[
  {
    "id": "cognee-docs-1",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/remember.md",
    "excerpt": "The `.remember` operation is the main ingestion entry point in Cognee v1.0. It stores information in memory with a single API call.",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/recall.md",
    "excerpt": "when you do not specify a search type, `recall()` classifies the query and picks the best retrieval strategy automatically",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/improve.md",
    "excerpt": "The `.improve` operation enriches an existing Cognee graph after data has already been ingested.",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/forget.md",
    "excerpt": "The `.forget` operation is the unified deletion command in Cognee v1.0.",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-5",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cli/overview.md",
    "excerpt": "lets you run Cognee from the terminal so you can remember data, enrich memory, and ask questions without opening a Python file",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-mcp/mcp-overview.md",
    "excerpt": "Connect Cognee to MCP-compatible AI tools like Claude, Cursor, and Cline.",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/api-reference/introduction.md",
    "excerpt": "Run Cognee container\\ndocker run --env-file ./.env -p 8000:8000 --rm -it cognee/cognee:main",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/further-concepts/ontologies.md",
    "excerpt": "An ontology is an optional RDF/OWL file you can provide to Cognee. It acts as a reference vocabulary, making sure that entity types...are linked to canonical, well-defined concepts.",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/multi-user-mode/permissions-system/overview.md",
    "excerpt": "This system provides data isolation and access control through dataset-scoped permissions and per-dataset storage, enabling multiple users or organizations to use the same Cognee instance while keeping their data completely separate.",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cloud/overview.md",
    "excerpt": "you can also run the UI and all pipelines entirely on your own machine for free, with no account required, using `cognee.start_ui()`",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cli/overview.md",
    "excerpt": "`cognee-cli push` uploads a local dataset's knowledge graph to Cognee Cloud",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cli/overview.md",
    "excerpt": "`cognee-cli report` writes a Graph Insight Report describing what a dataset's graph contains",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/sessions-and-caching.md",
    "excerpt": "cognee.remember(data, session_id=\"my_session\") — writes content directly into the session cache for fast retrieval.",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-14",
    "tier": "claimed-docs",
    "url": "https://www.cognee.ai/pricing",
    "excerpt": "Cognee is open source. Run the full memory engine locally or on your own stack — free, forever.",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-15",
    "tier": "claimed-docs",
    "url": "https://www.cognee.ai",
    "excerpt": "Connect Slack, GitHub, Linear to Cognee and help agents recall what your company knows.",
    "fetchedAt": "2026-09-05T00:32:54.884Z"
  },
  {
    "id": "cognee-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/getting-started/introduction.md",
    "excerpt": "Give Cognee text, files, or URLs. It ingests, chunks, extracts entities, and builds the knowledge graph for you in one call.",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/recall.md",
    "excerpt": "when you do not specify a search type, recall() classifies the query and picks the best retrieval strategy automatically.",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/forget.md",
    "excerpt": "Single data item deletion: remove one data item from a dataset. Dataset deletion: remove an entire dataset and its graph/vector data.",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/improve.md",
    "excerpt": "The .improve operation enriches an existing Cognee graph after data has already been ingested.",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/further-concepts/ontologies.md",
    "excerpt": "It acts as a reference vocabulary, making sure that entity types (\"classes\") and entity mentions (\"individuals\") extracted from your data are linked to canonical, well-defined concepts.",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-21",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-mcp/mcp-overview.md",
