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@dexters1 dexters1 commented Dec 1, 2025

Description

Type of Change

  • Bug fix (non-breaking change that fixes an issue)
  • New feature (non-breaking change that adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to change)
  • Documentation update
  • Code refactoring
  • Performance improvement
  • Other (please specify):

Screenshots/Videos (if applicable)

Pre-submission Checklist

  • I have tested my changes thoroughly before submitting this PR
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davidmyriel and others added 30 commits October 30, 2025 16:21
- fix grammar, spelling and semantics
- update headings
- add new copy to mirror website copy
- update product names
<!-- .github/pull_request_template.md -->
Ollama tests were failing during to incorrect embeddings API endpoint

## Description
<!--
Please provide a clear, human-generated description of the changes in
this PR.
DO NOT use AI-generated descriptions. We want to understand your thought
process and reasoning.
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## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
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<!-- Add screenshots or videos to help explain your changes -->

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The OllamaEmbeddingEngine is compatible with OpenAI
- Add missing tools: cognify_add_developer_rules, get_developer_rules, save_interaction
- Enhance search tool description with all supported search types
- Documentation now accurately reflects all 10 tools implemented in server.py
<!-- .github/pull_request_template.md -->

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## Description
Resolve issue with cypher search by encoding the return value from the
cypher query into JSON. Uses fastapi json encoder


## Type of Change
<!-- Please check the relevant option -->
- [x] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):

## Screenshots/Videos (if applicable)
Example of result now with Cypher search with the following query "MATCH
(src)-[rel]->(nbr) RETURN src, rel" on Simple example:
```
{
   "search_result":[
      [
         [
            {
               "_id":{
                  "offset":0,
                  "table":0
               },
               "_label":"Node",
               "id":"87372381-a9fe-5b82-9c92-3f5dbab1bc35",
               "name":"",
               "type":"DocumentChunk",
               "created_at":"2025-11-05T14:12:46.707597",
               "updated_at":"2025-11-05T14:12:54.801747",
               "properties":"{\"created_at\": 1762351945009, \"updated_at\": 1762351945009, \"ontology_valid\": false, \"version\": 1, \"topological_rank\": 0, \"metadata\": {\"index_fields\": [\"text\"]}, \"belongs_to_set\": null, \"text\": \"\\n    Natural language processing (NLP) is an interdisciplinary\\n    subfield of computer science and information retrieval.\\n    \", \"chunk_size\": 48, \"chunk_index\": 0, \"cut_type\": \"paragraph_end\"}"
            },
            {
               "_src":{
                  "offset":0,
                  "table":0
               },
               "_dst":{
                  "offset":1,
                  "table":0
               },
               "_label":"EDGE",
               "_id":{
                  "offset":0,
                  "table":1
               },
               "relationship_name":"contains",
               "created_at":"2025-11-05T14:12:47.217590",
               "updated_at":"2025-11-05T14:12:55.193003",
               "properties":"{\"source_node_id\": \"87372381-a9fe-5b82-9c92-3f5dbab1bc35\", \"target_node_id\": \"bc338a39-64d6-549a-acec-da60846dd90d\", \"relationship_name\": \"contains\", \"updated_at\": \"2025-11-05 14:12:54\", \"relationship_type\": \"contains\", \"edge_text\": \"relationship_name: contains; entity_name: natural language processing (nlp); entity_description: An interdisciplinary subfield of computer science and information retrieval concerned with interactions between computers and human (natural) languages.\"}"
            }
         ]
      ]
   ],
   "dataset_id":"UUID(""af4b1c1c-90fc-59b7-952c-1da9bbde370c"")",
   "dataset_name":"main_dataset",
   "graphs":"None"
}
```
Relates to #1725
Issue: #1723

## Pre-submission Checklist
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- [ ] All new and existing tests pass
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## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
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## Description
Resolve issue with cypher search by encoding the return value from the
cypher query into JSON. Uses fastapi json encoder


## Type of Change
<!-- Please check the relevant option -->
- [x] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):

## Screenshots/Videos (if applicable)
Example of result now with Cypher search with the following query "MATCH
(src)-[rel]->(nbr) RETURN src, rel" on Simple example:
```
{
   "search_result":[
      [
         [
            {
               "_id":{
                  "offset":0,
                  "table":0
               },
               "_label":"Node",
               "id":"87372381-a9fe-5b82-9c92-3f5dbab1bc35",
               "name":"",
               "type":"DocumentChunk",
               "created_at":"2025-11-05T14:12:46.707597",
               "updated_at":"2025-11-05T14:12:54.801747",
               "properties":"{\"created_at\": 1762351945009, \"updated_at\": 1762351945009, \"ontology_valid\": false, \"version\": 1, \"topological_rank\": 0, \"metadata\": {\"index_fields\": [\"text\"]}, \"belongs_to_set\": null, \"text\": \"\\n    Natural language processing (NLP) is an interdisciplinary\\n    subfield of computer science and information retrieval.\\n    \", \"chunk_size\": 48, \"chunk_index\": 0, \"cut_type\": \"paragraph_end\"}"
            },
            {
               "_src":{
                  "offset":0,
                  "table":0
               },
               "_dst":{
                  "offset":1,
                  "table":0
               },
               "_label":"EDGE",
               "_id":{
                  "offset":0,
                  "table":1
               },
               "relationship_name":"contains",
               "created_at":"2025-11-05T14:12:47.217590",
               "updated_at":"2025-11-05T14:12:55.193003",
               "properties":"{\"source_node_id\": \"87372381-a9fe-5b82-9c92-3f5dbab1bc35\", \"target_node_id\": \"bc338a39-64d6-549a-acec-da60846dd90d\", \"relationship_name\": \"contains\", \"updated_at\": \"2025-11-05 14:12:54\", \"relationship_type\": \"contains\", \"edge_text\": \"relationship_name: contains; entity_name: natural language processing (nlp); entity_description: An interdisciplinary subfield of computer science and information retrieval concerned with interactions between computers and human (natural) languages.\"}"
            }
         ]
      ]
   ],
   "dataset_id":"UUID(""af4b1c1c-90fc-59b7-952c-1da9bbde370c"")",
   "dataset_name":"main_dataset",
   "graphs":"None"
}
```
Relates to #1725 Issue:
#1723

## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
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- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [ ] My commits have clear and descriptive messages

## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.

