Release Notes

[2026-01-21]

llama-index-core [0.14.13]

• feat: add early_stopping_method parameter to agent workflows (#20389)
• feat: Add token-based code splitting support to CodeSplitter (#20438)
• Add RayIngestionPipeline integration for distributed data ingestion (#20443)
• Added the multi-modal version of the Condensed Conversation & Context… (#20446)
• Replace ChatMemoryBuffer with Memory (#20458)
• fix(bug):Raise value error on when input is empty list in mean_agg instead of returning float (#20466)
• fix: The classmethod of ReActChatFormatter should use cls instead of the class name (#20475)
• feat: add configurable empty response message to synthesizers (#20503)

llama-index-embeddings-bedrock [0.7.3]

• Enable use of ARNs for Bedrock Embedding Models (#20435)

llama-index-embeddings-ollama [0.8.6]

• Improved Ollama batch embedding (#20447)

llama-index-embeddings-voyageai [0.5.3]

• Adding voyage-4 models (#20497)

llama-index-ingestion-ray [0.1.0]

• Add RayIngestionPipeline integration for distributed data ingestion (#20443)

llama-index-llms-anthropic [0.10.6]

• feat: enhance structured predict methods for anthropic (#20440)
• fix: preserve input_tokens in Anthropic stream_chat responses (#20512)

llama-index-llms-apertis [0.1.0]

• Add Apertis LLM integration with example notebook (#20436)

llama-index-llms-bedrock-converse [0.12.4]

• chore(bedrock-converse): Remove extraneous thinking_delta kwarg from ChatMessage (#20455)

llama-index-llms-gemini [0.6.2]

• chore: deprecate llama-index-llms-gemini (#20511)

llama-index-llms-openai [0.6.13]

• Sanitize OpenAI structured output JSON schema name for generic Pydantic models (#20452)
• chore: vbump openai (#20482)

llama-index-llms-openrouter [0.4.3]

• Feature/openrouter provider routing support (#20431)

llama-index-packs-recursive-retriever [0.7.1]

• security: remove exposed OpenAI API keys from notebook outputs (#20474)

llama-index-packs-sentence-window-retriever [0.5.1]

• security: remove exposed OpenAI API keys from notebook outputs (#20474)

llama-index-readers-datasets [0.1.0]

• Add HuggingFace datasets reader integration (#20468)

llama-index-readers-patentsview [1.0.0]

• Patentsview reader api changes (#20481)

llama-index-retrievers-you [1.0.0]

• Revamp YouRetriever integration (#20493)

llama-index-tools-parallel-web-systems [0.1.0]

• feat: added Parallel Web System tools (#20442)

llama-index-vector-stores-alibabacloud-mysql [0.1.0]

• Feature/alibaba mysql vector integration (#20396)

llama-index-vector-stores-milvus [0.9.6]

• Feat milvus partition names (#20445)
• improve(llama-index-vector-stores-milvus): Changed the partition parameter to milvus_partition_name in add/delete. (#20460)

llama-index-vector-stores-mongodb [0.9.1]

• INTPYTHON-863 Fix mongodb async integration (#20444)

llama-index-vector-stores-neo4jvector [0.5.2]

• Handle missing metadata for neo4j vector store (#20491)

llama-index-vector-stores-opensearch [0.6.3]

• fix (opensearch): add close and aclose methods to vector client (#20463)

llama-index-vector-stores-qdrant [0.9.1]

• Qdrant search params (#20476)

llama-index-vector-stores-vertexaivectorsearch [0.3.4]

• feat(vertexaivectorsearch): add hybrid search support (#20487)

llama-index-vector-stores-volcenginemysql [0.2.0]

• feat: Volcengine MySQL vector store integration (#20404)

Release Notes

[2025-12-30]

llama-index-callbacks-agentops [0.4.1]

• Feat/async tool spec support (#20338)

llama-index-core [0.14.12]

• Feat/async tool spec support (#20338)
• Improve MockFunctionCallingLLM (#20356)
• fix(openai): sanitize generic Pydantic model schema names (#20371)
• Element node parser (#20399)
• improve llama dev logging (#20411)
• test(node_parser): add unit tests for Java CodeSplitter (#20423)
• fix: crash in log_vector_store_query_result when result.ids is None (#20427)

llama-index-embeddings-litellm [0.4.1]

• Add docstring to LiteLLM embedding class (#20336)

llama-index-embeddings-ollama [0.8.5]

• feat(llama-index-embeddings-ollama): Add keep_alive parameter (#20395)
• docs: improve Ollama embeddings README with comprehensive documentation (#20414)

llama-index-embeddings-voyageai [0.5.2]

• Voyage multimodal 35 (#20398)

llama-index-graph-stores-nebula [0.5.1]

• feat(nebula): add MENTIONS edge to property graph store (#20401)

llama-index-llms-aibadgr [0.1.0]

• feat(llama-index-llms-aibadgr): Add AI Badgr OpenAI‑compatible LLM integration (#20365)

llama-index-llms-anthropic [0.10.4]

• add back haiku-3 support (#20408)

llama-index-llms-bedrock-converse [0.12.3]

• fix: bedrock converse thinking block issue (#20355)

llama-index-llms-google-genai [0.8.3]

• Switch use_file_api to Flexible file_mode; Improve File Upload Handling & Bump google-genai to v1.52.0 (#20347)
• Fix missing role from Google-GenAI (#20357)
• Add signature index fix (#20362)
• Add positional thought signature for thoughts (#20418)

llama-index-llms-ollama [0.9.1]

• feature: pydantic no longer complains if you pass 'low', 'medium', 'h… (#20394)

llama-index-llms-openai [0.6.12]

• fix: Handle tools=None in OpenAIResponses._get_model_kwargs (#20358)
• feat: add support for gpt-5.2 and 5.2 pro (#20361)

llama-index-readers-confluence [0.6.1]

• fix(confluence): support Python 3.14 (#20370)

llama-index-readers-file [0.5.6]

• Loosen constraint on pandas version (#20387)

llama-index-readers-service-now [0.2.2]

• chore(deps): bump urllib3 from 2.5.0 to 2.6.0 in /llama-index-integrations/readers/llama-index-readers-service-now in the pip group across 1 directory (#20341)

llama-index-tools-mcp [0.4.5]

• fix: pass timeout parameters to transport clients in BasicMCPClient (#20340)
• feature: Permit to pass a custom httpx.AsyncClient when creating a BasicMcpClient (#20368)

llama-index-tools-typecast [0.1.0]

• feat: add Typecast tool integration with text to speech features (#20343)

llama-index-vector-stores-azurepostgresql [0.2.0]

• Feat/async tool spec support (#20338)

llama-index-vector-stores-chroma [0.5.5]

• Fix chroma nested metadata filters (#20424)
• fix(chroma): support multimodal results (#20426)

llama-index-vector-stores-couchbase [0.6.0]

• Update FTS & GSI reference docs for Couchbase vector-store (#20346)

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

• fix(faiss): pass numpy array instead of int to add_with_ids (#20384)

llama-index-vector-stores-lancedb [0.4.4]

• Feat/async tool spec support (#20338)
• fix(vector_stores/lancedb): add missing '<' filter operator (#20364)
• fix(lancedb): fix metadata filtering logic and list value SQL generation (#20374)

llama-index-vector-stores-mongodb [0.9.0]

• Update mongo vector store to initialize without list permissions (#20354)
• add mongodb delete index (#20429)
• async mongodb atlas support (#20430)

llama-index-vector-stores-redis [0.6.2]

• Redis metadata filter fix (#20359)

llama-index-vector-stores-vertexaivectorsearch [0.3.3]

• feat(vertex-vector-search): Add Google Vertex AI Vector Search v2.0 support (#20351)

Release Notes

[2025-12-04]

llama-index-core [0.14.10]

• feat: add mock function calling llm (#20331)

llama-index-llms-qianfan [0.4.1]

• test: fix typo 'reponse' to 'response' in variable names (#20329)

llama-index-tools-airweave [0.1.0]

• feat: add Airweave tool integration with advanced search features (#20111)

llama-index-utils-qianfan [0.4.1]

• test: fix typo 'reponse' to 'response' in variable names (#20329)

Release Notes

[2025-12-02]

llama-index-agent-azure [0.2.1]

• fix: Pin azure-ai-projects version to prevent breaking changes (#20255)

llama-index-core [0.14.9]

• MultiModalVectorStoreIndex now returns a multi-modal ContextChatEngine. (#20265)
• Ingestion to vector store now ensures that _node-content is readable (#20266)
• fix: ensure context is copied with async utils run_async (#20286)
• fix(memory): ensure first message in queue is always a user message after flush (#20310)

llama-index-embeddings-bedrock [0.7.2]