    "excerpt": "Cognee MCP brings persistent AI memory to your workflow through the Model Context Protocol.",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cli/overview.md",
    "excerpt": "The cognee-cli command lets you run Cognee from the terminal so you can remember data, enrich memory, and ask questions without opening a Python file.",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cloud/overview.md",
    "excerpt": "run the UI and all pipelines entirely on your own machine for free, with no account required, using cognee.start_ui()",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cloud/overview.md",
    "excerpt": "Upload data, explore knowledge graphs, run searches, and manage datasets through the browser.",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/multi-user-mode/permissions-system/overview.md",
    "excerpt": "provides data isolation and access control through dataset-scoped permissions and per-dataset storage, enabling multiple users or organizations to use the same Cognee instance",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/api-reference/introduction.md",
    "excerpt": "Run Cognee locally using Docker for development, testing, and custom deployments.",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-27",
    "tier": "claimed-docs",
    "url": "https://www.cognee.ai/pricing",
    "excerpt": "Data source integrations: Slack, Notion, Linear, Google Drive",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-28",
    "tier": "claimed-docs",
    "url": "https://www.cognee.ai/pricing",
    "excerpt": "Code indexing for your repos",
    "fetchedAt": "2026-09-05T00:35:10.991Z"
  },
  {
    "id": "cognee-docs-29",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/recall.md",
    "excerpt": "when you do not specify a search type, `recall()` classifies the query and picks the best retrieval strategy automatically.",
    "fetchedAt": "2026-09-05T00:37:52.810Z"
  },
  {
    "id": "cognee-docs-30",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/forget.md",
    "excerpt": "Single data item deletion: remove one data item from a dataset. Dataset deletion: remove an entire dataset and its graph/vector data. Full cleanup: remove everything the current user can delete.",
    "fetchedAt": "2026-09-05T00:37:52.810Z"
  },
  {
    "id": "cognee-docs-31",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/improve.md",
    "excerpt": "Use `improve()` after Remember when you want to enrich an existing graph further. Use it at the end of a chat or agent session to bridge short-term session memory into permanent memory.",
    "fetchedAt": "2026-09-05T00:37:52.810Z"
  },
  {
    "id": "cognee-docs-32",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cli/overview.md",
    "excerpt": "The `cognee-cli` command lets you run Cognee from the terminal so you can remember data, enrich memory, and ask questions without opening a Python file.",
    "fetchedAt": "2026-09-05T00:37:52.810Z"
  },
  {
    "id": "cognee-docs-33",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cloud/overview.md",
    "excerpt": "Cognee Cloud gives you the full Cognee platform ... you can also run the UI and all pipelines entirely on your own machine for free, with no account required, using `cognee.start_ui()`.",
    "fetchedAt": "2026-09-05T00:37:52.810Z"
  },
  {
    "id": "cognee-docs-34",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-mcp/mcp-overview.md",
    "excerpt": "You access them through MCP-compatible AI assistants like Cursor, Claude Desktop, Continue, Cline, and Codex.",
    "fetchedAt": "2026-09-05T00:37:52.810Z"
  },
  {
    "id": "cognee-docs-35",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/further-concepts/ontologies.md",
    "excerpt": "An ontology is an optional RDF/OWL file you can provide to Cognee. It acts as a reference vocabulary, making sure that entity types ... extracted from your data are linked to canonical, well-defined concepts.",
    "fetchedAt": "2026-09-05T00:37:52.810Z"
  },
  {
    "id": "cognee-docs-36",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/api-reference/introduction.md",
    "excerpt": "Quick start with Docker (single command): docker run --env-file ./.env -p 8000:8000 --rm -it cognee/cognee:main",
    "fetchedAt": "2026-09-05T00:37:52.810Z"
  },
  {
    "id": "cognee-docs-37",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/recall.md",
    "excerpt": "The `.recall` operation is the main retrieval entry point in Cognee v1.0. It searches memory using the best available source for the request.",
