Cognee

What's Changed
* feat: Add graph metrics getter in graph db interface and adapters [COG-1082] by alekszievr in https://github.com/topoteretes/cognee/pull/483
* feat: Calculate graph metrics for networkx graph [COG-1082] by alekszievr in https://github.com/topoteretes/cognee/pull/484
* fix: mcp improvements by Vasilije1990 in https://github.com/topoteretes/cognee/pull/472
* fix: Add reraising of general exception handling in cognee [COG-1062] by dexters1 in https://github.com/topoteretes/cognee/pull/490
* fix: mcp CODE search error by hande-k in https://github.com/topoteretes/cognee/pull/495
* feat: Add pydantic settings checker by dexters1 in https://github.com/topoteretes/cognee/pull/497


**Full Changelog**: https://github.com/topoteretes/cognee/compare/v0.1.23...v0.1.24

What's Changed
* fix: Resolve issue with UUID being concatenated instead of strings by dexters1 in https://github.com/topoteretes/cognee/pull/357
* fix: Resolve issue with test deduplication github action by dexters1 in https://github.com/topoteretes/cognee/pull/346
* :arrow_up: Bump fastapi from 0.109.2 to 0.115.6 by dependabot in https://github.com/topoteretes/cognee/pull/331
* :arrow_up: Bump debugpy from 1.8.2 to 1.8.9 by dependabot in https://github.com/topoteretes/cognee/pull/356
* :arrow_up: Bump langsmith from 0.1.139 to 0.2.3 by dependabot in https://github.com/topoteretes/cognee/pull/359
* chore: Delete .github/dependabot.yaml by Vasilije1990 in https://github.com/topoteretes/cognee/pull/365
* fix: pgvector search by dexters1 in https://github.com/topoteretes/cognee/pull/360
* DCO by Vasilije1990 in https://github.com/topoteretes/cognee/pull/367
* chore: Create pr_lint by Vasilije1990 in https://github.com/topoteretes/cognee/pull/366
* chore: deployment state by dexters1 in https://github.com/topoteretes/cognee/pull/368
* feat: pass pydantic model to cognify by alekszievr in https://github.com/topoteretes/cognee/pull/369
* feat: Add mcp to cognee by Vasilije1990 in https://github.com/topoteretes/cognee/pull/370
* fix: Resolve reflection issue when running cognee a second time after… by dexters1 in https://github.com/topoteretes/cognee/pull/373
* feat: Implement a top-down dependency graph builder tool by lxobr in https://github.com/topoteretes/cognee/pull/268
* feat: Add type to DataPoint metadata by alekszievr in https://github.com/topoteretes/cognee/pull/364
* feat: outsources chunking parameters to extract chunk from documents … by hajdul88 in https://github.com/topoteretes/cognee/pull/289
* fix: Remove duplicate edges from the code graph by lxobr in https://github.com/topoteretes/cognee/pull/293
* feat: Structured code summarization by alekszievr in https://github.com/topoteretes/cognee/pull/375
* feat: Update get_cognify_router.py with graph endpoint by Vasilije1990 in https://github.com/topoteretes/cognee/pull/372
* feat: Add search by dataset for cognee by dexters1 in https://github.com/topoteretes/cognee/pull/376
* chore: Push to docker hub by Vasilije1990 in https://github.com/topoteretes/cognee/pull/371
* feat: implement mock embeddings option by hajdul88 in https://github.com/topoteretes/cognee/pull/384
* feat: implement mock summaryobject for codegraph by hajdul88 in https://github.com/topoteretes/cognee/pull/385
* chore: Add evaluation notebook by alekszievr in https://github.com/topoteretes/cognee/pull/390
* fix: langfuse by Vasilije1990 in https://github.com/topoteretes/cognee/pull/386
* chore: deletes the old test for the codegraph pipeline by hajdul88 in https://github.com/topoteretes/cognee/pull/392
* chore: Add notebooks by Vasilije1990 in https://github.com/topoteretes/cognee/pull/394
* feat: Ingest non-code files by alekszievr in https://github.com/topoteretes/cognee/pull/395
* fix: Handle retry errors in code summary by alekszievr in https://github.com/topoteretes/cognee/pull/396
* fix: Changes langfuse LLM API call tracing to generation by hajdul88 in https://github.com/topoteretes/cognee/pull/397
* feat: mcp by borisarzentar in https://github.com/topoteretes/cognee/pull/400
* Add Smithery to README by calclavia in https://github.com/topoteretes/cognee/pull/399
* Cog 813 source code chunks by lxobr in https://github.com/topoteretes/cognee/pull/383
* Cog 650 replace pylint by dexters1 in https://github.com/topoteretes/cognee/pull/382
* Cog 475 local file endpoint deletion by dexters1 in https://github.com/topoteretes/cognee/pull/391
* Overcome ContextWindowExceededError by checking token count while chunking by alekszievr in https://github.com/topoteretes/cognee/pull/413
* fix: Fixes faulty logging format and sets up error logging in dynamic… by hajdul88 in https://github.com/topoteretes/cognee/pull/412
* fix: Fixes duplicated edges in cognify by limiting the recursion dept… by hajdul88 in https://github.com/topoteretes/cognee/pull/415
* feat: adding ruff, visualization, and fixing ollama by Vasilije1990 in https://github.com/topoteretes/cognee/pull/401
* fix: Resolve profiler issue with partial and recursive logger imports by dexters1 in https://github.com/topoteretes/cognee/pull/420
* feat: implements the first version of graph based completion in search by hajdul88 in https://github.com/topoteretes/cognee/pull/417
