{
  "project_id": "tachyonmcp/tachyon",
  "repo": "tachyonmcp/tachyon",
  "name": "tachyon",
  "github_url": "https://github.com/tachyonmcp/tachyon",
  "homepage_url": "https://tachyonmcp.dev",
  "language": "Java",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "ai",
    "ai-agent-tools",
    "ai-agents",
    "ai-agents-mcp",
    "java",
    "java-21",
    "java-25",
    "java-27",
    "llm-tools",
    "mcp",
    "model-context-protocol",
    "netty",
    "server"
  ],
  "description": "Fast dual-era framework-agnostic Model Context Protocol (MCP) runtime for Java and Kotlin. Streamable HTTP, native Netty transports, tools, tasks, resources, prompts, completions, skills over MCP, stateless and stateful with resumable session support.",
  "overview": "Use tachyonmcp/tachyon when the user needs a mcp server project with local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "heygen-com/hyperframes",
      "reason": "Same mcp server intent with mcp overlap."
    },
    {
      "repo": "unclecode/crawl4ai",
      "reason": "Same mcp server intent with mcp overlap."
    },
    {
      "repo": "aaif-goose/goose",
      "reason": "Same mcp server intent with mcp overlap."
    }
  ],
  "related": [
    {
      "repo": "agent-sh/agent-workspace-linux",
      "reason": "Related to tachyonmcp/tachyon through mcp server category and local deployment."
    },
    {
      "repo": "bgauryy/octocode",
      "reason": "Related to tachyonmcp/tachyon through mcp server category and local deployment."
    },
    {
      "repo": "googleapis/mcp-toolbox",
      "reason": "Related to tachyonmcp/tachyon through mcp server category and local deployment."
    },
    {
      "repo": "trpc-group/trpc-agent-go",
      "reason": "Related to tachyonmcp/tachyon through mcp server category and local deployment."
    },
    {
      "repo": "lastmile-ai/mcp-agent",
      "reason": "Related to tachyonmcp/tachyon through mcp server category and local deployment."
    },
    {
      "repo": "gefsikatsinelou/MetaSearchMCP",
      "reason": "Related to tachyonmcp/tachyon through mcp server category and local deployment."
    },
    {
      "repo": "deepset-ai/haystack",
      "reason": "Related to tachyonmcp/tachyon through mcp server category and local deployment."
    },
    {
      "repo": "NanmiCoder/cc-haha",
      "reason": "Related to tachyonmcp/tachyon through mcp server category and local deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"model context protocol\" in metadata.",
        "Matched \"mcp\" 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": [
        "Runtime blocker: filesystem.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 37,
    "recent_commits": 86,
    "contributors": 12,
    "issue_response_time_hours": null,
    "release_frequency_180d": 36
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 33,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 30,
  "agent_score": 62,
  "score": 82,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 57,
    "deployment": 70,
    "popularity": 31,
    "community": 57
  },
  "git_top_score": 82,
  "git_top_score_breakdown": {
    "community": 94,
    "maintenance": 71,
    "documentation": 84,
    "stability": 100,
    "adoption": 46,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-10-25T11:30:48.273Z",
    "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_run",
        "source": "git_top_runtime",
        "evidence": [
          "MCP liveness and tool-call probe is not enabled"
        ]
      }
    },
    "coverage": {
      "observed": 3,
      "inferred": 1,
      "not_run": 3,
      "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.",
      "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
    ]
  },
  "summary": {
    "tl_dr": "Use tachyonmcp/tachyon when the user needs a mcp server project with local, cloud deployment options.",
    "purpose": "Use tachyonmcp/tachyon when the user needs a mcp server project with local, cloud deployment options.",
    "install": "Run the MCP server following the repository's transport instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
    ],
    "outputs": [
      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
    "good_for": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "heygen-com/hyperframes",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "unclecode/crawl4ai",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "aaif-goose/goose",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"model context protocol\" in metadata.",
          "Matched \"mcp\" 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": [
          "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": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-10-25T11:30:48.273Z",
      "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_run",
          "source": "git_top_runtime",
          "evidence": [
            "MCP liveness and tool-call probe is not enabled"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 3,
        "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.",
        "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
      ]
    },
    "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",
      "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": "2026-10-25T11:30:48.273Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "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": "2026-10-25T11:30:48.273Z",
  "knowledge": {
    "project": {
      "id": "tachyonmcp/tachyon",
      "owner": "tachyonmcp",
      "name": "tachyon",
      "full_name": "tachyonmcp/tachyon",
      "github_url": "https://github.com/tachyonmcp/tachyon",
      "homepage_url": "https://tachyonmcp.dev",
      "description": "Fast dual-era framework-agnostic Model Context Protocol (MCP) runtime for Java and Kotlin. Streamable HTTP, native Netty transports, tools, tasks, resources, prompts, completions, skills over MCP, stateless and stateful with resumable session support.",
      "language": "Java",
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        "server"
      ],
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      "stars": 37,
      "forks": 13,
      "open_issues": 14,
      "default_branch": "main",
      "created_at": "2026-06-15T16:59:19Z",
      "updated_at": "2026-10-24T05:12:56Z",
      "pushed_at": "2026-10-24T08:58:35Z",
      "synced_at": "2026-10-25T11:30:48.273Z"
    },
    "agent_card": {
      "project_id": "tachyonmcp/tachyon",
      "project_kind": "project",
      "category": "mcp_server",
      "difficulty": "beginner",
      "deployment": [
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        "cloud"
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      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
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      "alternatives": [
        {
          "project_id": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "project_id": "unclecode/crawl4ai",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "project_id": "aaif-goose/goose",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "summary_for_agent": "Use tachyonmcp/tachyon when the user needs a mcp server project with local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"model context protocol\" in metadata.",
            "Matched \"mcp\" in metadata."
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        "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": [
            "Runtime blocker: filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-10-25T11:30:48.273Z"
    },
    "metrics": {
      "project_id": "tachyonmcp/tachyon",
      "stars_30d_delta": 7,
      "commits_30d": 86,
      "releases_180d": 36,
      "contributors_90d": 12,
      "issue_first_response_median_hours": null,
      "recent_push_days": 1,
      "git_score": 30,
      "maintenance_score": 57,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-10-25T11:30:48.273Z"
    }
  },
  "resolved_from": {
    "requested_id": "tachyonmcp/tachyon",
    "resolved_id": "tachyonmcp/tachyon",
    "resolution": "direct"
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  "metadata": {
    "source": "d1",
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    "project_count": 1225,
    "generated_at": "2026-10-30T04:31:42.548Z",
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    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
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}