{
  "focus": "tachyonmcp/tachyon",
  "project": {
    "repo": "tachyonmcp/tachyon",
    "name": "tachyon",
    "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.",
    "maintainer": "tachyonmcp",
    "license": "Apache-2.0",
    "language": "Java",
    "recent_activity": "active_last_week"
  },
  "summary": "tachyonmcp/tachyon graph connects 3 alternatives, 8 related projects, 2 inferred dependencies, 2 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/tachyonmcp/tachyon",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/tachyonmcp/tachyon",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/tachyonmcp/tachyon",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/tachyonmcp/tachyon",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=tachyonmcp/tachyon",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 145,
    "edge_count": 370,
    "project_count": 106,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 91,
      "use_case": 72,
      "dependency": 39
    }
  },
  "relationship_groups": {
    "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": "Shared mcp server category and local deployment context."
      },
      {
        "repo": "bgauryy/octocode",
        "reason": "Shared mcp server category and local deployment context."
      },
      {
        "repo": "googleapis/mcp-toolbox",
        "reason": "Shared mcp server category and local deployment context."
      },
      {
        "repo": "trpc-group/trpc-agent-go",
        "reason": "Shared mcp server category and local deployment context."
      },
      {
        "repo": "lastmile-ai/mcp-agent",
        "reason": "Shared mcp server category and local deployment context."
      },
      {
        "repo": "gefsikatsinelou/MetaSearchMCP",
        "reason": "Shared mcp server category and local deployment context."
      },
      {
        "repo": "deepset-ai/haystack",
        "reason": "Shared mcp server category and local deployment context."
      },
      {
        "repo": "NanmiCoder/cc-haha",
        "reason": "Shared mcp server category and local deployment context."
      }
    ],
    "dependencies": [
      "MCP",
      "LLM provider"
    ],
    "deployment_targets": [
      "local",
      "cloud"
    ],
    "use_cases": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations"
    ]
  },
  "migration_paths": [
    {
      "from": "tachyonmcp/tachyon",
      "to": "heygen-com/hyperframes",
      "compatibility": "medium",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:mcp_server",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP",
        "dependency:LLM provider"
      ],
      "gaps": [
        "Language changes from Java to TypeScript."
      ],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "tachyonmcp/tachyon",
      "to": "unclecode/crawl4ai",
      "compatibility": "medium",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:mcp_server",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP",
        "dependency:LLM provider"
      ],
      "gaps": [
        "Language changes from Java to Python."
      ],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "tachyonmcp/tachyon",
      "to": "aaif-goose/goose",
      "compatibility": "medium",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:mcp_server",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP",
        "dependency:LLM provider"
      ],
      "gaps": [
        "Language changes from Java to Rust."
      ],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    }
  ],
  "evidence": {
    "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",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups",
      "graph.migration_paths"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "tachyonmcp/tachyon graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-10-25T11:30:48.273Z",
    "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."
      ]
    }
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "tachyonmcp/tachyon graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
  "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",
    "graph.nodes",
    "graph.edges",
    "graph.relationship_groups",
    "graph.migration_paths"
  ],
  "last_verified_at": "2026-10-25T11:30:48.273Z",
  "nodes": [
    {
      "id": "tachyonmcp/tachyon",
      "label": "tachyon",
      "kind": "project",
      "score": 62,
      "repo": "tachyonmcp/tachyon"
    },
    {
      "id": "category:mcp_server",
      "label": "mcp server",
      "kind": "category"
    },
    {
      "id": "deployment:local",
      "label": "local",
      "kind": "deployment"
    },
    {
      "id": "deployment:cloud",
      "label": "cloud",
      "kind": "deployment"
    },
    {
      "id": "use_case:connect-agents-to-tools",
      "label": "connect agents to tools",
      "kind": "use_case"
    },
    {
      "id": "use_case:expose-apis-through-mcp",
      "label": "expose APIs through MCP",
      "kind": "use_case"
    },
    {
      "id": "use_case:bootstrap-mcp-integrations",
      "label": "bootstrap MCP integrations",
      "kind": "use_case"
    },
    {
      "id": "dependency:mcp",
      "label": "MCP",
      "kind": "dependency"
    },
    {
      "id": "dependency:llm-provider",
      "label": "LLM provider",
      "kind": "dependency"
    },
    {
      "id": "heygen-com/hyperframes",
      "label": "hyperframes",
      "kind": "project",
      "score": 90,
      "repo": "heygen-com/hyperframes"
    },
    {
      "id": "unclecode/crawl4ai",
      "label": "crawl4ai",
      "kind": "project",
      "repo": "unclecode/crawl4ai"
    },
    {
      "id": "aaif-goose/goose",
      "label": "goose",
      "kind": "project",
      "repo": "aaif-goose/goose"
    },
    {
      "id": "agent-sh/agent-workspace-linux",
      "label": "agent-workspace-linux",
      "kind": "project",
      "score": 64,
      "repo": "agent-sh/agent-workspace-linux"
    },
    {
      "id": "bgauryy/octocode",
      "label": "octocode",
      "kind": "project",
      "score": 56,
      "repo": "bgauryy/octocode"
    },
    {
      "id": "googleapis/mcp-toolbox",
      "label": "mcp-toolbox",
      "kind": "project",
      "score": 85,
      "repo": "googleapis/mcp-toolbox"
    },
    {
      "id": "anomalyco/opencode",
      "label": "opencode",
      "kind": "project",
      "repo": "anomalyco/opencode",
      "score": 88
    },
    {
      "id": "category:coding_agent",
      "label": "coding agent",
      "kind": "category"
    },
    {
      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
    },
    {
      "id": "use_case:build-ai-coding-assistants",
      "label": "build AI coding assistants",
      "kind": "use_case"
    },
    {
      "id": "use_case:automate-developer-workflows",
      "label": "automate developer workflows",
      "kind": "use_case"
    },
    {
      "id": "use_case:integrate-codebase-aware-agents",
      "label": "integrate codebase-aware agents",
      "kind": "use_case"
    },
    {
      "id": "earendil-works/pi",
      "label": "pi",
      "kind": "project",
      "repo": "earendil-works/pi",
      "score": 90
    },
    {