• feat(embeddings-bedrock): Add support for Amazon Bedrock Application Inference Profiles (#20267)
• fix:(embeddings-bedrock) correct extraction of provider from model_name (#20295)
• Bump version of bedrock-embedding (#20304)

llama-index-embeddings-voyageai [0.5.1]

• VoyageAI correction and documentation (#20251)

llama-index-llms-anthropic [0.10.3]

• feat: add anthropic opus 4.5 (#20306)

llama-index-llms-bedrock-converse [0.12.2]

• fix(bedrock-converse): Only use guardrail_stream_processing_mode in streaming functions (#20289)
• feat: add anthropic opus 4.5 (#20306)
• feat(bedrock-converse): Additional support for Claude Opus 4.5 (#20317)

llama-index-llms-google-genai [0.7.4]

• Fix gemini-3 support and gemini function call support (#20315)

llama-index-llms-helicone [0.1.1]

• update helicone docs + examples (#20208)

llama-index-llms-openai [0.6.10]

• Smallest Nit (#20252)
• Feat: Add gpt-5.1-chat model support (#20311)

llama-index-llms-ovhcloud [0.1.0]

• Add OVHcloud AI Endpoints provider (#20288)

llama-index-llms-siliconflow [0.4.2]

• [Bugfix] None check on content in delta in siliconflow LLM (#20327)

llama-index-node-parser-docling [0.4.2]

• Relax docling Python constraints (#20322)

llama-index-packs-resume-screener [0.9.3]

• feat: Update pypdf to latest version (#20285)

llama-index-postprocessor-voyageai-rerank [0.4.1]

• VoyageAI correction and documentation (#20251)

llama-index-protocols-ag-ui [0.2.3]

• fix: correct order of ag-ui events to avoid event conflicts (#20296)

llama-index-readers-confluence [0.6.0]

• Refactor Confluence integration: Update license to MIT, remove requirements.txt, and implement HtmlTextParser for HTML to Markdown conversion. Update dependencies and tests accordingly. (#20262)

llama-index-readers-docling [0.4.2]

• Relax docling Python constraints (#20322)

llama-index-readers-file [0.5.5]

• feat: Update pypdf to latest version (#20285)

llama-index-readers-reddit [0.4.1]

• Fix typo in README.md for Reddit integration (#20283)

llama-index-storage-chat-store-postgres [0.3.2]

• [FIX] Postgres ChatStore automatically prefix table name with "data_" (#20241)

llama-index-vector-stores-azureaisearch [0.4.4]

• vector-azureaisearch: check if user agent already in policy before add it to azure client (#20243)
• fix(azureaisearch): Add close/aclose methods to fix unclosed client session warnings (#20309)

llama-index-vector-stores-milvus [0.9.4]

• Fix/consistency level param for milvus (#20268)

llama-index-vector-stores-postgres [0.7.2]

• Fix postgresql dispose (#20312)

llama-index-vector-stores-qdrant [0.9.0]

• fix: Update qdrant-client version constraints (#20280)
• Feat: update Qdrant client to 1.16.0 (#20287)

llama-index-vector-stores-vertexaivectorsearch [0.3.2]

• fix: update blob path in batch_update_index (#20281)

llama-index-voice-agents-openai [0.2.2]

• Smallest Nit (#20252)

Release Notes

[2025-11-10]

llama-index-core [0.14.8]

• Fix ReActOutputParser getting stuck when "Answer:" contains "Action:" (#20098)
• Add buffer to image, audio, video and document blocks (#20153)
• fix(agent): Handle multi-block ChatMessage in ReActAgent (#20196)
• Fix/20209 (#20214)
• Preserve Exception in ToolOutput (#20231)
• fix weird pydantic warning (#20235)

llama-index-embeddings-nvidia [0.4.2]

• docs: Edit pass and update example model (#20198)

llama-index-embeddings-ollama [0.8.4]

• Added a test case (no code) to check the embedding through an actual connection to a Ollama server (after checking that the ollama server exists) (#20230)

llama-index-llms-anthropic [0.10.2]

• feat(llms/anthropic): Add support for RawMessageDeltaEvent in streaming (#20206)
• chore: remove unsupported models (#20211)

llama-index-llms-bedrock-converse [0.11.1]

• feat: integrate bedrock converse with tool call block (#20099)
• feat: Update model name extraction to include 'jp' region prefix and … (#20233)

llama-index-llms-google-genai [0.7.3]

• feat: google genai integration with tool block (#20096)
• fix: non-streaming gemini tool calling (#20207)
• Add token usage information in GoogleGenAI chat additional_kwargs (#20219)
• bug fix google genai stream_complete (#20220)

llama-index-llms-nvidia [0.4.4]

• docs: Edit pass and code example updates (#20200)

llama-index-llms-openai [0.6.8]

• FixV2: Correct DocumentBlock type for OpenAI from 'input_file' to 'file' (#20203)
• OpenAI v2 sdk support (#20234)

llama-index-llms-upstage [0.6.5]

• OpenAI v2 sdk support (#20234)

llama-index-packs-streamlit-chatbot [0.5.2]

• OpenAI v2 sdk support (#20234)

llama-index-packs-voyage-query-engine [0.5.2]

• OpenAI v2 sdk support (#20234)

llama-index-postprocessor-nvidia-rerank [0.5.1]

• docs: Edit pass (#20199)

llama-index-readers-web [0.5.6]

• feat: Add ScrapyWebReader Integration (#20212)
• Update Scrapy dependency to 2.13.3 (#20228)

llama-index-readers-whisper [0.3.0]

• OpenAI v2 sdk support (#20234)

llama-index-storage-kvstore-postgres [0.4.3]

• fix: Ensure schema creation only occurs if it doesn't already exist (#20225)

llama-index-tools-brightdata [0.2.1]

• docs: add api key claim instructions (#20204)

llama-index-tools-mcp [0.4.3]

• Added test case for issue 19211. No code change (#20201)

llama-index-utils-oracleai [0.3.1]

• Update llama-index-core dependency to 0.12.45 (#20227)

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

• fix: FTS index recreation bug on every LanceDB query (#20213)

Release Notes

[2025-10-30]

llama-index-core [0.14.7]

• Feat/serpex tool integration (#20141)
• Fix outdated error message about setting LLM (#20157)
• Fixing some recently failing tests (#20165)
• Fix: update lock to latest workflow and fix issues (#20173)
• fix: ensure full docstring is used in FunctionTool (#20175)
• fix api docs build (#20180)

llama-index-embeddings-voyageai [0.5.0]

• Updating the VoyageAI integration (#20073)

llama-index-llms-anthropic [0.10.0]

• feat: integrate anthropic with tool call block (#20100)

llama-index-llms-bedrock-converse [0.10.7]

• feat: Add support for Bedrock Guardrails streamProcessingMode (#20150)
• bedrock structured output optional force (#20158)

llama-index-llms-fireworks [0.4.5]

• Update FireworksAI models (#20169)

llama-index-llms-mistralai [0.9.0]

• feat: mistralai integration with tool call block (#20103)

llama-index-llms-ollama [0.9.0]

• feat: integrate ollama with tool call block (#20097)

llama-index-llms-openai [0.6.6]

• Allow setting temp of gpt-5-chat (#20156)

llama-index-readers-confluence [0.5.0]

• feat(confluence): make SVG processing optional to fix pycairo install… (#20115)

llama-index-readers-github [0.9.0]

• Add GitHub App authentication support (#20106)

llama-index-retrievers-bedrock [0.5.1]

• Fixing some recently failing tests (#20165)

llama-index-tools-serpex [0.1.0]

• Feat/serpex tool integration (#20141)
• add missing toml info (#20186)

llama-index-vector-stores-couchbase [0.6.0]

• Add Hyperscale and Composite Vector Indexes support for Couchbase vector-store (#20170)

Release Notes

[2025-10-26]

llama-index-core [0.14.6]

• Add allow_parallel_tool_calls for non-streaming (#20117)
• Fix invalid use of field-specific metadata (#20122)
• update doc for SemanticSplitterNodeParser (#20125)
• fix rare cases when sentence splits are larger than chunk size (#20147)

llama-index-embeddings-bedrock [0.7.0]

• Fix BedrockEmbedding to support Cohere v4 response format (#20094)

llama-index-embeddings-isaacus [0.1.0]

• feat: Isaacus embeddings integration (#20124)

llama-index-embeddings-oci-genai [0.4.2]

• Update OCI GenAI cohere models (#20146)

llama-index-llms-anthropic [0.9.7]

