v0.12.41 (2025-06-07)

Release Notes

llama-index-core [0.12.41]

• feat: Add MutableMappingKVStore for easier caching (#18893)
• fix: async functions in tool specs (#19000)
• fix: properly apply file limit to SimpleDirectoryReader (#18983)
• fix: overwriting of LLM callback manager from Settings (#18951)
• fix: Adding warning in the docstring of JsonPickleSerializer for the user to deserialize only safe things, rename to PickleSerializer (#18943)
• fix: ImageDocument path and url checking to ensure that the input is really an image (#18947)
• chore: remove some unused utils from core (#18985)

llama-index-embeddings-azure-openai [0.3.8]

• fix: Azure api-key and azure-endpoint resolution fixes (#18975)
• fix: api_base vs azure_endpoint resolution fixes (#19002)

llama-index-graph-stores-ApertureDB [0.1.0]

• feat: Aperturedb propertygraph (#18749)

llama-index-indices-managed-llama-cloud [0.7.4]

• fix: resolve retriever llamacloud index (#18949)
• chore: composite retrieval add ReRankConfig (#18973)

llama-index-llms-azure-openai [0.3.4]

• fix: api_base vs azure_endpoint resolution fixes (#19002)

llama-index-llms-bedrock-converse [0.7.1]

• fix: handle empty message content to prevent ValidationError (#18914)

llama-index-llms-litellm [0.5.1]

• feat: Add DocumentBlock support to LiteLLM integration (#18955)

llama-index-llms-ollama [0.6.2]

• feat: Add support for the new think feature in ollama (#18993)

llama-index-llms-openai [0.4.4]

• feat: add OpenAI JSON Schema structured output support (#18897)
• fix: skip tool description length check in openai response api (#18956)

llama-index-packs-searchain [0.1.0]

• feat: Add searchain package (#18929)

llama-index-readers-docugami [0.3.1]

• fix: Avoid hash collision in XML parsing (#18986)

llama-index-readers-file [0.4.9]

• fix: pin llama-index-readers-file pandas for now (#18976)

llama-index-readers-gcs [0.4.1]

• feat: Allow newer versions of gcsfs (#18987)

llama-index-readers-obsidian [0.5.2]

• fix: Obsidian reader checks and skips hardlinks (#18950)

llama-index-readers-web [0.4.2]

• fix: Use httpx instead of urllib in llama-index-readers-web (#18945)

llama-index-storage-kvstore-postgres [0.3.5]

• fix: Remove unnecessary psycopg2 from llama-index-storage-kvstore-postgres dependencies (#18964)

llama-index-tools-mcp [0.2.5]

• fix: actually format the workflow args into a start event instance (#19001)
• feat: Adding support for log recording during MCP tool calls (#18927)

llama-index-vector-stores-chroma [0.4.2]

• fix: Update ChromaVectorStore port field and argument types (#18977)

llama-index-vector-stores-milvus [0.8.4]

• feat: Upsert Entities supported in Milvus (#18962)

llama-index-vector-stores-redis [0.5.2]

• fix: Correcting Redis URL/Client handling (#18982)

llama-index-voice-agents-elevenlabs [0.1.0-beta]

• feat: ElevenLabs beta integration (#18967)