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PR from user jspv, running it through our branch to test CI/CD
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## Description
Fixes Qdrant adapter faulty limit=0 behavior
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- Comparative Framework: Independent benchmarking system for evaluating
different RAG/QA systems
- HotpotQA Dataset: 50 instances corpus and corresponding QA pairs for
standardized evaluation
- Base Class: Abstract QABenchmarkRAG with async pipeline for document
ingestion and question answering
- Three Benchmarks: Standalone implementations for Mem0, LightRAG, and
Graphiti with specific dependencies
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## Description
Changes empty ontology logging from warning to info
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Merge main changes to dev
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The critical vulnerability involved exposing the debugpy debugger server
on 0.0.0.0:5678 (all network interfaces) when certain environment
variables were set, which allowed unauthenticated remote code execution.
This was fixed by changing the debugpy --listen argument from
0.0.0.0:5678 to 127.0.0.1:5678, ensuring the debug server is bound only
to localhost and is not externally accessible. All other code and logic
were left unchanged.
<details>
<summary>More Details</summary>
| Type | Identifier | Message | Severity | Link |
|------|------------|---------|----------|------|
| <pre>Application</pre> | <pre>CWE-489, CWE-284</pre> | When both
ENVIRONMENT=dev/local and DEBUG=true are set, the script launches
`debugpy` bound to 0.0.0.0:5678 and waits for a client to attach.
`debugpy` shells allow full, arbitrary code execution inside the running
container/process. If the container or host network is exposed—even
inadvertently—an attacker can connect to this port and gain RCE. Because
only environment variables gate this behavior, a mis-configuration,
leaked compose file, or SSRF that sets these variables could
unintentionally expose the debugger in production.<br>Impact: Remote
Code Execution, full compromise of the application and underlying
data.<br>Severity is elevated as the issue provides unauthenticated
code-level access to the live service. | <pre>critical</pre> |
[Link](https://console.pensar.dev/cognee/projects/cognee/a3838758-8ac3-4f46-8d34-035abb845e91)
|
</details>
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Upgrading `next` from `14.2.3` to `14.2.26`
## Fixes Summary
| File | Fix Explanation |
| --------- | ---------------- |
| <pre> /cognee-frontend/package.json </pre> | |
| <pre> /cognee-frontend/package-lock.json </pre> | |
| <pre> /cognee-frontend/src/app/layout.tsx </pre> | No changes are
needed. The code uses the `Metadata` type and the `Inter` font from
`next` in a manner compatible with recent Next.js versions, including
the updated versions that patch the vulnerabilities. The usage of
`Metadata`, the font import, and the RootLayout structure matches the
current Next.js app router conventions. There are no breaking API
changes or deprecations here requiring code modifications for
compatibility. |
---------
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## Description
Adds agentic procurement example
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## Description
Adds description to context in graph completion and its subclasses
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## Description
Enables the use of a remote Kuzu instance via a RESTful API.
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- Implemented retries when deepeval's evaluation fails
- Updated metric aggregation to ignore Nones
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adds and invokes Neo4jAdapter initialize for schema setup
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Adds base node label to Neo4j Adapter
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Update relational db migration example so it's more understandable
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Removes unused properies from node and edge pydantic models.
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Removes graph metrics calculation from dynamic steps and ontology demos
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Removes ontology resolver initialization at import.
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Adds subgraph retriever to graph based completion searches
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## Description
Add info about installing Cognee locally
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## Description
Update Memgraph integration with the missing abstract methods
`get_neighbors`, `get_node`, `get_nodes`
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Adds context extension search
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Adds chain of thought retriever
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Removes hardcoded user prompts from adapters
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Adds dashboard application to parallel modal evals to enable fast
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- set the parallel option to None in Fastembed's embedding function
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Adds modal parallel evaluation for retriever development
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## Description
Fixes graph completion limit
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