• Fix double token stream in anthropic llm (#20108)
• Ensure anthropic content delta only has user facing response (#20113)

llama-index-llms-baseten [0.1.7]

• add GLM (#20121)

llama-index-llms-helicone [0.1.0]

• integrate helicone to llama-index (#20131)

llama-index-llms-oci-genai [0.6.4]

• Update OCI GenAI cohere models (#20146)

llama-index-llms-openai [0.6.5]

• chore: openai vbump (#20095)

llama-index-readers-imdb-review [0.4.2]

• chore: Update selenium dependency in imdb-review reader (#20105)

llama-index-retrievers-bedrock [0.5.0]

• feat(bedrock): add async support for AmazonKnowledgeBasesRetriever (#20114)

llama-index-retrievers-superlinked [0.1.3]

• Update README.md (#19829)

llama-index-storage-kvstore-postgres [0.4.2]

• fix: Replace raw SQL string interpolation with proper SQLAlchemy parameterized APIs in PostgresKVStore (#20104)

llama-index-tools-mcp [0.4.3]

• Fix BasicMCPClient resource signatures (#20118)

llama-index-vector-stores-postgres [0.7.1]

• Add GIN index support for text array metadata in PostgreSQL vector store (#20130)

Release Notes

[2025-10-15]

llama-index-core [0.14.5]

• Remove debug print (#20000)
• safely initialize RefDocInfo in Docstore (#20031)
• Add progress bar for multiprocess loading (#20048)
• Fix duplicate node positions when identical text appears multiple times in document (#20050)
• chore: tool call block - part 1 (#20074)

llama-index-instrumentation [0.4.2]

• update instrumentation package metadata (#20079)

llama-index-llms-anthropic [0.9.5]

• ✨ feat(anthropic): add prompt caching model validation utilities (#20069)
• fix streaming thinking/tool calling with anthropic (#20077)
• Add haiku 4.5 support (#20092)

llama-index-llms-baseten [0.1.6]

• Baseten provider Kimi K2 0711, Llama 4 Maverick and Llama 4 Scout Model APIs deprecation (#20042)

llama-index-llms-bedrock-converse [0.10.5]

• feat: List Claude Sonnet 4.5 as a reasoning model (#20022)
• feat: Support global cross-region inference profile prefix (#20064)
• Update utils.py for opus 4.1 (#20076)
• 4.1 opus bedrockconverse missing in funcitoncalling models (#20084)
• Add haiku 4.5 support (#20092)

llama-index-llms-fireworks [0.4.4]

• Add Support for Custom Models in Fireworks LLM (#20023)
• fix(llms/fireworks): Cannot use Fireworks Deepseek V3.1-20006 issue (#20028)

llama-index-llms-oci-genai [0.6.3]

• Add support for xAI models in OCI GenAI (#20089)

llama-index-llms-openai [0.6.4]

• Gpt 5 pro addition (#20029)
• fix collecting final response with openai responses streaming (#20037)
• Add support for GPT-5 models in utils.py (JSON_SCHEMA_MODELS) (#20045)
• chore: tool call block - part 1 (#20074)

llama-index-llms-sglang [0.1.0]

• Added Sglang llm integration (#20020)

llama-index-readers-gitlab [0.5.1]

• feat(gitlab): add pagination params for repository tree and issues (#20052)

llama-index-readers-json [0.4.2]

• vbump the JSON reader (#20039)

llama-index-readers-web [0.5.5]

• fix: ScrapflyReader Pydantic validation error (#19999)

llama-index-storage-chat-store-dynamodb [0.4.2]

• bump dynamodb chat store deps (#20078)

llama-index-tools-mcp [0.4.2]

• 🐛 fix(tools/mcp): Fix dict type handling and reference resolution in … (#20082)

llama-index-tools-signnow [0.1.0]

• feat(signnow): SignNow mcp tools integration (#20057)

llama-index-tools-tavily-research [0.4.2]

• feat: Add Tavily extract function for URL content extraction (#20038)

llama-index-vector-stores-azurepostgresql [0.2.0]

• Add hybrid search to Azure PostgreSQL integration (#20027)

llama-index-vector-stores-milvus [0.9.3]

• fix: Milvus get_field_kwargs() (#20086)

llama-index-vector-stores-opensearch [0.6.2]

• fix(opensearch): Correct version check for efficient filtering (#20067)

llama-index-vector-stores-qdrant [0.8.6]

• fix(qdrant): Allow async-only initialization with hybrid search (#20005)

Release Notes

[2025-09-24]

llama-index-core [0.14.4]

• fix pre-release installs (#20010)

llama-index-embeddings-anyscale [0.4.2]

• fix llm deps for openai (#19944)

llama-index-embeddings-baseten [0.1.2]

• fix llm deps for openai (#19944)

llama-index-embeddings-fireworks [0.4.2]

• fix llm deps for openai (#19944)

llama-index-embeddings-opea [0.2.2]

• fix llm deps for openai (#19944)

llama-index-embeddings-text-embeddings-inference [0.4.2]

• Fix authorization header setup logic in text embeddings inference (#19979)

llama-index-llms-anthropic [0.9.3]

• feat: add anthropic sonnet 4.5 (#19977)

llama-index-llms-anyscale [0.4.2]

• fix llm deps for openai (#19944)

llama-index-llms-azure-openai [0.4.2]

• fix llm deps for openai (#19944)

llama-index-llms-baseten [0.1.5]

• fix llm deps for openai (#19944)

llama-index-llms-bedrock-converse [0.9.5]

• feat: Additional support for Claude Sonnet 4.5 (#19980)

llama-index-llms-deepinfra [0.5.2]

• fix llm deps for openai (#19944)

llama-index-llms-everlyai [0.4.2]

• fix llm deps for openai (#19944)

llama-index-llms-fireworks [0.4.2]

• fix llm deps for openai (#19944)

llama-index-llms-google-genai [0.6.2]

• Fix for ValueError: ChatMessage contains multiple blocks, use 'ChatMe… (#19954)

llama-index-llms-keywordsai [1.1.2]

• fix llm deps for openai (#19944)

llama-index-llms-localai [0.5.2]

• fix llm deps for openai (#19944)

llama-index-llms-mistralai [0.8.2]

• Update list of MistralAI LLMs (#19981)

llama-index-llms-monsterapi [0.4.2]

• fix llm deps for openai (#19944)

llama-index-llms-nvidia [0.4.4]

• fix llm deps for openai (#19944)

llama-index-llms-ollama [0.7.4]

• Fix TypeError: unhashable type: 'dict' in Ollama stream chat with tools (#19938)

llama-index-llms-openai [0.6.1]

• feat(OpenAILike): support structured outputs (#19967)

llama-index-llms-openai-like [0.5.3]

• feat(OpenAILike): support structured outputs (#19967)

llama-index-llms-openrouter [0.4.2]

• chore(openrouter,anthropic): add py.typed (#19966)

llama-index-llms-perplexity [0.4.2]

• fix llm deps for openai (#19944)

llama-index-llms-portkey [0.4.2]

• fix llm deps for openai (#19944)

llama-index-llms-sarvam [0.2.1]

• fixed Sarvam Integration and Typos (Fixes #19931) (#19932)

llama-index-llms-upstage [0.6.4]

• fix llm deps for openai (#19944)

llama-index-llms-yi [0.4.2]

• fix llm deps for openai (#19944)

llama-index-memory-bedrock-agentcore [0.1.0]

• feat: Bedrock AgentCore Memory integration (#19953)

llama-index-multi-modal-llms-openai [0.6.2]

• fix llm deps for openai (#19944)

llama-index-readers-confluence [0.4.4]

• Fix: Respect cloud parameter when fetching child pages in ConfluenceR… (#19983)

llama-index-readers-service-now [0.2.2]

• Bug Fix :- Not Able to Fetch Page whose latest is empty or null (#19916)

llama-index-selectors-notdiamond [0.4.0]

• fix llm deps for openai (#19944)

llama-index-tools-agentql [1.2.0]

• fix llm deps for openai (#19944)

llama-index-tools-playwright [0.3.1]

• chore: fix playwright tests (#19946)

llama-index-tools-scrapegraph [0.2.2]

• feat: update scrapegraphai (#19974)

llama-index-vector-stores-chroma [0.5.3]

• docs: fix query method docstring in ChromaVectorStore Fixes #19969 (#19973)

llama-index-vector-stores-mongodb [0.8.1]

• fix llm deps for openai (#19944)

llama-index-vector-stores-postgres [0.7.0]

• fix index creation in postgres vector store (#19955)

llama-index-vector-stores-solr [0.1.0]

