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## Description
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This PR removes codify, and the code graph pipeline, out of the
repository. It also introduces a Custom Pipeline interface, which can be
used in the future to define custom pipelines.
## Type of Change
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- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
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functionality to change)
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## Description
Merge main changes into dev branch
## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
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## Summary by CodeRabbit
* **Documentation**
* Overhauled README: renamed tagline, clarified product positioning,
reorganized Get Started into Open Source and Cloud paths, streamlined
Quickstart, refreshed demos, navigation, and citation/contributing
sections.
* **New Features**
* Added MCP tools for developer rules management, interaction logging,
and enhanced search modes (SUMMARIES, CYPHER, FEELING_LUCKY).
* **Bug Fixes**
* Improved embedding handling to support alternate response formats.
* **Chores**
* Updated test/dev dependency versions.
<sub>✏️ Tip: You can customize this high-level summary in your review
settings.</sub>
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
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## Description
Added Acceptance Criteria to Pull Request template
## Type of Change
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- [x] Other (please specify): chore
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## Description
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Implement File-Based Version of the Redis Cache Adapter
Description and acceptance criteria:
This PR introduces a file-based cache adapter as an alternative to the
existing Redis-based adapter. It provides the same core functionality
for caching session data and maintaining context across multiple user
interactions but stores data locally in files instead of Redis.
Because the shared Kùzu lock mechanism relies on Redis, it is not
supported in this implementation. If a lock is configured, the adapter
will raise an error to prevent misconfiguration.
You can test this adapter by enabling caching with the following
settings:
caching=True
cache_backend="fs"
When running multiple searches in a session, the system should correctly
maintain conversational context. For example:
- What is XY?
- Are you sure?
- What was my first question?
In this case, the adapter should preserve previous user–Cognee
interactions within the cache file so that follow-up queries remain
context-aware.
## Type of Change
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- [x] New feature (non-breaking change that adds functionality)
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functionality to change)
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- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
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feature works
- [x] I have added necessary documentation (if applicable)
- [x] All new and existing tests pass
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- [x] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
---------
Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Co-authored-by: hajdul88 <52442977+hajdul88@users.noreply.github.com>
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## Description
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Changed the key used for openai, since we changed the keys in the
secrets.
## Type of Change
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- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
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functionality to change)
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- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
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## Description
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Added a load test to out codebase. The test runs N adds of a pdf, then
cognifies them and runs N searches. Cognify and the searches are
measured, with certain constraints on how fast they should be. We can
tweak the values if necessary, these are values for the gpt-5-mini
model.
## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
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functionality to change)
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- [ ] Other (please specify):
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<!-- CURSOR_SUMMARY -->
---
> [!NOTE]
> Introduce a load test for S3 ingest, cognify, and concurrent searches
with timing thresholds, and wire it into CI.
>
> - **Tests**:
> - Add `cognee/tests/test_load.py` to measure end-to-end load: prunes
data/system, ingests from `s3://cognee-test-load-s3-bucket`, runs
`cognify` then concurrent GRAPH_COMPLETION searches, records timings
across reps, and asserts avg ≤ 8m and each run ≤ 10m.
> - **CI**:
> - Add `test-load` job in `.github/workflows/e2e_tests.yml`: installs
AWS deps, raises file descriptor limit, configures S3/env secrets, and
executes the new load test.
>
> <sup>Written by [Cursor
Bugbot](https://cursor.com/dashboard?tab=bugbot) for commit
c7598122bb. This will update automatically
on new commits. Configure
[here](https://cursor.com/dashboard?tab=bugbot).</sup>
<!-- /CURSOR_SUMMARY -->
…oviders support it
<!-- .github/pull_request_template.md -->
## Description
Enable multi user mode by default for supported graph and vector DBs
## Type of Change
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- [x] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
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## Description
Add run_custom_pipeline to have a way to execute a custom collection of tasks in Cognee
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## Description
Reduces the amount of macOS and Windows jobs by running these tests only
for the latest python version in the list.
`different-os-tests-basic` runs tests on ubuntu and python `'["3.10.x",
"3.11.x", "3.12.x", "3.13.x"]'`
`different-os-tests-extended` runs windows and macOS tests for python
`3.13.x`.
<img width="255" height="385" alt="Screenshot 2025-10-31 at 12 36 11"
src="https://github.com/user-attachments/assets/73813d69-70a1-40a6-8197-b323ddc7d365"
/>
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functionality to change)
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- [ ] Performance improvement
- [ ] Other (please specify):
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## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
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