* feat: Add ability to change graph database configuration through cognee by dexters1 in https://github.com/topoteretes/cognee/pull/421
* Match Ruff version in config to the one in github actions by alekszievr in https://github.com/topoteretes/cognee/pull/423
* Code graph pipeline improvements and fixes by alekszievr in https://github.com/topoteretes/cognee/pull/414
* Feature/cog 971 preparing swe bench run by hajdul88 in https://github.com/topoteretes/cognee/pull/424
* Format with Ruff 0.9.0 by alekszievr in https://github.com/topoteretes/cognee/pull/425
* Fix: deleting incorrect repo path by hajdul88 in https://github.com/topoteretes/cognee/pull/426
* fix: resolve issue with langfuse dependency installation by dexters1 in https://github.com/topoteretes/cognee/pull/430
* Fix: Fixes logging setup by hajdul88 in https://github.com/topoteretes/cognee/pull/434
* Llama index cognee integration notebook by dexters1 in https://github.com/topoteretes/cognee/pull/428
* fix: Fix ubuntu 24.04 segmentation fault by dexters1 in https://github.com/topoteretes/cognee/pull/422
* feat: deletes on the fly embeddings and uses edge collections by hajdul88 in https://github.com/topoteretes/cognee/pull/436
* Feat/cog 946 abstract eval dataset by alekszievr in https://github.com/topoteretes/cognee/pull/418
* docs: Update LlamaIndex integration notebook by dexters1 in https://github.com/topoteretes/cognee/pull/440
* Feat/cog 950 improve metric selection by alekszievr in https://github.com/topoteretes/cognee/pull/435
* Support 4 different rag options in eval by alekszievr in https://github.com/topoteretes/cognee/pull/439
* feat: adds cognee node and edge embeddings for graphiti graph by hajdul88 in https://github.com/topoteretes/cognee/pull/437
* feat: Add versioning to the data point model by Vasilije1990 in https://github.com/topoteretes/cognee/pull/378
* Update CONTRIBUTING.md by Vasilije1990 in https://github.com/topoteretes/cognee/pull/447
* feat: Add data visualization for Anthropic by Vasilije1990 in https://github.com/topoteretes/cognee/pull/432
* Run eval on a set of parameters and save them as png and json by alekszievr in https://github.com/topoteretes/cognee/pull/443
* COG-989 feat: make tasks a configurable argument in the cognify function by lxobr in https://github.com/topoteretes/cognee/pull/442
* fix: Update ruff version for cognee by dexters1 in https://github.com/topoteretes/cognee/pull/450
* Feature/cog 186 run cognee on windows by hajdul88 in https://github.com/topoteretes/cognee/pull/449
* Incremental eval of cognee pipeline by alekszievr in https://github.com/topoteretes/cognee/pull/445
* feat: Add incremental eval option to paramset by alekszievr in https://github.com/topoteretes/cognee/pull/446
* Adds windows test + fixes networkx file loading issue by hajdul88 in https://github.com/topoteretes/cognee/pull/458
* chore: add docstrings any typing to cognee tasks by hande-k in https://github.com/topoteretes/cognee/pull/451
* Feat: Save and load contexts and answers for eval by alekszievr in https://github.com/topoteretes/cognee/pull/462
* Cog 793 metadata rework by dexters1 in https://github.com/topoteretes/cognee/pull/460
* feat: use fastmcp for mcp server by borisarzentar in https://github.com/topoteretes/cognee/pull/465
* feat: implements modal wrapper + dockerfile for modal containers by hajdul88 in https://github.com/topoteretes/cognee/pull/469
* test: Add github action to test code graph by dexters1 in https://github.com/topoteretes/cognee/pull/471
* fix: Add support for SQLite and PostgreSQL for inserting data in SQLA… by dexters1 in https://github.com/topoteretes/cognee/pull/467
* fix: use low_lever server for cognee mcp server by borisarzentar in https://github.com/topoteretes/cognee/pull/470
* Cog 1069 update notebooks evals by hande-k in https://github.com/topoteretes/cognee/pull/464
* update readme by hande-k in https://github.com/topoteretes/cognee/pull/473
* feat: Add normalization to PGVector search by dexters1 in https://github.com/topoteretes/cognee/pull/459
* Feat: [COG-1074] fix multimetric eval bug by alekszievr in https://github.com/topoteretes/cognee/pull/463
* feat: add codegraph related API endpoints by borisarzentar in https://github.com/topoteretes/cognee/pull/475
* Feat: [cog-1089] Define pydantic models for descriptive graph metrics and input metrics by alekszievr in https://github.com/topoteretes/cognee/pull/466
* Cog 970 refactor tokenizing by dexters1 in https://github.com/topoteretes/cognee/pull/468
* Count the number of tokens in documents [COG-1071] by alekszievr in https://github.com/topoteretes/cognee/pull/476
* Feat: add number of tokens and descriptive graph metrics to metric table [COG-1132] by alekszievr in https://github.com/topoteretes/cognee/pull/481
* Changes Neo4j add_edge method and implements unit tests around get_graph_from_model logic by hajdul88 in https://github.com/topoteretes/cognee/pull/474
* feat: Add gemini support [COG-1023] by dexters1 in https://github.com/topoteretes/cognee/pull/485
* feat: implement unit tests and extensive checks around the get_graph_from_model [COG-754] by hajdul88 in https://github.com/topoteretes/cognee/pull/491