• Add ApacheSolrVectorStore Integration (#19933)

Release Notes

[2025-09-24]

llama-index-core [0.14.3]

• Fix Gemini thought signature serialization (#19891)
• Adding a ThinkingBlock among content blocks (#19919)

llama-index-llms-anthropic [0.9.0]

• Adding a ThinkingBlock among content blocks (#19919)

llama-index-llms-baseten [0.1.4]

• added kimik2 0905 and reordered list for validation (#19892)
• Baseten Dynamic Model APIs Validation (#19893)

llama-index-llms-google-genai [0.6.0]

• Add missing FileAPI support for documents (#19897)
• Adding a ThinkingBlock among content blocks (#19919)

llama-index-llms-mistralai [0.8.0]

• Adding a ThinkingBlock among content blocks (#19919)

llama-index-llms-openai [0.6.0]

• Adding a ThinkingBlock among content blocks (#19919)

llama-index-protocols-ag-ui [0.2.2]

• improve how state snapshotting works in AG-UI (#19934)

llama-index-readers-mongodb [0.5.0]

• Use PyMongo Asynchronous API instead of Motor (#19875)

llama-index-readers-paddle-ocr [0.1.0]

• [New Package] Add PaddleOCR Reader for extracting text from images in PDFs (#19827)

llama-index-readers-web [0.5.4]

• feat(readers/web-firecrawl): migrate to Firecrawl v2 SDK (#19773)

llama-index-storage-chat-store-mongo [0.3.0]

• Use PyMongo Asynchronous API instead of Motor (#19875)

llama-index-storage-kvstore-mongodb [0.5.0]

• Use PyMongo Asynchronous API instead of Motor (#19875)

llama-index-tools-valyu [0.5.0]

• Add Valyu Extractor and Fast mode (#19915)

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

• Fix/llama index vector stores azureaisearch fix (#19800)

llama-index-vector-stores-azurepostgresql [0.1.0]

• Add support for Azure PostgreSQL (#19709)

llama-index-vector-stores-qdrant [0.8.5]

• Add proper compat for old sparse vectors (#19882)

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

• Fix SQLi Vulnerability in SingleStore Db (#19914)

Release Notes

[2025-09-08]

NOTE: All packages have been bumped to handle the latest llama-index-core version.

llama-index-core [0.14.0]

• breaking: bumped llama-index-workflows dependency to 2.0
  • Improve stacktraces clarity by avoiding wrapping errors in WorkflowRuntimeError
  • Remove deprecated checkpointer feature
  • Remove deprecated sub-workflows feature
  • Remove deprecated send_event method from Workflow class (still existing on the Context class)
  • Remove deprecated stream_events() methods from Workflow class (still existing on the Context class)
  • Remove deprecated support for stepwise execution

llama-index-llms-openai [0.5.6]

• feat: add support for document blocks in openai chat completions (#19809)

Release Notes

[2025-09-04]

llama-index-core [0.13.5]

• feat: add thinking delta field to AgentStream events to expose from LLM responses (#19785)
• fix: fix path handling in SimpleDirectoryReader and PDFReader path fix (#19794)

llama-index-llms-bedrock-converse [0.9.0]

• feat: add system prompt and tool caching config kwargs to BedrockConverse (#19737)

llama-index-llms-litellm [0.6.2]

• fix: Handle missing tool call IDs with UUID fallback (#19789)
• fix: Fix critical context window calculation (#19787)

llama-index-readers-file [0.5.3]

• fix: fix path handling in SimpleDirectoryReader and PDFReader path fix (#19794)

llama-index-storage-chat-store-yugabytedb [0.1.0]

• feat: add Yugabytedb chat store (#19768)

llama-index-vector-stores-milvus [0.9.1]

• fix: create TextNode if no '_node_content' set (#19772)

llama-index-vector-stores-postgres [0.6.5]

• fix: make postgres regex punctuation handling consistent with plainto_tsquery (#19781)

Release Notes

[2025-09-01]

llama-index-core [0.13.4]

• feat: Add PostgreSQL schema support to Memory and SQLAlchemyChatStore (#19741)
• feat: add missing sync wrapper of put_messages in memory (#19746)
• feat: add option for an initial tool choice in FunctionAgent (#19738)
• fix: Calling ContextChatEngine with a QueryBundle (instead of a string) (#19714)

llama-index-embeddings-baseten [0.1.0]

• feat: baseten integration (#19710)

llama-index-embeddings-ibm [0.5.0]

• feat: Support for additional/external urls, make instance_id deprecated (#19749)

llama-index-llms-baseten [0.1.0]

• feat: baseten integration (#19710)

llama-index-llms-bedrock-converse [0.8.3]

• feat: add amazon.nova-premier-v1:0 to BEDROCK_MODELS (#19728)

llama-index-llms-ibm [0.6.0]

• feat: Support for additional/external urls, make instance_id deprecated (#19749)

llama-index-postprocessor-ibm [0.3.0]

• feat: Support for additional/external urls, make instance_id deprecated (#19749)

llama-index-postprocessor-sbert-rerank [0.4.1]

• fix: fix SentenceTransformerRerank init device (#19756)

llama-index-readers-google [0.7.1]

• feat: raise google drive errors (#19752)

llama-index-readers-web [0.5.1]

• feat: Add ZenRows web reader (#19699)

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

• feat: add mmr search to chroma (#19731)

llama-index-vector-stores-postgres [0.6.4]

• fix: Use the indexed metadata field 'ref_doc_id' instead of 'doc_id' during deletion (#19759)

llama-index-vector-stores-qdrant [0.8.2]

feat: Payload indexes support to QdrantVectorStore (#19743)

Release Notes

[2025-08-22]

llama-index-core [0.13.3]

• fix: add timeouts on image .get() requests (#19723)
• fix: fix StreamingAgentChatResponse losses message bug (#19674)
• fix: Fixing crashing when retrieving from empty vector store index (#19706)
• fix: Calling ContextChatEngine with a QueryBundle (instead of a string) (#19714)
• fix: Fix faithfulness evaluate crash when no images provided (#19686)

llama-index-embeddings-heroku [0.1.0]

• feat: Adds support for HerokuEmbeddings (#19685)

llama-index-embeddings-ollama [0.8.2]

• feat: enhance OllamaEmbedding with instruction support (#19721)

llama-index-llms-anthropic [0.8.5]

• fix: Fix prompt caching with CachePoint (#19711)

llama-index-llms-openai [0.5.4]

• feat: add gpt-5-chat-latest model support (#19687)

llama-index-llms-sagemaker-endpoint [0.4.1]

• fix: fix constructor region read to not read region_name before is popped from kwargs, and fix assign to super (#19705)

llama-index-llms-upstage [0.6.2]

• chore: remove deprecated model(solar-pro) (#19704)

llama-index-readers-confluence [0.4.1]

• fix: Support concurrent use of multiple ConfluenceReader instances (#19698)

llama-index-vector-stores-chroma [0.5.1]

• fix: fix get_nodes() with empty node ids (#19711)

llama-index-vector-stores-qdrant [0.8.1]

• feat: support qdrant sharding (#19652)

llama-index-vector-stores-tencentvectordb [0.4.1]

• fix: Resolve AttributeError in CollectionParams.filter_fields access (#19695)

Release Notes

[2025-08-14]

llama-index-core [0.13.2]

• feat: allow streaming to be disabled in agents (#19668)
• fix: respect the value of NLTK_DATA env var if present (#19664)
• fix: Order preservation and fetching in batch non-cached embeddings in a/get_text_embedding_batch() (#19536)

llama-index-embeddings-ollama [0.8.1]

• fix: Access embedding output (#19635)
• fix: use normalized embeddings (#19622)

llama-index-graph-rag-cognee [0.3.0]

• fix: Update and fix cognee integration (#19650)

llama-index-llms-anthropic [0.8.4]

• fix: Error in Anthropic extended thinking with tool use (#19642)
• chore: context window for claude 4 sonnet to 1 mln tokens (#19649)

llama-index-llms-bedrock-converse [0.8.2]

• feat: add openai-oss models to BedrockConverse (#19653)

llama-index-llms-ollama [0.7.1]

• fix: fix ollama role response detection (#19671)

llama-index-llms-openai [0.5.3]

• fix: AzureOpenAI streaming token usage (#19633)

llama-index-readers-file [0.5.1]

• feat: enhance PowerPoint reader with comprehensive content extraction (#19478)

llama-index-retrievers-bm25 [0.6.3]

• fix: fix persist+load for bm25 (#19657)

llama-index-retrievers-superlinked [0.1.0]

