{
  "project": {
    "project_id": "spences10/mcp-omnisearch",
    "repo": "spences10/mcp-omnisearch",
    "name": "mcp-omnisearch",
    "description": "🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi, Exa), AI tools (Kagi FastGPT, Exa, Linkup), and content extraction services (Firecrawl, Tavily, Kagi). Includes GitHub search. All through a single interface.",
    "category": [
      "mcp_server"
    ],
    "language": "TypeScript",
    "license": "MIT"
  },
  "project_id": "spences10/mcp-omnisearch",
  "score": 81,
  "git_top_score": 81,
  "quality_score": 14,
  "agent_score": 60,
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-10-29T16:30:56.711Z",
    "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."
    ]
  },
  "git_top_score_breakdown": {
    "community": 80,
    "maintenance": 49,
    "documentation": 92,
    "stability": 100,
    "adoption": 73,
    "agent_readability": 100
  },
  "dimensions": [
    {
      "key": "community",
      "label": "Community",
      "score": 80,
      "weight": 16,
      "contribution": 12.8,
      "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 4."
    },
    {
      "key": "maintenance",
      "label": "Maintenance",
      "score": 49,
      "weight": 20,
      "contribution": 9.8,
      "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
    },
    {
      "key": "documentation",
      "label": "Documentation",
      "score": 92,
      "weight": 16,
      "contribution": 14.7,
      "explanation": "Agent-readable documentation signals are strong enough for recommendation workflows."
    },
    {
      "key": "stability",
      "label": "Stability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Stability reflects release cadence, issue load, recent activity, and maturity signals."
    },
    {
      "key": "adoption",
      "label": "Adoption",
      "score": 73,
      "weight": 16,
      "contribution": 11.7,
      "explanation": "Adoption is normalized from stars, forks, and ecosystem attention signals."
    },
    {
      "key": "agent_readability",
      "label": "Agent Readability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Agent readability reflects summaries, use cases, tradeoffs, dependencies, alternatives, and deployment clarity."
    }
  ],
  "summary": "spences10/mcp-omnisearch scores 81/100. Stability is strongest at 100/100; Maintenance is the lowest dimension at 49/100.",
  "adoption_guidance": "Promising candidate. Review risk flags, weakest score dimension, and alternatives before recommending it as the default choice.",
  "risk_flags": [
    "Maintenance is the weakest dimension at 49/100.",
    "Known caveat: edge-only Cloudflare Workers deployment without adaptation"
  ],
  "score_confidence": {
    "level": "high",
    "summary": "Score evidence is strong enough for shortlist ranking when paired with current metadata.",
    "reasons": [
      "All score evidence checks are strong."
    ],
    "evidence_checklist": [
      {
        "signal": "Classification evidence",
        "status": "strong",
        "description": "3/4 classification signals are high-confidence."
      },
      {
        "signal": "Quality signal completeness",
        "status": "strong",
        "description": "4 quality signals are complete or snapshot-backed."
      },
      {
        "signal": "Deployment clarity",
        "status": "strong",
        "description": "3 deployment targets are indexed."
      },
      {
        "signal": "Agent-readable context",
        "status": "strong",
        "description": "3 use cases and 1 inferred dependencies are available."
      },
      {
        "signal": "Tradeoff disclosure",
        "status": "strong",
        "description": "2 caveats are indexed for adoption decisions."
      }
    ],
    "citation_guidance": "When citing this score, include metadata.source, weakest_dimension, risk_flags, and score_confidence.level."
  },
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/spences10/mcp-omnisearch",
      "kind": "project"
    },
    {
      "label": "Inspect graph",
      "href": "/graph/spences10/mcp-omnisearch",
      "kind": "graph"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/spences10/mcp-omnisearch",
      "kind": "alternatives"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=spences10/mcp-omnisearch",
      "kind": "compare"
    },
    {
      "label": "Get category recommendations",
      "href": "/api/recommend?category=mcp_server&limit=5",
      "kind": "recommend"
    }
  ],
  "strongest_dimension": {
    "key": "stability",
    "label": "Stability",
    "score": 100,
    "weight": 16,
    "contribution": 16,
    "explanation": "Stability reflects release cadence, issue load, recent activity, and maturity signals."
  },
  "weakest_dimension": {
    "key": "maintenance",
    "label": "Maintenance",
    "score": 49,
    "weight": 20,
    "contribution": 9.8,
    "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
  },
  "related_scores": {
    "quality_score": 14,
    "agent_score": 60,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 31,
      "deployment": 80,
      "popularity": 51,
      "community": 49
    }
  },
  "evidence": {
    "deployments": [
      "library_only",
      "local",
      "cloud"
    ],
    "dependencies": [
      "MCP"
    ],
    "use_cases": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "quality_signals": {
      "stars": 359,
      "recent_commits": 39,
      "contributors": 4,
      "issue_response_time_hours": null,
      "release_frequency_180d": 4
    },
    "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": "2026-10-29T16:30:56.711Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
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          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
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          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
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            "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."
      ]
    },
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"model context protocol\" in metadata.",
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "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": [
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
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    "caveats": [
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      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
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    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-10-29T16:30:56.711Z"
  },
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    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
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  ],
  "last_verified_at": "2026-10-29T16:30:56.711Z",
  "links": {
    "page": "/score/spences10/mcp-omnisearch",
    "project_api": "/api/project/spences10/mcp-omnisearch",
    "graph_api": "/api/graph/spences10/mcp-omnisearch",
    "alternatives_api": "/api/alternatives/spences10/mcp-omnisearch",
    "compare_api": "/api/compare?repos=spences10/mcp-omnisearch",
    "recommendations_api": "/api/recommend?category=mcp_server&limit=5"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1225,
    "generated_at": "2026-10-29T20:18:03.875Z",
    "snapshot_id": "d1:1225:2026-10-29T20:01:05.602Z",
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    "truncated": false
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}