    "fetchedAt": "2026-09-05T00:39:42.295Z"
  },
  {
    "id": "cognee-docs-38",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/sessions-and-caching.md",
    "excerpt": "A session is Cognee's short-term memory for a specific user. It is identified by `(user_id, session_id)` and stores an ordered list of recent interactions.",
    "fetchedAt": "2026-09-05T00:39:42.295Z"
  },
  {
    "id": "cognee-docs-39",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/further-concepts/ontologies.md",
    "excerpt": "An ontology is an optional RDF/OWL file you can provide to Cognee. It acts as a reference vocabulary, making sure that entity types (\"classes\") and entity mentions (\"individuals\") extracted from your data are linked to canonical, well-defined concepts.",
    "fetchedAt": "2026-09-05T00:39:42.295Z"
  },
  {
    "id": "cognee-docs-40",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cloud/overview.md",
    "excerpt": "run the UI and all pipelines entirely on your own machine for free, with no account required, using `cognee.start_ui()`",
    "fetchedAt": "2026-09-05T00:39:42.295Z"
  },
  {
    "id": "cognee-docs-41",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/python-api.md",
    "excerpt": "Store data as permanent graph memory or fast session memory in one call.",
    "fetchedAt": "2026-09-16T00:05:32.646Z"
  },
  {
    "id": "cognee-docs-42",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/further-concepts/ontologies.md",
    "excerpt": "An **ontology** is an optional RDF/OWL file you can provide to Cognee. It acts as a **reference vocabulary**, making sure that entity types (\"classes\") and entity mentions (\"individuals\") extracted from your data are linked to canonical, well-defined concepts.",
    "fetchedAt": "2026-09-16T00:05:32.646Z"
  },
  {
    "id": "cognee-docs-43",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/core-concepts/main-operations/forget.md",
    "excerpt": "Remove a data item, an entire dataset, or all memory for the current user.",
    "fetchedAt": "2026-09-16T00:05:32.646Z"
  },
  {
    "id": "cognee-docs-44",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/cognee-cli/overview.md",
    "excerpt": "`cognee-cli demo` gives you a working example with **no API key and no embedding provider**, on a machine with no network access",
    "fetchedAt": "2026-09-16T00:05:32.646Z"
  },
  {
    "id": "cognee-docs-45",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/llms-integrations.md",
    "excerpt": "Connect a GitHub organization and index every covered repository into the code graph.",
    "fetchedAt": "2026-09-16T00:05:32.646Z"
  },
  {
    "id": "cognee-docs-46",
    "tier": "claimed-docs",
    "url": "https://docs.cognee.ai/llms-integrations.md",
    "excerpt": "Install Cognee as a Linear agent that answers @mentions and delegated issues from memory, and index the workspace's issues.",
    "fetchedAt": "2026-09-16T00:05:32.646Z"
  },
  {
    "id": "cognee-comm-1",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/48919162",
    "excerpt": "Cognee's knowledge-graph design (ontology, LLM extraction, dedup) 'looks like such a heavy setup that adds a lot of friction and silos... feels like I just get my data trapped in their service, for not a ton of value' — at personal/small scale it's overkill; better suited for medium-to-large scale deployments.",
    "fetchedAt": "2026-09-05T00:40:40.773Z"
  },
  {
    "id": "cognee-probe-1",
    "tier": "probe",
    "url": "https://docs.cognee.ai/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.cognee.ai/llms.txt # Cognee Documentation\n\n> Cognee turns documents, code, and application data into persistent AI memory that agents and a",
    "fetchedAt": "2026-09-16T00:05:36.919Z"
  },
  {
    "id": "cognee-probe-2",
    "tier": "probe",
    "url": "https://docs.cognee.ai/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.cognee.ai/openapi.json, https://docs.cognee.ai/swagger.json, https://docs.cognee.ai/api/openapi.json, https://docs.cognee.ai/.well-known/openapi.json)",
    "fetchedAt": "2026-09-16T00:05:36.919Z"
  },
  {
    "id": "cognee-probe-3",
    "tier": "probe",
    "url": "https://docs.cognee.ai/cognee-mcp/mcp-overview",
    "excerpt": "official MCP server documented at https://docs.cognee.ai/cognee-mcp/mcp-overview",
    "fetchedAt": "2026-09-16T00:05:36.919Z"
  },
  {
    "id": "cognee-probe-4",
    "tier": "probe",
    "url": "https://docs.cognee.ai/cognee-cli/overview",
    "excerpt": "official CLI documented at https://docs.cognee.ai/cognee-cli/overview",
    "fetchedAt": "2026-09-16T00:05:36.919Z"
  }
]