• feat: add Superlinked retriever integration (#19636)

llama-index-tools-mcp [0.4.0]

• feat: Handlers for custom types and pydantic models in tools (#19601)

llama-index-vector-stores-clickhouse [0.6.0]

• chore: Updates to ClickHouse integration based on new vector search capabilities in ClickHouse (#19647)

llama-index-vector-stores-postgres [0.6.3]

• fix: Add other special characters in ts_query normalization (#19637)

Release Notes

[2025-08-08]

llama-index-core [0.13.1]

• fix: safer token counting in messages (#19599)
• fix: Fix Document truncation in FunctionTool._parse_tool_output (#19585)
• feat: Enabled partially formatted system prompt for ReAct agent (#19598)

llama-index-embeddings-ollama [0.8.0]

• fix: use /embed instead of /embeddings for ollama (#19622)

llama-index-embeddings-voyageai [0.4.1]

• feat: Add support for voyage context embeddings (#19590)

llama-index-graph-stores-kuzu [0.9.0]

• feat: Update Kuzu graph store integration to latest SDK (#19603)

llama-index-indices-managed-llama-cloud [0.9.1]

• chore: deprecate llama-index-indices-managed-llama-cloud in favor of llama-cloud-services (#19608)

llama-index-llms-anthropic [0.8.2]

• feat: anthropic citation update to non-beta support (#19624)
• feat: add support for opus 4.1 (#19593)

llama-index-llms-heroku [0.1.0]

• feat: heroku llm integration (#19576)

llama-index-llms-nvidia [0.4.1]

• feat: add support for gpt-oss NIM (#19618)

llama-index-llms-oci-genai [0.6.1]

• chore: update list of supported LLMs for OCI integration (#19604)

llama-index-llms-openai [0.5.2]

• fix: fix isinstance check in openai (#19617)
• feat: add gpt-5 (#19613)

llama-index-llms-upstage [0.6.1]

• fix: Fix reasoning_effort parameter ineffective and Add new custom parameters (#19619)

llama-index-postprocessor-presidio [0.5.0]

• feat: Support presidio entities (#19584)

llama-index-retrievers-bm25 [0.6.2]

• fix: BM25 Retriever allow top_k value greater than number of nodes added (#19577)
• feat: Add metadata filtering support to BM25 Retriever and update documentation (#19586)

llama-index-tools-aws-bedrock-agentcore [0.1.0]

• feat: Bedrock AgentCore browser and code interpreter toolspecs (#19559)

llama-index-vector-stores-baiduvectordb [0.6.0]

• fix: fix filter operators and add stores_text support (#19591)
• feat: add wait logic for critical operations (#19587)

llama-index-vector-stores-postgres [0.6.2]

• fix: Fixed special character bug in PGVectorStore query (#19621)
• fix: change ts_query definition to avoid double-stemming (#19581)

Release Notes

NOTE: All packages have been bumped to handle the latest llama-index-core version.

llama-index-core [0.13.0]

• breaking: removed deprecated agent classes, including FunctionCallingAgent, the older ReActAgent implementation, AgentRunner, all step workers, StructuredAgentPlanner, OpenAIAgent, and more. All users should migrate to the new workflow based agents: FunctionAgent, CodeActAgent, ReActAgent, and AgentWorkflow (#19529)
• breaking: removed deprecated QueryPipeline class and all associated code (#19554)
• breaking: changed default index.as_chat_engine() to return a CondensePlusContextChatEngine. Agent-based chat engines have been removed (which was the previous default). If you need an agent, use the above mentioned agent classes. (#19529)
• fix: Update BaseDocumentStore to not return Nones in result (#19513)
• fix: Fix FunctionTool param doc parsing and signature mutation; update tests (#19532)
• fix: Handle empty prompt in MockLLM.stream_complete (#19521)

llama-index-embeddings-mixedbreadai [0.5.0]

• feat: Update mixedbread embeddings and rerank for latest sdk (#19519)

llama-index-instrumentation [0.4.0]

• fix: let wrapped exceptions bubble up (#19566)

llama-index-llms-google-genai [0.3.0]

• feat: Add Thought Summaries and signatures for Gemini (#19505)

llama-index-llms-nvidia [0.4.0]

• feat: add support for kimi-k2-instruct (#19525)

llama-index-llms-upstage [0.6.0]

• feat: add new upstage model(solar-pro2) (#19526)

llama-index-postprocessor-mixedbreadai-rerank [0.5.0]

• feat: Update mixedbread embeddings and rerank for latest sdk (#19519)

llama-index-readers-github [0.8.0]

• feat: Github Reader enhancements for file filtering and custom processing (#19543)

llama-index-readers-s3 [0.5.0]

• feat: add support for region_name via client_kwargs in S3Reader (#19546)

llama-index-tools-valyu [0.4.0]

• feat: Update Valyu sdk to latest version (#19538)

llama-index-voice-agents-gemini-live [0.2.0]

• feat(beta): adding first implementation of gemini live (#19489)

llama-index-vector-stores-astradb [0.5.0]

• feat: astradb get nodes + delete nodes support (#19544)

llama-index-vector-stores-milvus [0.9.0]

• feat: Add support for specifying partition_names in Milvus search configuration (#19555)

llama-index-vector-stores-s3 [0.2.0]

• fix: reduce some metadata keys from S3VectorStore to save space (#19550)

llama-index-vector-stores-postgres [0.6.0]

• feat: Add support for ANY/ALL postgres operators (#19553)

Release Notes

[2025-07-22]

llama-index-core [0.12.52.post1]

• fix: do not write system prompt to memory in agents (#19512)

llama-index-core [0.12.52]

• fix: Fix missing prompt in async MultiModalLLMProgram calls (#19504)
• fix: Properly raise errors from docstore, fixes Vector Index Retrieval for stores_text=True/False (#19501)

llama-index-indices-managed-bge-m3 [0.5.0]

• feat: optimize memory usage for BGEM3Index persistence (#19496)

llama-index-readers-web [0.4.5]

• feat: Add timeout to webpage readers, defaults to 60 seconds (#19503)

llama-index-tools-jira-issue [0.1.0]

• feat: added jira issue tool spec (#19457)

llama-index-vector-stores-azureaisearch [0.3.10]

• chore: add **kwargs into AzureAISearchVectorStore super init (#19500)

llama-index-vector-stores-neo4jvector [0.4.1]

• fix: Patch Neo4jVector Call version (#19498)

Release Notes

[2025-07-21]

llama-index-core [0.12.51]

• feat: Enhance FunctionTool with auto type conversion for basic Python types like date when using pydantic fields in functions (#19479)
• fix: Fix retriever KeyError when using FAISS and other vector stores that do no store text (#19476)
• fix: add system prompt to memory and use it also for structured generation (#19490)

llama-index-readers-azstorage-blob [0.3.2]

• fix: Fix metadata serialization issue in AzStorageBlobReader (#19491)

Release Notes

[2025-07-19]

llama-index-core [0.12.50]

• feat: support html table extraction in MarkdownElementNodeParser (#19449)
• fix/slightly breaking: make get_cache_dir() function more secure by changing default location (#19415)
• fix: resolve race condition in SQLAlchemyChatStore with precise timestamps (#19432)
• fix: update document store import to use BaseDocumentStore in DocumentContextExtractor (#19466)
• fix: improve empty retrieval check in vector index retriever (#19471)
• fix: Fix running workflow agents as MCP servers by adding start event handling to workflow agents (#19470)
• fix: handle ID type mismatch in various retrievers (#19448)
• fix: add structured output to multi agent also from secondary constructor + tests (#19435)
• fix: duplicated session_id metadata_filter in VectorMemoryBlock (#19427)
• fix: make sure to stop agent on function tool return direct (#19413)
• fix: use a private folder to store NTLK cache (#19444)
• fix: Update ReAct agent parse error message (#19431)

llama-index-instrumentation [0.3.0]

• feat: Improve instrumentation span name (#19454)

llama-index-llms-bedrock-converse [0.7.6]

• chore: added llama 4 models in Bedrock Converse, remove llama 3.2 1b and 3b from function calling models (#19434)

llama-index-llms-cloudflare-ai-gateway [0.1.0]

• feat: introduce cloudflare ai gateway (#19395)

llama-index-llms-google-genai [0.2.5]

• feat: Add google_search Tool Support to GoogleGenAI LLM Integration (#19406)

llama-index-readers-confluence [0.3.2]

• refactor: various Confluence reader enhancements (logging, error handling) (#19424)

llama-index-readers-service-now [0.1.0]

• feat: added service-now reader (#19429)

llama-index-protocols-ag-ui [0.1.4]

