{
  "project_id": "cyberlife-coder/VelesDB",
  "repo": "cyberlife-coder/VelesDB",
  "name": "VelesDB",
  "github_url": "https://github.com/cyberlife-coder/VelesDB",
  "homepage_url": "https://velesdb.com",
  "language": "Rust",
  "license": "NOASSERTION",
  "project_kind": "project",
  "category": [
    "rag_framework"
  ],
  "tags": [
    "ai",
    "ai-memory",
    "all-in-one-databse",
    "avx512",
    "columnstore-database",
    "embeddings",
    "graph-database",
    "hnsw",
    "local-first",
    "machine-learning",
    "mem0",
    "mem0-alternative",
    "rag",
    "rust",
    "search-engine",
    "simd",
    "vector-database",
    "zep"
  ],
  "description": "The explainable, local-first memory engine for AI agents. One ~9 MB binary fuses vector + graph + columnar under VelesQL; why() returns the evidence path behind every recall. No cloud, no glue code — runs on server, browser, mobile and desktop.",
  "overview": "Use cyberlife-coder/VelesDB when the user needs a rag framework project with docker, library-only, local deployment options.",
  "alternatives": [
    {
      "repo": "mem0ai/mem0",
      "reason": "Same rag framework intent with agent_memory, rag overlap."
    },
    {
      "repo": "lancedb/lancedb",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "genkit-ai/genkit",
      "reason": "Same rag framework intent with rag overlap."
    }
  ],
  "related": [
    {
      "repo": "vespa-engine/vespa",
      "reason": "Related to cyberlife-coder/VelesDB through rag framework category and docker deployment."
    },
    {
      "repo": "neuml/txtai",
      "reason": "Related to cyberlife-coder/VelesDB through rag framework category and docker deployment."
    },
    {
      "repo": "neurondb/neurondb",
      "reason": "Related to cyberlife-coder/VelesDB through rag framework category and docker deployment."
    },
    {
      "repo": "ArcadeData/arcadedb",
      "reason": "Related to cyberlife-coder/VelesDB through rag framework category and docker deployment."
    },
    {
      "repo": "unum-cloud/USearch",
      "reason": "Related to cyberlife-coder/VelesDB through rag framework category and docker deployment."
    },
    {
      "repo": "winstonkoh87/Athena-Public",
      "reason": "Related to cyberlife-coder/VelesDB through rag framework category and docker deployment."
    },
    {
      "repo": "jaylfc/taosmd",
      "reason": "Related to cyberlife-coder/VelesDB through rag framework category and docker deployment."
    },
    {
      "repo": "run-llama/llama_index",
      "reason": "Related to cyberlife-coder/VelesDB through rag framework category and docker deployment."
    }
  ],
  "dependencies": [
    "Vector database",
    "Browser automation",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "build RAG applications",
    "connect private data to LLMs",
    "index documents for retrieval"
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    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
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      "evidence": [
        "Matched \"rag\" in metadata."
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      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"pip 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": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 91,
    "recent_commits": 100,
    "contributors": 7,
    "issue_response_time_hours": null,
    "release_frequency_180d": 76
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  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 34,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 30,
  "agent_score": 67,
  "score": 83,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 58,
    "deployment": 90,
    "popularity": 39,
    "community": 52
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  "git_top_score_breakdown": {
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    "maintenance": 71,
    "documentation": 92,
    "stability": 100,
    "adoption": 53,
    "agent_readability": 100
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    "overall_status": "partial",
    "observed_at": "2026-09-14T07:31:04.660Z",
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      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
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      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
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      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
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      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
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      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
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      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
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      },
      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
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    "coverage": {
      "observed": 3,
      "inferred": 1,
      "not_run": 2,
      "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."
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  "summary": {
    "tl_dr": "Use cyberlife-coder/VelesDB when the user needs a rag framework project with docker, library-only, local deployment options.",
    "purpose": "Use cyberlife-coder/VelesDB when the user needs a rag framework project with docker, library-only, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "documents",
      "queries",
      "embedding store"
    ],
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      "retrieval results",
      "grounded answers",
      "indexes"
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      "build RAG applications",
      "connect private data to LLMs",
      "index documents for retrieval",
      "retrieval augmented generation",
      "document search",
      "knowledge grounding"
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    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt apps",
      "tasks without external knowledge"
    ],
    "deployment": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "mem0ai/mem0",
        "reason": "Same rag framework intent with agent_memory, rag overlap."
      },
      {
        "repo": "lancedb/lancedb",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "genkit-ai/genkit",
        "reason": "Same rag framework intent with rag overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"rag\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"pip 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": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 34,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-14T07:31:04.660Z",
      "signals": {
        "activity": {
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          "source": "github_metadata",
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            "project.pushed_at",
            "metrics.recent_push_days"
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        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
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        },
        "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_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 2,
        "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."
      ]
    },
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      "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",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: commits30d.",
      "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": "2026-09-14T07:31:04.660Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d.",
    "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": "2026-09-14T07:31:04.660Z",
  "knowledge": {
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      "owner": "cyberlife-coder",
      "name": "VelesDB",
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      "github_url": "https://github.com/cyberlife-coder/VelesDB",
      "homepage_url": "https://velesdb.com",
      "description": "The explainable, local-first memory engine for AI agents. One ~9 MB binary fuses vector + graph + columnar under VelesQL; why() returns the evidence path behind every recall. No cloud, no glue code — runs on server, browser, mobile and desktop.",
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      "topics": [
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        "all-in-one-databse",
        "avx512",
        "columnstore-database",
        "embeddings",
        "graph-database",
        "hnsw",
        "local-first",
        "machine-learning",
        "mem0",
        "mem0-alternative",
        "rag",
        "rust",
        "search-engine",
        "simd",
        "vector-database",
        "zep"
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      "license": "NOASSERTION",
      "stars": 91,
      "forks": 9,
      "open_issues": 63,
      "default_branch": "develop",
      "created_at": "2025-12-17T18:01:02Z",
      "updated_at": "2026-09-13T23:36:48Z",
      "pushed_at": "2026-09-14T07:02:09Z",
      "synced_at": "2026-09-14T07:31:04.660Z"
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    "agent_card": {
      "project_id": "cyberlife-coder/VelesDB",
      "project_kind": "project",
      "category": "rag_framework",
      "difficulty": "beginner",
      "deployment": [
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      "cloudflare_ready": false,
      "use_cases": [
        "build RAG applications",
        "connect private data to LLMs",
        "index documents for retrieval"
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        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "alternatives": [
        {
          "project_id": "mem0ai/mem0",
          "reason": "Same rag framework intent with agent_memory, rag overlap."
        },
        {
          "project_id": "lancedb/lancedb",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "project_id": "genkit-ai/genkit",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "summary_for_agent": "Use cyberlife-coder/VelesDB when the user needs a rag framework project with docker, library-only, local deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" in metadata."
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        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip 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": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-14T07:31:04.660Z"
    },
    "metrics": {
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      "commits_30d": 100,
      "releases_180d": 76,
      "contributors_90d": 7,
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    "generated_at": "2026-09-20T06:25:00.809Z",
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