      "id": "OpenHands/OpenHands",
      "label": "OpenHands",
      "kind": "project",
      "repo": "OpenHands/OpenHands",
      "score": 92
    },
    {
      "id": "continuedev/continue",
      "label": "continue",
      "kind": "project",
      "repo": "continuedev/continue"
    },
    {
      "id": "ollama/ollama",
      "label": "ollama",
      "kind": "project",
      "score": 92,
      "repo": "ollama/ollama"
    },
    {
      "id": "sgl-project/sglang",
      "label": "sglang",
      "kind": "project",
      "score": 89,
      "repo": "sgl-project/sglang"
    },
    {
      "id": "generalaction/emdash",
      "label": "emdash",
      "kind": "project",
      "repo": "generalaction/emdash",
      "score": 84
    },
    {
      "id": "n8n-io/n8n",
      "label": "n8n",
      "kind": "project",
      "score": 88,
      "repo": "n8n-io/n8n"
    },
    {
      "id": "category:workflow_automation",
      "label": "workflow automation",
      "kind": "category"
    },
    {
      "id": "use_case:orchestrate-ai-workflows",
      "label": "orchestrate AI workflows",
      "kind": "use_case"
    },
    {
      "id": "use_case:connect-tools-and-services",
      "label": "connect tools and services",
      "kind": "use_case"
    },
    {
      "id": "use_case:automate-repeated-tasks",
      "label": "automate repeated tasks",
      "kind": "use_case"
    },
    {
      "id": "langgenius/dify",
      "label": "dify",
      "kind": "project",
      "repo": "langgenius/dify"
    },
    {
      "id": "triggerdotdev/trigger.dev",
      "label": "trigger.dev",
      "kind": "project",
      "score": 89,
      "repo": "triggerdotdev/trigger.dev"
    },
    {
      "id": "coleam00/Archon",
      "label": "Archon",
      "kind": "project",
      "repo": "coleam00/Archon"
    },
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      "id": "bytechefhq/bytechef",
      "label": "bytechef",
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      "repo": "bytechefhq/bytechef"
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      "id": "Rheosoph/flow-like",
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      "repo": "Rheosoph/flow-like"
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      "label": "flowgram.ai",
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      "repo": "bytedance/flowgram.ai"
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    {
      "id": "deployment:kubernetes",
      "label": "kubernetes",
      "kind": "deployment"
    },
    {
      "id": "deployment:library_only",
      "label": "library_only",
      "kind": "deployment"
    },
    {
      "id": "esengine/DeepSeek-Reasonix",
      "label": "DeepSeek-Reasonix",
      "kind": "project",
      "repo": "esengine/DeepSeek-Reasonix"
    },
    {
      "id": "kittors/CliRelay",
      "label": "CliRelay",
      "kind": "project",
      "repo": "kittors/CliRelay"
    },
    {
      "id": "Nano-Collective/nanocoder",
      "label": "nanocoder",
      "kind": "project",
      "score": 82,
      "repo": "Nano-Collective/nanocoder"
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      "id": "DietrichGebert/ponytail",
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      "kind": "project",
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      "repo": "DietrichGebert/ponytail"
    },
    {
      "id": "category:agent_framework",
      "label": "agent framework",
      "kind": "category"
    },
    {
      "id": "use_case:build-agents-with-ponytail",
      "label": "build agents with ponytail",
      "kind": "use_case"
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    {
      "id": "use_case:orchestrate-llm-tools",
      "label": "orchestrate LLM tools",
      "kind": "use_case"
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      "kind": "use_case"
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      "id": "langchain-ai/langchain",
      "label": "langchain",
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      "repo": "langchain-ai/langchain"
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      "repo": "omnigent-ai/omnigent"
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    {
      "id": "agent-of-empires/agent-of-empires",
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      "repo": "agent-of-empires/agent-of-empires"
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      "repo": "CopilotKit/CopilotKit"
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      "id": "avibe-bot/avibe",
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      "repo": "avibe-bot/avibe"
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      "id": "google/adk-python",
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      "kind": "project",
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      "repo": "google/adk-python"
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      "score": 88
    },
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      "id": "category:rag_framework",
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    {
      "id": "use_case:build-rag-applications",
      "label": "build RAG applications",
      "kind": "use_case"
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    {
      "id": "use_case:connect-private-data-to-llms",
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      "kind": "use_case"
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    {
      "id": "use_case:index-documents-for-retrieval",
      "label": "index documents for retrieval",
      "kind": "use_case"
    },
    {
      "id": "dependency:vector-database",
      "label": "Vector database",
      "kind": "dependency"
    },
    {
      "id": "langchain-ai/langgraph",
      "label": "langgraph",
      "kind": "project",
      "score": 87,
      "repo": "langchain-ai/langgraph"
    },
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      "id": "xorbitsai/inference",
      "label": "inference",
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      "score": 88,
      "repo": "xorbitsai/inference"
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      "id": "neuml/txtai",
      "label": "txtai",
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      "score": 84,
      "repo": "neuml/txtai"
    },
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      "id": "gradio-app/gradio",
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      "repo": "gradio-app/gradio"
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      "id": "aurelio-labs/semantic-router",
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      "repo": "aurelio-labs/semantic-router"
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      "repo": "open-webui/open-webui"
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      "label": "ai app template",
      "kind": "category"
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      "id": "use_case:bootstrap-an-ai-app",
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      "repo": "CopilotKit/aimock"
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      "id": "vstorm-co/full-stack-ai-agent-template",