New Contributors
* calclavia made their first contribution in https://github.com/topoteretes/cognee/pull/399
* hande-k made their first contribution in https://github.com/topoteretes/cognee/pull/451

**Full Changelog**: https://github.com/topoteretes/cognee/compare/v0.1.22...v0.1.23

What's Changed
* Version 0.1.22 in https://github.com/topoteretes/cognee/pull/438
* Fixed Cognee running on Ubuntu 24

**Full Changelog**: https://github.com/topoteretes/cognee/compare/v0.1.21...v0.1.22

**Full Changelog**: https://github.com/topoteretes/cognee/compare/v0.1.20...v0.1.21

What's Changed
* feat: llama index support by dexters1 in https://github.com/topoteretes/cognee/pull/186
* feat: log search queries and results by borisarzentar in https://github.com/topoteretes/cognee/pull/166
* test: chunking unit tests by 0xideas in https://github.com/topoteretes/cognee/pull/205
* feat: switch to gpt-4o-mini by default by 0xideas in https://github.com/topoteretes/cognee/pull/233
* feat: add vector and graph dbs state to README file by borisarzentar in https://github.com/topoteretes/cognee/pull/235
* fix: Rename remaining 'query' keyword args in cognee.search to 'query_text' by 0xideas in https://github.com/topoteretes/cognee/pull/234
* test: pydantic unit tests by 0xideas in https://github.com/topoteretes/cognee/pull/230
* feat: eval on swe bench by alekszievr in https://github.com/topoteretes/cognee/pull/232
* refactor: Change proxy url to be to custom domain by dexters1 in https://github.com/topoteretes/cognee/pull/240
* chore: Add optional dependencies by dexters1 in https://github.com/topoteretes/cognee/pull/241
* fix: fixes cognify duplicated edges and resets the methods to an olde… by hajdul88 in https://github.com/topoteretes/cognee/pull/242
* feat: Integrate Milvus as a Vector Database Provider by jinhonglin-ryan in https://github.com/topoteretes/cognee/pull/243
* feat: Milvus vector db by dexters1 in https://github.com/topoteretes/cognee/pull/244
* fix: deletes get_graph_from_model test of the faulty old implementation by hajdul88 in https://github.com/topoteretes/cognee/pull/245
* docs: Update readme by dexters1 in https://github.com/topoteretes/cognee/pull/246
* fix: Fix dlt for metadata by dexters1 in https://github.com/topoteretes/cognee/pull/247
* fix: Resolve issue with embedding data points for Milvus by dexters1 in https://github.com/topoteretes/cognee/pull/248
* fix: Resolve issue when metadata is updated by dexters1 in https://github.com/topoteretes/cognee/pull/249
* fix: check if repo path exists before starting the pipeline by alekszievr in https://github.com/topoteretes/cognee/pull/252
* fix: Skip empty files in get repo file dependencies by alekszievr in https://github.com/topoteretes/cognee/pull/254
* chore: Fix issue with notebook github actions by dexters1 in https://github.com/topoteretes/cognee/pull/256
* feat: Integrate graphiti's temporal awareness functionality as Tasks by alekszievr in https://github.com/topoteretes/cognee/pull/253
* feat: Creates edge embeddings collection by hajdul88 in https://github.com/topoteretes/cognee/pull/251
* test: Update gh actions so they can run outside of PR to main by dexters1 in https://github.com/topoteretes/cognee/pull/263
* fix: refactor get_graph_from_model to return nodes and edges correctly by borisarzentar in https://github.com/topoteretes/cognee/pull/257
* fix: data dataset model changes by dexters1 in https://github.com/topoteretes/cognee/pull/260
* docs: Add code of conduct, NOTICE, and licenses/ by RaphaelS1 in https://github.com/topoteretes/cognee/pull/266
* feat: Add cognee config to telemetry by alekszievr in https://github.com/topoteretes/cognee/pull/265
* feat: more document types by dexters1 in https://github.com/topoteretes/cognee/pull/269
* feat: implementing additional retriever approaches by hajdul88 in https://github.com/topoteretes/cognee/pull/262
* feat: Calculate official hotpot EM and F1 scores by alekszievr in https://github.com/topoteretes/cognee/pull/292
* chore: Create autoupdate.yaml by Vasilije1990 in https://github.com/topoteretes/cognee/pull/291
* :arrow_up: Bump actions/cache from 3 to 4 by dependabot in https://github.com/topoteretes/cognee/pull/298
* chore: delete unused files by Vasilije1990 in https://github.com/topoteretes/cognee/pull/342
* :arrow_up: Bump SethCohen/github-releases-to-discord from 1.15.0 to 1.16.2 by dependabot in https://github.com/topoteretes/cognee/pull/297
* :arrow_up: Bump sentry-sdk from 2.19.0 to 2.19.2 by dependabot in https://github.com/topoteretes/cognee/pull/317
* :arrow_up: Bump ruff from 0.2.2 to 0.8.2 by dependabot in https://github.com/topoteretes/cognee/pull/319
* :arrow_up: Bump notebook from 7.2.2 to 7.3.1 by dependabot in https://github.com/topoteretes/cognee/pull/316
* feat: Added basic profiling by Vasilije1990 in https://github.com/topoteretes/cognee/pull/255
* chore: Remove unused files by Vasilije1990 in https://github.com/topoteretes/cognee/pull/344
* Version 0.1.20 by borisarzentar in https://github.com/topoteretes/cognee/pull/343

