{
  "project_id": "ModelEngine-Group/nexent",
  "repo": "ModelEngine-Group/nexent",
  "name": "nexent",
  "github_url": "https://github.com/ModelEngine-Group/nexent",
  "homepage_url": null,
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "agent",
    "agentic-ai",
    "agentic-framework",
    "agentic-rag",
    "agentic-workflow",
    "ai",
    "harness",
    "harness-engineering",
    "llm",
    "mcp",
    "multi-agent",
    "rag"
  ],
  "description": "Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.",
  "overview": "Use ModelEngine-Group/nexent when the user needs a mcp server project with docker, kubernetes, local deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "the-open-agent/openagent",
      "reason": "Related to ModelEngine-Group/nexent through mcp server category and docker deployment."
    },
    {
      "repo": "trpc-group/trpc-agent-go",
      "reason": "Related to ModelEngine-Group/nexent through mcp server category and docker deployment."
    },
    {
      "repo": "langgenius/dify",
      "reason": "Related to ModelEngine-Group/nexent through shared MCP dependency context."
    },
    {
      "repo": "bytechefhq/bytechef",
      "reason": "Related to ModelEngine-Group/nexent through mcp server category and docker deployment."
    },
    {
      "repo": "VoltAgent/voltagent",
      "reason": "Related to ModelEngine-Group/nexent through mcp server category and local deployment."
    },
    {
      "repo": "freddy-schuetz/n8n-claw",
      "reason": "Related to ModelEngine-Group/nexent through mcp server category and docker deployment."
    },
    {
      "repo": "mudler/LocalAI",
      "reason": "Related to ModelEngine-Group/nexent through mcp server category and docker deployment."
    },
    {
      "repo": "seaworld008/Commonly-used-high-value-skills",
      "reason": "Related to ModelEngine-Group/nexent through mcp server category and docker deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "Vector database",
    "LLM provider"
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  "deployments": [
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    "kubernetes",
    "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"
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  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"mcp\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"kubernetes\" 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: python.",
        "No Cloudflare deployment signal detected."
      ]
    }
  },
  "quality_signals": {
    "stars": 5553,
    "recent_commits": 73,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 17
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  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "partial"
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  "quality_score": 51,
  "agent_score": 85,
  "score": 90,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 72,
    "deployment": 90,
    "popularity": 75,
    "community": 100
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  "git_top_score": 90,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 81,
    "documentation": 84,
    "stability": 90,
    "adoption": 100,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use ModelEngine-Group/nexent when the user needs a mcp server project with docker, kubernetes, local deployment options.",
    "purpose": "Use ModelEngine-Group/nexent when the user needs a mcp server project with docker, kubernetes, local deployment options.",
    "install": "Run with Docker using the repository's container 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": [
      "docker",
      "kubernetes",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"kubernetes\" 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: python.",
          "No Cloudflare deployment signal detected."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "partial"
    },
    "source_fields": [
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      "project.topics",
      "project.language",
      "project.license",
      "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, contributors90d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-07-09T12:01:13.759Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta, contributors90d."
  ],
  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
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    "project.description",
    "project.topics",
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    "agent_card.classification",
    "metrics"
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  "last_verified_at": "2026-07-09T12:01:13.759Z",
  "knowledge": {
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      "owner": "ModelEngine-Group",
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      "homepage_url": null,
      "description": "Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.",
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        "harness",
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      "open_issues": 275,
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      "created_at": "2025-04-28T10:44:33Z",
      "updated_at": "2026-07-09T11:31:08Z",
      "pushed_at": "2026-07-09T11:53:37Z",
      "synced_at": "2026-07-09T12:01:13.759Z"
    },
    "agent_card": {
      "project_id": "ModelEngine-Group/nexent",
      "project_kind": "project",
      "category": "mcp_server",
      "difficulty": "beginner",
      "deployment": [
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        "local",
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      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
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      "summary_for_agent": "Use ModelEngine-Group/nexent when the user needs a mcp server project with docker, kubernetes, local deployment options.",
      "classification": {
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          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
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        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"kubernetes\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
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        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected."
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      "schema_version": "v1",
      "generated_at": "2026-07-09T12:01:13.759Z"
    },
    "metrics": {
      "project_id": "ModelEngine-Group/nexent",
      "stars_30d_delta": 381,
      "commits_30d": 73,
      "releases_180d": 17,
      "contributors_90d": 100,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 51,
      "maintenance_score": 72,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
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    }
  },
  "resolved_from": {
    "requested_id": "ModelEngine-Group/nexent",
    "resolved_id": "ModelEngine-Group/nexent",
    "resolution": "direct"
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  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 899,
    "generated_at": "2026-07-11T17:09:12.512Z",
    "loaded_project_limit": 2000,
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}