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      "repo": "vstorm-co/full-stack-ai-agent-template"
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      "repo": "bentoml/OpenLLM"
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      "id": "MervinPraison/PraisonAI",
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      "repo": "MervinPraison/PraisonAI"
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      "label": "spec-kit",
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      "repo": "github/spec-kit"
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      "repo": "agentforce314/clawcodex"
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      "id": "langchain-ai/open-swe",
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      "repo": "langchain-ai/open-swe"
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      "id": "narumiruna/pi-extensions",
      "label": "pi-extensions",
      "kind": "project",
      "score": 79,
      "repo": "narumiruna/pi-extensions"
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      "id": "ggml-org/llama.cpp",
      "label": "llama.cpp",
      "kind": "project",
      "score": 90,
      "repo": "ggml-org/llama.cpp"
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    {
      "id": "ggml-org/whisper.cpp",
      "label": "whisper.cpp",
      "kind": "project",
      "repo": "ggml-org/whisper.cpp"
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    {
      "id": "facebookresearch/faiss",
      "label": "faiss",
      "kind": "project",
      "repo": "facebookresearch/faiss"
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    {
      "id": "cactus-compute/cactus",
      "label": "cactus",
      "kind": "project",
      "repo": "cactus-compute/cactus"
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    {
      "id": "infiniflow/ragflow",
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      "source": "open-webui/open-webui",
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      "target": "MervinPraison/PraisonAI",
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      "weight": 82
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    {
      "source": "github/spec-kit",
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      "kind": "deployment",
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    {
      "source": "github/spec-kit",
      "target": "deployment:cloud",
      "kind": "deployment",
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      "source": "github/spec-kit",
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    {
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    {
      "source": "github/spec-kit",
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    {
      "source": "github/spec-kit",
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    {
      "source": "github/spec-kit",
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    {
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    {
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      "weight": 82
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      "weight": 82
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    {
      "source": "browser-use/browser-use",
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    {
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    {
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    {
      "source": "browser-use/browser-use",
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    {
      "source": "browser-use/browser-use",
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    },
    {
      "source": "browser-use/browser-use",
      "target": "Johell1NS/browser-search",
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      "weight": 82
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    {
      "source": "browser-use/browser-use",
      "target": "browser-use/browser-harness",
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      "reason": "Shared mcp server category and local deployment context.",
      "weight": 82
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    {
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    {
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    {
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    {
      "source": "earendil-works/pi",
      "target": "continuedev/continue",
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    {
      "source": "earendil-works/pi",
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    {
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    {
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    {
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      "source": "vllm-project/vllm",
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    },
    {
      "source": "vllm-project/vllm",
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    {
      "source": "vllm-project/vllm",
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    },
    {
      "source": "vllm-project/vllm",
      "target": "unslothai/unsloth",
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    {
      "source": "vllm-project/vllm",
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      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "microsoft/aici",
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      "weight": 82
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    {
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    {
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    {
      "source": "infiniflow/ragflow",
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    {
      "source": "infiniflow/ragflow",
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    {
      "source": "infiniflow/ragflow",
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    {
      "source": "infiniflow/ragflow",
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    {
      "source": "infiniflow/ragflow",
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    {
      "source": "infiniflow/ragflow",
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      "source": "infiniflow/ragflow",
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    {
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      "target": "mem0ai/mem0",
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      "weight": 100
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    {
      "source": "infiniflow/ragflow",
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      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
      "target": "neuml/txtai",
      "kind": "related",
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    {
      "source": "infiniflow/ragflow",
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      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
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      "kind": "category",
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    },
    {
      "source": "OpenHands/OpenHands",
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