• chore: remove some stray debug prints from AGUI (#19469)

llama-index-tools-wikipedia [0.3.1]

• fix: Remove load_kwargs from WikipediaToolSpec.load_data tool (#19464)

llama-index-vector-stores-baiduvectordb [0.3.1]

• fix: pass **kwargs to super().__init__ in BaiduVectorDB (#19436)

llama-index-vector-stores-moorcheh [0.1.1]

• fix: Update Moorcheh Vector Store namespace resolution (#19461)

llama-index-vector-stores-s3 [0.1.0]

• feat: s3 vectors support (#19456)

Release Notes

[2025-07-14]

llama-index-core [0.12.49]

• fix: skip tests on CI (#19416)
• fix: fix structured output (#19414)
• Fix: prevent duplicate triplets in SimpleGraphStore.upsert_triplet (#19404)
• Add retry capability to workflow agents (#19393)
• chore: modifying raptors dependencies with stricter rules to avoid test failures (#19394)
• feat: adding a first implementation of structured output in agents (#19337)
• Add tests for and fix issues with Vector Store node serdes (#19388)
• Refactor vector index retrieval (#19382)
• Retriever Query Engine should use async node postprocessors (#19380)

llama-index-llms-bedrock-converse [0.7.5]

• Fix BedrockConverse streaming token counting by handling messageStop … (#19369)

llama-index-llms-nvidia [0.3.5]

• nvidia-llm : Adding support to use llm models outside default list (#19366)

llama-index-llms-oci-genai [0.5.2]

• Fix bugs in tool calling for OCI generative AI Llama models (#19376)

llama-index-postprocessor-flashrank-rerank [0.1.0]

• Fix bugs in tool calling for OCI generative AI Llama models (#19376)

llama-index-readers-web [0.4.4]

• fix: avoid SimpleWebPageReader and others to use url as a Document id (#19398)

llama-index-storage-docstore-duckdb [0.1.0]

• Add DuckDB KV, Document, and Index Store (#19282)

llama-index-storage-index-store-duckdb [0.1.0]

• Add DuckDB KV, Document, and Index Store (#19282)

llama-index-storage-kvstore-duckdb [0.1.3]

• DuckDB: Deadlocks-b-gone (#19401)
• Improvements for DuckDB thread safety and embed dimension handling (#19391)
• Add DuckDB KV, Document, and Index Store (#19282)

llama-index-vector-stores-duckdb [0.4.6]

• DuckDB: Deadlocks-b-gone (#19401)
• Improvements for DuckDB thread safety and embed dimension handling (#19391)
• DuckDB Async and Faster Cosine Similarity (#19383)
• DuckDB Small clean-up and add embeddings to returned nodes (#19377)

llama-index-vector-stores-moorcheh [0.1.0]

• feat: Add Moorcheh vector store integration (#19349)

Release Notes

[2025-07-09]

llama-index-core [0.12.48]

• fix: convert dict chat_history to ChatMessage objects in AgentWorkflowStartEvent (#19371)
• fix: Replace ctx.get/set with ctx.store.get/set in Context (#19350)
• Bump the pip group across 6 directories with 1 update (#19357)
• Make fewer trips to KV store during Document Hash Checks (#19362)
• Don't store Copy of document in metadata and properly return Nodes (#19343)
• Bump llama-index-core from 0.12.8 to 0.12.41 in /docs in the pip group across 1 directory (#19345)
• fix: Ensure CallbackManager is applied to default embed_model (#19335)
• fix publish sub-package workflow (#19338)

llama-index-embeddings-huggingface-optimum-intel [0.3.1]

• Fix IntelEmbedding base.py (#19351)

llama-index-indices-managed-lancedb [0.1.0]

• Fix broken lancedb tests (#19352)

llama-index-indices-managed-llamacloud [0.7.10]

• vbump llama-cloud (#19355)
• Fix async retrieval of page figure nodes (#19334)

llama-index-llms-google-genai [0.2.4]

• Add Cached Content Support to GoogleGenAI LLM Integration (#19361)

llama-index-llms-oci-genai [0.5.1]

• Add support of Image prompt for OCI generative AI Llama models (#19306)

llama-index-readers-file [0.4.11]

• swamp xml for defusedxml (#19342)

llama-index-storage-chat-stores-postgres [0.2.2]

• Update asyncpg (#19365)

Release Notes

llama-index-core [0.12.47]

• feat: add default max_iterations arg to .run() of 20 for agents (#19035)
• feat: set tool_required to True for FunctionCallingProgram and structured LLMs where supported (#19326)
• fix: fix missing raw in agent workflow events (#19325)
• fix: fixed parsing of empty list in parsing json output (#19318)
• chore: Deprecate Multi Modal LLMs (#19115)
  • All existing multi-modal llms are now extensions of their base LLM counterpart
  • Base LLM classes support multi-modal features in llama-index-core
  • Base LLM classes use ImageBlock internally to support multi-modal features

llama-index-cli [0.4.4]

• fix: prevent command injection vulnerability in RAG CLI --clear flag (#19322)

llama-index-indices-managed-lancedb [0.1.0]

• feat: Adding an integration for LanceDB MultiModal AI LakeHouse (#19232)

llama-index-llms-anthropic [0.7.6]

• feat: anthropic citations support (#19316)

llama-index-llms-oci-genai [0.5.1]

• feat: Add support of Image prompt for OCI generative AI Llama models (#19306)

llama-index-readers-web [0.4.3]

• chore: Add firecrawl integration source (#19203)

Release Notes

[2025-07-02]

llama-index-core [0.12.46]

• feat: Add async delete and insert to vector store index (#19281)
• fix: Fixing ChatMessage to str handling of empty inputs (#19302)
• fix: fix function tool context detection with typed context (#19309)
• fix: inconsistent ref node handling (#19286)
• chore: simplify citation block schema (#19308)

llama-index-embeddings-google-genai [0.2.1]

• chore: bump min google-genai version (#19304)

llama-index-embeddings-nvidia [0.3.4]

• fix: embedding model with custom endpoints 404 error (#19295)

llama-index-llms-google-genai [0.2.3]

• chore: bump min google-genai version (#19304)

llama-index-tools-mcp [0.2.6]

• fix: configuring resources from the mcp server correctly (#19307)

llama-index-voice-agents-elevenlabs [0.3.0-beta]

• fix: Migrating Elevenlabs to adjust it to framework standard (#19273)

Release Notes

[2025-06-30]

llama-index-core [0.12.45]

• feat: allow tools to output content blocks (#19265)
• feat: Add chat UI events and models to core package (#19242)
• fix: Support loading Node from ingestion cache (#19279)
• fix: Fix SemanticDoubleMergingSplitterNodeParser not respecting max_chunk_size (#19235)
• fix: replace get_doc_id() with id_ in base index (#19266)
• chore: remove usage and references to deprecated Context get/set API (#19275)
• chore: deprecate older agent packages (#19249)

llama-index-llms-anthropic [0.7.5]

• feat: Adding new AWS Claude models available on Bedrock (#19233)

llama-index-embeddings-azure-openai [0.3.9]

• feat: Add dimensions parameter to AzureOpenAIEmbedding (#19239)

llama-index-embeddings-bedrock [0.5.2]

• feat: Update aioboto3 dependency (#19237)

llama-index-llms-bedrock-converse [0.7.4]

• feat: Update aioboto3 dependency (#19237)

llama-index-llms-dashscope [0.4.1]

• fix: Fix dashscope qwen assistant api Error response problem, extract tool_calls info from ChatMessage kwargs to top level (#19224)

llama-index-memory-mem0 [0.3.2]

• feat: Adapting Mem0 to new framework memory standard (#19234)

llama-index-tools-google [0.5.0]

• feat: Add proper async google search to tool spec (#19250)
• fix: Clean up results in GoogleSearchToolSpec (#19246)

llama-index-vector-stores-postgres [0.5.4]

• fix: Fix pg vector store sparse query (#19241)

Release Notes

llama-index-core [0.12.44]

• feat: Adding a CachePoint content block for caching chat messages (#19193)
• fix: fix react system header formatting in workflow agent (#19158)
• fix: fix ReActOutputParser when no "Thought:" prefix is produced by the LLM (#19190)
• fix: Fixed string striping in react output parser (#19192)
• fix: properly handle system prompt for CodeAct agent (#19191)
• fix: Exclude raw field in AgentStream event to fix potential serialization issue (#19150)
• chore: Mark older agent architectures in core as deprecated (#19205)
• chore: deprecate query pipelines in code (#19206)

llama-index-embeddings-fastembed [0.3.5]