New Contributors
* jinhonglin-ryan made their first contribution in https://github.com/topoteretes/cognee/pull/243
* RaphaelS1 made their first contribution in https://github.com/topoteretes/cognee/pull/266
* dependabot made their first contribution in https://github.com/topoteretes/cognee/pull/298

**Full Changelog**: https://github.com/topoteretes/cognee/compare/v0.1.19...v0.1.20

What's Changed
* docs: Fix postgres install instruction by dexters1 in https://github.com/topoteretes/cognee/pull/182
* Updating cognify pipeline documentation by alekszievr in https://github.com/topoteretes/cognee/pull/181
* Remove automatic execution of test that require LLM inputs from merge… by 0xideas in https://github.com/topoteretes/cognee/pull/184
* Call os.getenv in BaseConfig by 0xideas in https://github.com/topoteretes/cognee/pull/183
* Add manual execution for python-3.X tests by 0xideas in https://github.com/topoteretes/cognee/pull/185
* Cog 492 posthog unique users by dexters1 in https://github.com/topoteretes/cognee/pull/187
* Change to AND operator and move from concurrency to run by 0xideas in https://github.com/topoteretes/cognee/pull/194
* Feat/cog 184 add falkordb by borisarzentar in https://github.com/topoteretes/cognee/pull/192
* Add code_graph_demo notebook by 0xideas in https://github.com/topoteretes/cognee/pull/191
* Delete .github/workflows/auto-comment.yml by Vasilije1990 in https://github.com/topoteretes/cognee/pull/199
* Small cleanup pull request by 0xideas in https://github.com/topoteretes/cognee/pull/201
* Remove graph overwriting on exception in NetworkXAdapter by 0xideas in https://github.com/topoteretes/cognee/pull/190
* Cog 577 add unit test task by 0xideas in https://github.com/topoteretes/cognee/pull/197
* Feat/cog 553 graph memory projection by hajdul88 in https://github.com/topoteretes/cognee/pull/196
* Remove dspy logic that confuses by Vasilije1990 in https://github.com/topoteretes/cognee/pull/215
* Remove dspy dependency by 0xideas in https://github.com/topoteretes/cognee/pull/216
* fix: Fixes processing false Class keyword issue by hajdul88 in https://github.com/topoteretes/cognee/pull/229
* Cog 597 refactor analytics by dexters1 in https://github.com/topoteretes/cognee/pull/231

New Contributors
* alekszievr made their first contribution in https://github.com/topoteretes/cognee/pull/181
* hajdul88 made their first contribution in https://github.com/topoteretes/cognee/pull/196

**Full Changelog**: https://github.com/topoteretes/cognee/compare/v0.1.18...v0.1.19