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- Update the tool name from cognify_add_developer_rules to cognee_add_developer_rules.
<!-- .github/pull_request_template.md -->

## Description
- Add missing tools: cognify_add_developer_rules, get_developer_rules,
save_interaction
- Enhance search tool description with all supported search types
- Documentation now accurately reflects all 10 tools implemented in
server.py

## Type of Change
<!-- Please check the relevant option -->
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- [ ] New feature (non-breaking change that adds functionality)
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## DCO Affirmation
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The OllamaEmbeddingEngine is compatible with OpenAI

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pazone and others added 5 commits November 21, 2025 17:59
This change has been made by @pazone from the Mergify config editor.
…ue with 0.2.0 lance-namespace version) + crawler ingetration test url fix (#1842)

<!-- .github/pull_request_template.md -->

## Description
Implements a quick fix for the lance-namespace 0.0.21 to 0.2.0 release
issue with lancedb. Later this has to be revisited if they fix it on
their side, for now we fixed the lance-namespace version to the previous
one.


**If Lancedb fixes the issue on their side this can be closed**


Additionally cherry picking crawler integration test fixes from dev

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Walkthrough

Documentation updates to both READMEs (branding, navigation, tool descriptions), adjustment of web crawler test URLs from Wikipedia to example.com, response format handling in Ollama embedding engine, and JSON encoding wrapper for graph query results. Multiple minor logic and test adjustments across the codebase.

Changes

Cohort / File(s) Summary
Documentation Updates
README.md
Restructured README with updated branding from "6 lines of code" to "Accurate and Persistent AI Memory"; reorganized sections (new "About Cognee" intro, consolidated Get Started/Cloud setup narrative); updated code examples to reflect new API usage (cognee.add, cognee.cognify, cognee.memify); standardized "Cognee" capitalization; renamed "Citation" to "Research & Citation"; updated demo references and language list.
MCP Tool Documentation
cognee-mcp/README.md
Added tool descriptions for cognee_add_developer_rules, save_interaction, and get_developer_rules; expanded search tool capabilities to include SUMMARIES, CYPHER, and FEELING_LUCKY search modes; adjusted related deletion and data-listing examples.
Embedding & Retrieval Logic
cognee/infrastructure/databases/vector/embeddings/OllamaEmbeddingEngine.py, cognee/modules/retrieval/cypher_search_retriever.py
OllamaEmbeddingEngine: added fallback logic to handle alternate response shape from embedding endpoint (data["embeddings"][0] vs. data["data"][0]["embedding"]). Cypher retriever: wrapped graph query result with jsonable_encoder for JSON-serializable output.
Web Crawler Tests
cognee/tests/integration/web_url_crawler/test_default_url_crawler.py, cognee/tests/integration/web_url_crawler/test_tavily_crawler.py, cognee/tests/integration/web_url_crawler/test_url_adding_e2e.py
Updated test URLs from https://en.wikipedia.org/wiki/Large_language_model to http://example.com/ across all three test files; test logic and assertions remain unchanged.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~18 minutes

  • README.md restructuring: Most extensive change; verify branding, navigation links, and code examples are accurate and consistent with API changes
  • OllamaEmbeddingEngine fallback logic: Confirm the alternate response shape is valid and that both conditions are properly handled
  • Test URL changes: Verify example.com is suitable for integration tests or if there are any side effects to crawler behavior

Possibly related PRs

Suggested labels

core-team

Suggested reviewers

  • Vasilije1990
  • hande-k
  • siillee

Poem

🐰 A README refreshed, with Cognee's name bright,
Embeddings now flexible, responses feel right,
Tests hop to new URLs, example.com fair,
With JSON-safe queries, we're building with care! ✨


📜 Recent review details

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Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 508165e and 00b60ae.

⛔ Files ignored due to path filters (5)
  • .github/release-drafter.yml is excluded by !**/*.yml
  • .mergify.yml is excluded by !**/*.yml
  • poetry.lock is excluded by !**/*.lock, !**/*.lock
  • pyproject.toml is excluded by !**/*.toml
  • uv.lock is excluded by !**/*.lock, !**/*.lock
📒 Files selected for processing (7)
  • README.md (5 hunks)
  • cognee-mcp/README.md (1 hunks)
  • cognee/infrastructure/databases/vector/embeddings/OllamaEmbeddingEngine.py (1 hunks)
  • cognee/modules/retrieval/cypher_search_retriever.py (2 hunks)
  • cognee/tests/integration/web_url_crawler/test_default_url_crawler.py (1 hunks)
  • cognee/tests/integration/web_url_crawler/test_tavily_crawler.py (1 hunks)
  • cognee/tests/integration/web_url_crawler/test_url_adding_e2e.py (13 hunks)

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@dexters1 dexters1 closed this Dec 1, 2025
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9 participants