• feat: Add Batch Support for FastEmbed (#19147)

llama-index-embeddings-huggingface [0.5.5]

• feat: Add async batching for huggingface using asyncio.to_thread (#19207)

llama-index-llms-anthropic [0.7.4]

• fix: update kwargs for anthropic bedrock (#19169)

llama-index-llms-google-genai [0.2.2]

• fix: Setting up System instruction properly for google genai client (#19196)

llama-index-llms-mistralai [0.6.1]

• fix: Fix image url handling in Mistral AI (#19139)

llama-index-llms-perplexity [0.3.7]

• fix: make api_key use PPLX_API_KEY in perplexity llm integration (#19217)

llama-index-postprocessor-bedrock-rerank [0.4.0]

• fix: Avoid changing 'top_n' self attribute at runtime (#19221)

llama-index-postprocessor-sbert-rerank [0.3.2]

• feat: add cross_encoder_kwargs parameter for advanced configuration (#19148)

llama-index-utils-workflow [0.3.5]

• feat: Adding visualization functions for single/multi agent workflows (#19101)

llama-index-vector-stores-azureaisearch [0.3.8]

• feat: Enable forwarding of arbitrary Azure Search SDK parameters in AzureAISearchVectorStore for document retrieval (#19173)

llama-index-vector-stores-db2 [0.1.0]

• feat: add IBM Db2 vector store (#19195)

llama-index-vector-stores-duckdb [0.4.0]

• feat: refactor DuckDB VectorStore (#19106)

llama-index-vector-stores-pinecone [0.6.0]

• feat: support pinecone v7 (#19163)
• fix: support python version >=3.9,<4.0 for llama-index-vector-stores-pinecone (#19186)

llama-index-vector-stores-qdrant [0.6.1]

• fix: fix types with IN/NIN filters in qdrant (#19159)

llama-index-voice-agents-openai [0.1.1-beta]

• feat: Adding beta OpenAI Realtime Conversation integration (#19010)

Release Notes

llama-index-core [0.12.43]

• feat: Make BaseWorkflowAgent a workflow itself (#19052)
• fix: make the progress bar of title extractor unified (#19131)
• fix: Use get_tqdm_iterable in SimpleDirectoryReader (#18722)
• chore: move out Workflows code to llama-index-workflows and keeping backward compatibility (#19043)
• chore: move instrumentation code out to its own package llama-index-instrumentation (#19062)

llama-index-llms-bedrock-converse [0.7.2]

• fix: improve empty tool call handling in bedrock converse (#19084)

llama-index-llms-openai [0.4.7]

• fix: fix building openai responses dicts (#19089, #19094)

llama-index-llms-perplexity [0.3.6]

• feat: Perf/improve robustness of perplexity llm integration (#19022)

llama-index-postprocessor-sbert-rerank [0.3.1]

• feat: Added cache dir to Sentence Transformers post processor (#19097)

llama-index-protocols-ag-ui [0.1.2]

• feat: add ag-ui protocol support (#19104, #19103, #19102, #18898)

llama-index-readers-google [0.6.2]

• fix: Fix error getting metadata file IDs in google drive reader (#19118)

llama-index-readers-hive [0.3.1]

• chore: deprecate and remove hive reader (#18990)

llama-index-readers-mongodb [0.3.2]

• feat: Added Async driver for alazy_load_data for mongodb reader (#19038)

llama-index-storage-chat-store-sqlite [0.1.1]

• fix: sqlite chat store compatibility with sqlalchemy 1.4 (#19067)

llama-index-tools-hive [0.1.0]

• feat: Add Hive Intelligence search tool (#19029)

llama-index-utils-workflow [0.3.4]

• feat: support drawing mermaid diagrams of workflows (#19083)

llama-index-vector-stores-lancedb [0.3.3]

• fix: create table with pre-defined schema (#19064)

llama-index-vector-stores-milvus [0.8.5]

• fix: Connections.connect() got multiple values for argument alias (#19119)

llama-index-vector-stores-opengauss [0.1.0]

• feat: add openGauss integration (#19024)

Release Notes

llama-index-core [0.12.42]

• fix: pass input message to memory get (#19054)
• fix: use async memory operations within async functions (#19032)
• fix: Using uuid instead of hashing for broader compatibility in SQLTableNodeMapping (#19011)

llama-index-embeddings-bedrock [0.5.1]

• feat: Update aioboto3 dependency (#19015)

llama-index-indices-managed-llama-cloud [0.7.7]

• feat: figure retrieval SDK integration (#19017)
• fix: Return empty list when argument raw_figure_nodes is None type in page_figure_nodes_to_node_with_score (#19053)

llama-index-llms-mistralai [0.6.0]

• feat: Add reasoning support to mistralai LLM + magistral (#19048)

llama-index-llms-openai [0.4.5]

• feat: O3 pro day 0 support (#19030)
• fix: skip tool description length check in openai response api (#18956)

llama-index-llms-perplexity [0.3.5]

• fix: perplexity llm integration bug fix (#19007)

llama-index-multi-modal-llms-openai-like [0.1.0]

• feat: add openai like multi-modal LLM (#18997)

llama-index-postprocessor-bedrock-rerank [0.3.3]

• feat: Prefer 'BedrockRerank' over 'AWSBedrockRerank' (#19016)

llama-index-readers-papers [0.3.1]

• fix: make filename hashing more robust (#18318)

llama-index-tools-artifact-editor [0.1.0]

• feat: Create ArtifactEditorToolSpec for editing pydantic objects (#18989)

llama-index-utils-workflow [0.3.3]

• feat: Add label truncation to workflow visualization (#19027)

llama-index-vector-stores-opensearch [0.5.6]

• feat: Add ability to exclude source fields from query response (#19018)

llama-index-voice-agents-elevenlabs [0.2.0-beta]

• fix: Docs corrections + integrating tools for ElevenLabs integration (#19014)

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)

Release Notes

llama-index-core [0.12.40]

• feat: Add StopEvent step validation so only one workflow step can handle StopEvent (#18932)
• fix: Add compatibility check before providing tool_required to LLM args (#18922)

llama-index-embeddings-cohere [0.5.1]

• fix: add batch size validation with 96 limit for Cohere API (#18915)

llama-index-llms-anthropic [0.7.2]

• feat: Support passing static AWS credentials to Anthropic Bedrock (#18935)
• fix: Handle untested no tools scenario for anthropic tool config (#18923)

llama-index-llms-google-genai [0.2.1]

• fix: use proper auto mode for google-genai function calling (#18933)

llama-index-llms-openai [0.4.2]

• fix: clear up some field typing issues of OpenAI LLM API (#18918)
• fix: migrate broken reasoning_effort kwarg to reasoning_options dict in OpenAIResponses class (#18920)

llama-index-tools-measurespace [0.1.0]

• feat: Add weather, climate, air quality and geocoding tool from Measure Space (#18909)

llama-index-tools-mcp [0.2.3]

• feat: Add headers handling to BasicMCPClient (#18919)

Release Notes

[2025-05-30]

llama-index-core [0.12.39]

• feat: Adding Resource to perform dependency injection in Workflows (docs coming soon!) (#18884)
• feat: Add tool_required param to function calling LLMs (#18654)
• fix: make prefix and response non-required for hitl events (#18896)
• fix: SelectionOutputParser when LLM chooses no choices (#18886)

llama-index-indices-managed-llama-cloud [0.7.2]

• feat: add non persisted composite retrieval (#18908)

llama-index-llms-bedrock-converse [0.7.0]

• feat: Update aioboto3 dependency to allow latest version (#18889)

llama-index-llms-ollama [0.6.1]

• Support ollama 0.5.0 SDK, update ollama docs (#18904)

llama-index-vector-stores-milvus [0.8.3]

• feat: Multi language analyzer supported in Milvus (#18901)

Release Notes

llama-index-core [0.12.38]

• feat: Adding a very simple implementation of an embeddings cache (#18864)
• feat: Add cols_retrievers in NLSQLRetriever (#18843)
• feat: Add row, col, and table retrievers as args in NLSQLTableQueryEngine (#18874)
• feat: add configurable allow_parallel_tool_calls to FunctionAgent (#18829)
• feat: Allow ctx in BaseToolSpec functions, other ctx + tool calling overhauls (#18783)
• feat: Optimize get_biggest_prompt for readability and efficiency (#18808)
• fix: prevent DoS attacks in JSONReader (#18877)
• fix: SelectionOutputParser when LLM chooses no choices (#18886)
• fix: resuming AgentWorkflow from ctx during hitl (#18844)
• fix: context serialization during AgentWorkflow runs (#18866)
• fix: Throw error if content block resolve methods yield empty bytes (#18819)
• fix: Reduce issues when parsing "Thought/Action/Action Input" ReActAgent completions (#18818)
• fix: Strip code block backticks from QueryFusionRetriever llm response (#18825)
• fix: Fix get_function_tool in function_program.py when schema doesn't have "title" key (#18796)

llama-index-agent-azure-foundry [0.1.0]

