{
  "project_id": "chroma-core/chroma",
  "repo": "chroma-core/chroma",
  "name": "chroma",
  "github_url": "https://github.com/chroma-core/chroma",
  "homepage_url": "https://www.trychroma.com/",
  "language": "Rust",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "agent_framework"
  ],
  "tags": [
    "agents",
    "ai",
    "ai-agents",
    "database",
    "rust",
    "rust-lang"
  ],
  "description": "Search infrastructure for AI",
  "overview": "Use chroma-core/chroma when the user needs an agent framework project with docker, serverless, library-only deployment options.",
  "alternatives": [
    {
      "repo": "langchain-ai/langchain",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "liquidos-ai/AutoAgents",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "ThousandBirdsInc/chidori",
      "reason": "Same agent framework intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "omnigent-ai/omnigent",
      "reason": "Related to chroma-core/chroma through agent framework category and docker deployment."
    },
    {
      "repo": "CopilotKit/CopilotKit",
      "reason": "Related to chroma-core/chroma through agent framework category and docker deployment."
    },
    {
      "repo": "e2b-dev/E2B",
      "reason": "Related to chroma-core/chroma through agent framework category and docker deployment."
    },
    {
      "repo": "ArtificialAnalysis/Stirrup",
      "reason": "Related to chroma-core/chroma through agent framework category and docker deployment."
    },
    {
      "repo": "google/adk-python",
      "reason": "Related to chroma-core/chroma through agent framework category and library_only deployment."
    },
    {
      "repo": "avibe-bot/avibe",
      "reason": "Related to chroma-core/chroma through agent framework category and docker deployment."
    },
    {
      "repo": "aristoteleo/PantheonOS",
      "reason": "Related to chroma-core/chroma through agent framework category and docker deployment."
    },
    {
      "repo": "Significant-Gravitas/AutoGPT",
      "reason": "Related to chroma-core/chroma through agent framework category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "serverless",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "advanced",
  "cloudflare_ready": false,
  "use_cases": [
    "build agents with chroma",
    "orchestrate LLM tools",
    "prototype autonomous workflows"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"agent\" in metadata.",
        "Matched \"agents\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"serverless\" in repository content.",
        "Matched \"pip install\" in repository content.",
        "Matched \"npm install\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Found multi-service or orchestration configuration files."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 28964,
    "recent_commits": 78,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 15
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 37,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "partial"
  },
  "quality_score": 50,
  "agent_score": 89,
  "score": 94,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 73,
    "deployment": 100,
    "popularity": 89,
    "community": 100
  },
  "git_top_score": 94,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 82,
    "documentation": 92,
    "stability": 90,
    "adoption": 100,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use chroma-core/chroma when the user needs an agent framework project with docker, serverless, library-only deployment options.",
    "purpose": "Use chroma-core/chroma when the user needs an agent framework project with docker, serverless, library-only deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "task prompt",
      "tools",
      "context",
      "memory/state"
    ],
    "outputs": [
      "agent runs",
      "tool calls",
      "workflow state"
    ],
    "good_for": [
      "build agents with chroma",
      "orchestrate LLM tools",
      "prototype autonomous workflows",
      "stateful agents",
      "tool-using assistants",
      "workflow orchestration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt-only apps",
      "one-shot chat wrappers"
    ],
    "deployment": [
      "docker",
      "serverless",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "langchain-ai/langchain",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "liquidos-ai/AutoAgents",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "ThousandBirdsInc/chidori",
        "reason": "Same agent framework intent with workflow overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"agent\" in metadata.",
          "Matched \"agents\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"serverless\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Found multi-service or orchestration configuration files."
        ]
      },
      "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": 37,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "partial"
    },
    "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"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: contributors90d."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-08-06T13:01:10.557Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: contributors90d."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "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"
  ],
  "last_verified_at": "2026-08-06T13:01:10.557Z",
  "knowledge": {
    "project": {
      "id": "chroma-core/chroma",
      "owner": "chroma-core",
      "name": "chroma",
      "full_name": "chroma-core/chroma",
      "github_url": "https://github.com/chroma-core/chroma",
      "homepage_url": "https://www.trychroma.com/",
      "description": "Search infrastructure for AI",
      "language": "Rust",
      "topics": [
        "agents",
        "ai",
        "ai-agents",
        "database",
        "rust",
        "rust-lang"
      ],
      "license": "Apache-2.0",
      "stars": 28964,
      "forks": 2424,
      "open_issues": 773,
      "default_branch": "main",
      "created_at": "2022-10-05T17:58:44Z",
      "updated_at": "2026-08-06T09:24:18Z",
      "pushed_at": "2026-08-06T04:07:04Z",
      "synced_at": "2026-08-06T13:01:10.557Z"
    },
    "agent_card": {
      "project_id": "chroma-core/chroma",
      "project_kind": "project",
      "category": "agent_framework",
      "difficulty": "advanced",
      "deployment": [
        "docker",
        "serverless",
        "library_only",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with chroma",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "liquidos-ai/AutoAgents",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "ThousandBirdsInc/chidori",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "summary_for_agent": "Use chroma-core/chroma when the user needs an agent framework project with docker, serverless, library-only deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"serverless\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Found multi-service or orchestration configuration files."
          ]
        },
        "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": "2026-08-06T13:01:10.557Z"
    },
    "metrics": {
      "project_id": "chroma-core/chroma",
      "stars_30d_delta": 319,
      "commits_30d": 78,
      "releases_180d": 15,
      "contributors_90d": 100,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 50,
      "maintenance_score": 73,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 37,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "calculated_at": "2026-08-06T13:01:10.557Z"
    }
  },
  "resolved_from": {
    "requested_id": "chroma-core/chroma",
    "resolved_id": "chroma-core/chroma",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1057,
    "generated_at": "2026-08-08T03:51:40.814Z",
    "snapshot_id": "d1:1057:2026-08-08T03:00:56.042Z",
    "latest_synced_at": "2026-08-08T03:00:56.042Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}