{
  "project_id": "fujibee/agmsg",
  "repo": "fujibee/agmsg",
  "name": "agmsg",
  "github_url": "https://github.com/fujibee/agmsg",
  "homepage_url": "https://www.producthunt.com/products/agmsg",
  "language": "Shell",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "coding_agent"
  ],
  "tags": [
    "agent-communication",
    "agent-teams",
    "agentic",
    "ai-agents",
    "bash",
    "claude-code",
    "cli",
    "codex",
    "copilot",
    "developer-tools",
    "gemini-cli",
    "inter-agent",
    "multi-agent",
    "sqlite"
  ],
  "description": "Cross-vendor messaging for CLI AI coding agents — let Claude Code, Codex, Gemini & Copilot talk to each other in one team. Bash + SQLite, no daemon, no framework.",
  "overview": "Use fujibee/agmsg when the user needs a coding agent project with local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "agentforce314/clawcodex",
      "reason": "Related to fujibee/agmsg through coding agent category and local deployment."
    },
    {
      "repo": "esengine/DeepSeek-Reasonix",
      "reason": "Related to fujibee/agmsg through coding agent category and local deployment."
    },
    {
      "repo": "continuedev/continue",
      "reason": "Related to fujibee/agmsg through coding agent category and local deployment."
    },
    {
      "repo": "gi-dellav/zerostack",
      "reason": "Related to fujibee/agmsg through coding agent category and local deployment."
    },
    {
      "repo": "asklokesh/loki-mode",
      "reason": "Related to fujibee/agmsg through coding agent category and local deployment."
    },
    {
      "repo": "reyamira/models",
      "reason": "Related to fujibee/agmsg through coding agent category and local deployment."
    },
    {
      "repo": "kstevica/captain-claw",
      "reason": "Related to fujibee/agmsg through coding agent category and local deployment."
    },
    {
      "repo": "hex/claude-council",
      "reason": "Related to fujibee/agmsg through coding agent category and local deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "build AI coding assistants",
    "automate developer workflows",
    "integrate codebase-aware agents"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"coding agent\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "medium",
      "evidence": [
        "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": [
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 1195,
    "recent_commits": 100,
    "contributors": 15,
    "issue_response_time_hours": null,
    "release_frequency_180d": 20
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    "stars_30d_delta": "estimated",
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 41,
  "agent_score": 69,
  "score": 89,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 60,
    "deployment": 70,
    "popularity": 62,
    "community": 60
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  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 73,
    "documentation": 84,
    "stability": 100,
    "adoption": 88,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use fujibee/agmsg when the user needs a coding agent project with local, cloud deployment options.",
    "purpose": "Use fujibee/agmsg when the user needs a coding agent project with local, cloud deployment options.",
    "install": "Use the repository's CLI, package, or agent runtime instructions.",
    "inputs": [
      "coding task",
      "repo context",
      "tool permissions"
    ],
    "outputs": [
      "code changes",
      "patches",
      "developer assistant actions"
    ],
    "good_for": [
      "build AI coding assistants",
      "automate developer workflows",
      "integrate codebase-aware agents",
      "software engineering tasks",
      "code editing",
      "repo automation"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "static documentation sites",
      "non-code workflows"
    ],
    "deployment": [
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"coding agent\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "medium",
        "evidence": [
          "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": [
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
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      "project.topics",
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      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: stars30dDelta, commits30d."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "last_verified_at": "2026-07-14T21:00:17.121Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta, commits30d."
  ],
  "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
  "source_fields": [
    "project.description",
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    "agent_card.classification",
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  ],
  "last_verified_at": "2026-07-14T21:00:17.121Z",
  "knowledge": {
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      "description": "Cross-vendor messaging for CLI AI coding agents — let Claude Code, Codex, Gemini & Copilot talk to each other in one team. Bash + SQLite, no daemon, no framework.",
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      "open_issues": 91,
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      "pushed_at": "2026-07-14T20:25:11Z",
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      "project_id": "fujibee/agmsg",
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      "summary_for_agent": "Use fujibee/agmsg when the user needs a coding agent project with local, cloud deployment options.",
      "classification": {
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          "confidence": "high",
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      "generated_at": "2026-07-14T21:00:17.121Z"
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      "git_score": 41,
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  "resolved_from": {
    "requested_id": "fujibee/agmsg",
    "resolved_id": "fujibee/agmsg",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 946,
    "generated_at": "2026-07-15T00:16:07.839Z",
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