• feat: add azure foundry agent integration (#18772)

llama-index-agent-llm-compiler [0.3.1]

• feat: llm-compiler support stream_step/astream_step (#18809)

llama-index-embeddings-google-genai [0.2.0]

• feat: add gemini embeddings tests and retry configs (#18846)

llama-index-embeddings-openai-like [0.1.1]

• fix: Pass http_client & async_http_client to parent for OpenAILikeEmbedding (#18881)

llama-index-embeddings-voyageai [0.3.6]

• feat: Introducing voyage-3.5 models (#18793)

llama-index-indices-managed-llama-cloud [0.7.1]

• feat: add client support for search_filters_inference_schema (#18867)
• feat: add async methods and blank index creation (#18859)

llama-index-llms-anthropic [0.6.19]

• feat: update for claude 4 support in Anthropic LLM (#18817)
• fix: thinking + tool calls in anthropic (#18834)
• fix: check thinking is non-null in anthropic messages (#18838)
• fix: update/fix claude-4 support (#18820)

llama-index-llms-bedrock-converse [0.6.0]

• feat: add-claude4-model-support (#18827)
• fix: fixing DocumentBlock usage within Bedrock Converse (#18791)
• fix: calling tools with empty arguments (#18786)

llama-index-llms-cleanlab [0.5.0]

• feat: Update package name and models (#18483)

llama-index-llms-featherlessai [0.1.0]

• feat: featherless-llm-integration (#18778)

llama-index-llms-google-genai [0.1.14]

• fix: Google GenAI token counting behavior, add basic retry mechanism (#18876)

llama-index-llms-ollama [0.5.6]

• feat: Attempt to automatically set context window in ollama (#18822)
• feat: use default temp in ollama models (#18815)

llama-index-llms-openai [0.3.44]

• feat: Adding new OpenAI responses features (image gen, mcp call, code interpreter) (#18810)
• fix: Update OpenAI response type imports for latest openai library compatibility (#18824)
• fix: Skip tool description length check in OpenAI agent (#18790)

llama-index-llms-servam [0.1.1]

• feat: add Servam AI LLM integration with OpenAI-like interface (#18841)

llama-index-observability-otel [0.1.0]

• feat: OpenTelemetry integration for observability (#18744)

llama-index-packs-raptor [0.3.2]

• Use global llama_index tokenizer in Raptor clustering (#18802)

llama-index-postprocessor-rankllm-rerank [0.5.0]

• feat: use latest rank-llm sdk (#18831)

llama-index-readers-azstorage-blob [0.3.1]

• fix: Metadata and filename in azstorageblobreader (#18816)

llama-index-readers-file [0.4.8]

• fix: reading pptx files from remote fs (#18862)

llama-index-storage-kvstore-postgres [0.3.1]

• feat: Create PostgresKVStore from existing SQLAlchemy Engine (#18798)

llama-index-tools-brightdata [0.1.0]

• feat: brightdata integration (#18690)

llama-index-tools-google [0.3.1]

• fix: GmailToolSpec.load_data() calls search with missing args (#18832)

llama-index-tools-mcp [0.2.2]

• feat: enhance SSE endpoint detection for broader compatibility (#18868)
• feat: overhaul BasicMCPClient to support all MCP features (#18833)
• fix: McpToolSpec fetch all tools given the empty allowed_tools list (#18879)
• fix: add missing BasicMCPClient.with_oauth() kwargs (#18845)

llama-index-tools-valyu [0.2.0]

• feat: Update to valyu 2.0.0 (#18861)

llama-index-vector-stores-azurecosmosmongo [0.6.0]

• feat: Add Vector Index Compression support for Azure Cosmos DB Mongo vector store (#18850)

llama-index-vector-stores-opensearch [0.5.5]

• feat: add filter support to check if a metadata key doesn't exist (#18851)
• fix: dont pass in both extra_info and metadata in vector store nodes (#18805)

Release Notes

llama-index-core [0.12.37]

• Ensure Memory returns at least one message (#18763)
• Separate text blocks with newlines when accessing message.content (#18763)
• reset next_agent in multi agent workflows (#18782)
• support sqlalchemy v1 in chat store (#18780)
• fix: broken hotpotqa dataset URL (#18764)
• Use get_tqdm_iterable in SimpleDirectoryReader (#18722)
• Pass agent workflow kwargs into start event (#18747)
• fix(chunking): Ensure correct handling of multi-byte characters during AST node chunking (#18702)

llama-index-llms-anthropic [0.6.14]

• Fixed DocumentBlock handling in OpenAI and Anthropic (#18769)

llama-index-llms-bedrock-converse [0.5.4]

• Fix tool call parsing for bedrock converse (#18781)
• feat: add missing client params for bedrock (#18768)
• fix merging multiple tool calls in bedrock converse (#18761)

llama-index-llms-openai [0.3.42]

• Fixed DocumentBlock handling in OpenAI and Anthropic (#18769)
• Remove tool-length check in openai (#18784)
• Add check for empty tool call delta, bump version (#18745)

llama-index-llms-openai-like [0.3.5]

• Remove tool-length check in openai (#18784)

llama-index-retrievers-vectorize [0.1.0]

• Add Vectorize retriever (#18685)

llama-index-tools-desearch [0.1.0]

• Feature/desearch integration (#18738)

Release Notes

llama-index-core [0.12.35]

• add support for prefilling partial tool kwargs on FunctionTool (#18658)
• Fix/react agent max iterations skipping (#18634)
• handling for edge-case serialization in prebuilt workflows like AgentWorkflow (#18628)
• memory revamp with new base class (#18594)
• add prebuilt memory blocks (#18607)

llama-index-embeddings-autoembeddings [0.1.0]

• Support for AutoEmbeddings integration from chonkie (#18578)

llama-index-embeddings-huggingface-api [0.3.1]

• Fix dep versions for huggingface-hub (#18662)

llama-index-indices-managed-vectara [0.4.5]

• Bugfix in using cutoff argument with chain reranker in Vectara (#18610)

llama-index-llms-anthropic [0.6.12]

• anthropic citations and tool calls (#18657)

llama-index-llms-cortex [0.3.0]

• Cortex enhancements 2 for auth (#18588)

llama-index-llms-dashscope [0.3.3]

• Fix dashscope tool call parsing (#18608)

llama-index-llms-google-genai [0.1.12]

• Fix modifying object references in google-genai llm (#18616)
• feat(llama-index-llms-google-genai): 2.5-flash-preview tests (#18575)
• Fix last_msg indexing (#18611)

llama-index-llms-huggingface-api [0.4.3]

• Huggingface API fixes for task and deps (#18662)

llama-index-llms-litellm [0.4.2]

• fix parsing streaming tool calls (#18653)

llama-index-llms-meta [0.1.1]

• Support Meta Llama-api as an LLM provider (#18585)

llama-index-node-parser-docling [0.3.2]

• Fix/docling node parser metadata (#186390)

llama-index-node-parser-slide [0.1.0]

• add SlideNodeParser integration (#18620)

llama-index-readers-github [0.6.1]

• Fix: Add follow_redirects=True to GitHubIssuesClient (#18630)

llama-index-readers-markitdown [0.1.1]

• Fix MarkItDown Reader bugs (#18613)

llama-index-readers-oxylabs [0.1.2]

• Add Oxylabs readers (#18555)

llama-index-readers-web [0.4.1]

• Fixes improper invocation of Firecrawl library (#18646)
• Add Oxylabs readers (#18555)

llama-index-storage-chat-store-gel [0.1.0]

• Add Gel integrations (#18503)

llama-index-storage-docstore-gel [0.1.0]

• Add Gel integrations (#18503)

llama-index-storage-kvstore-gel [0.1.0]

• Add Gel integrations (#18503)

llama-index-storage-index-store-gel [0.1.0]

• Add Gel integrations (#18503)

llama-index-utils-workflow [0.3.2]

• Fix event colors of draw_all_possible_flows (#18660)

llama-index-vector-stores-faiss [0.4.0]

• Add Faiss Map Vector store and fix missing index_struct delete (#18638)

llama-index-vector-stores-gel [0.1.0]

• Add Gel integrations (#18503)

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

• add indexed metadata fields (#18595)