MD5 Hash Collision in run-llama/llama_index
Description
A vulnerability in the ArxivReader class of the run-llama/llama_index repository, versions up to v0.12.22.post1, allows for MD5 hash collisions when generating filenames for downloaded papers. This can lead to data loss as papers with identical titles but different contents may overwrite each other, preventing some papers from being processed for AI model training. The issue is resolved in version 0.12.28.
AI Insight
LLM-synthesized narrative grounded in this CVE's description and references.
MD5 hash collisions in llama_index's ArxivReader cause filenames to overwrite, leading to data loss for papers with different contents but identical titles.
Vulnerability
Description
The ArxivReader class in the run-llama/llama_index repository prior to version 0.12.28 generates filenames for downloaded papers using an MD5 hash of the paper title alone [1]. Because MD5 is susceptible to collisions, two different papers with the same title (or titles producing the same MD5 hash) can map to the same filename. This flaw allows a paper to overwrite the file of another paper, resulting in permanent data loss.
Exploitation
An attacker or even normal usage can trigger this vulnerability by submitting or processing arxiv papers that have identical titles but different content. The ArxivReader uses a hacky hash function that only incorporates the title, without any additional unique identifier such as the paper's entry ID [4]. When multiple papers share a title, the second paper's download overwrites the first, preventing the first paper from being processed for AI model training.
Impact
The primary impact is data loss: papers that are overwritten are no longer available for downstream tasks like indexing or training [1]. This can degrade the quality of AI models that rely on complete datasets, and in adversarial scenarios, an attacker could intentionally cause specific papers to be lost.
Mitigation
The issue is resolved in llama_index version 0.12.28 [1]. The fix, introduced in commit f69e1c0, modifies the filename generation to include both the title and the paper's entry ID in the hash input, eliminating collisions [4]. Users should upgrade to version 0.12.28 or later to prevent data loss.
AI Insight generated on May 19, 2026. Synthesized from this CVE's description and the cited reference URLs; citations are validated against the source bundle.
Affected packages
Versions sourced from the GitHub Security Advisory.
| Package | Affected versions | Patched versions |
|---|---|---|
llama-index-readers-papersPyPI | < 0.3.1 | 0.3.1 |
Affected products
2- Range: <=v0.12.22.post1
- run-llama/run-llama/llama_indexv5Range: unspecified
Patches
211 files changed · +483 −302
CHANGELOG.md+88 −0 modified@@ -1,5 +1,93 @@ # ChangeLog +## [2025-04-01] + +### `llama-index-core` [0.12.28] + +- add a code act agent + docs + from-scratch guide (#18329) +- fix template var mapping for `RichPromptTemplate`, add docs (#18309) +- Support multi-modal agents in `AgentWorkflow` / `ReActAgent` / `FunctionAgent` / `CodeActAgent` (#18330) +- fix include Node metadata in hash calculation in new node class (#18303) +- Fix `Context._events_queue` when loaded from `Context.from_dict` (#18304) +- docs: add Langfuse instrumentation (#18321) + +### `llama-index-embeddings-fastembed` [0.3.1] + +- add providers kwarg (#18310) + +### `llama-index-graph-stores-memgraph` [0.3.1] + +- Update Memgraph integration to latest syntax (#18319) + +### `llama-index-indices-managed-llama-cloud` [0.6.10] + +- misc fixes in constructing client (#18323) + +### `llama-index-llms-asi` [0.1.0] + +- add asi llm integration (#18292) + +### `llama-index-llms-dashscope` [0.3.2] + +- Update DashScope integration with new tool handling and dependency version bump (#18311) + +### `llama-index-llms-ipex-llm` [0.3.1] + +- fix IpexLLM constructor error (#18200) + +### `llama-index-llms-litellm` [0.4.1] + +- LiteLLM: better support tools streaming, and support multimodal inputs (#18314) + +### `llama-index-readers-obsidian` [0.5.1] + +- fix: prevent path traversal from symlinks (#18320) + +### `llama-index-readers-papers` [0.3.1] + +- fix: make filename hashing more robust (#18318) + +### `llama-index-tools-mcp` [0.1.1] + +- Fixed case when `json_type` is a list (multiple possible types) (#18306) + +### `llama-index-vector-stores-clickhouse` [0.4.