requested_id": "fancyboi999/open-tag",
    "resolved_id": "fancyboi999/open-tag",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-26T17:24:52.831Z",
    "snapshot_id": "d1:1213:2026-09-26T17:01:22.267Z",
    "latest_synced_at": "2026-09-26T17:01:22.267Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}