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-couchbase` [0.3.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-deeplake` [0.3.3] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-jaguar` [0.3.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-lantern` [0.3.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-nile` [0.2.2] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-milvus` [0.7.2] + +- [bugfix] Milvus create index when existed (#18315) +- Add more unit tests for milvus vector store (#18331) + +### `llama-index-vector-stores-oracledb` [0.2.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-singlestoredb` [0.3.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + ## [2025-03-28] ### `llama-index-core` [0.12.27]
docs/docs/api_reference/agent/index.md+2 −3 modified@@ -1,6 +1,4 @@ -# Core Agent Classes - -## Base Types +# Agent Classes ::: llama_index.core.agent.workflow options: @@ -9,6 +7,7 @@ - BaseWorkflowAgent - FunctionAgent - ReActAgent + - CodeActAgent - AgentInput - AgentStream - AgentOutput
docs/docs/api_reference/llms/asi.md+4 −0 added@@ -0,0 +1,4 @@ +::: llama_index.llms.asi + options: + members: + - ASI
docs/docs/api_reference/readers/myscale.md+0 −4 removed@@ -1,4 +0,0 @@ -::: llama_index.readers.myscale - options: - members: - - MyScaleReader
docs/docs/CHANGELOG.md+88 −0 modified@@ -1,5 +1,93 @@ # ChangeLog +## [2025-04-01] + +### `llama-index-core` [0.12.28] + +- add a code act agent + docs + from-scratch guide (#18329) +- fix template var mapping for `RichPromptTemplate`, add docs (#18309) +- Support multi-modal agents in `AgentWorkflow` / `ReActAgent` / `FunctionAgent` / `CodeActAgent` (#18330) +- fix include Node metadata in hash calculation in new node class (#18303) +- Fix `Context._events_queue` when loaded from `Context.from_dict` (#18304) +- docs: add Langfuse instrumentation (#18321) + +### `llama-index-embeddings-fastembed` [0.3.1] + +- add providers kwarg (#18310) + +### `llama-index-graph-stores-memgraph` [0.3.1] + +- Update Memgraph integration to latest syntax (#18319) + +### `llama-index-indices-managed-llama-cloud` [0.6.10] + +- misc fixes in constructing client (#18323) + +### `llama-index-llms-asi` [0.1.0] + +- add asi llm integration (#18292) + +### `llama-index-llms-dashscope` [0.3.2] + +- Update DashScope integration with new tool handling and dependency version bump (#18311) + +### `llama-index-llms-ipex-llm` [0.3.1] + +- fix IpexLLM constructor error (#18200) + +### `llama-index-llms-litellm` [0.4.1] + +- LiteLLM: better support tools streaming, and support multimodal inputs (#18314) + +### `llama-index-readers-obsidian` [0.5.1] + +- fix: prevent path traversal from symlinks (#18320) + +### `llama-index-readers-papers` [0.3.1] + +- fix: make filename hashing more robust (#18318) + +### `llama-index-tools-mcp` [0.1.1] + +- Fixed case when `json_type` is a list (multiple possible types) (#18306) + +### `llama-index-vector-stores-clickhouse` [0.4.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-couchbase` [0.3.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-deeplake` [0.3.3] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-jaguar` [0.3.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-lantern` [0.3.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-nile` [0.2.2] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-milvus` [0.7.2] + +- [bugfix] Milvus create index when existed (#18315) +- Add more unit tests for milvus vector store (#18331) + +### `llama-index-vector-stores-oracledb` [0.2.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + +### `llama-index-vector-stores-singlestoredb` [0.3.1] + +- fix: patch multiple sql-injection vulnerabilities (#18316) + ## [2025-03-28] ### `llama-index-core` [0.12.27]
docs/mkdocs.yml+6 −3 modified@@ -97,6 +97,8 @@ nav: - ./examples/agent/agent_workflow_research_assistant.ipynb - ./examples/agent/anthropic_agent.ipynb - ./examples/agent/bedrock_converse_agent.ipynb + - ./examples/agent/code_act_agent.ipynb + - ./examples/agent/from_scratch_code_act_agent.ipynb - ./examples/agent/memory/chat_memory_buffer.ipynb - ./examples/agent/memory/composable_memory.ipynb - ./examples/agent/memory/summary_memory_buffer.ipynb @@ -181,7 +183,6 @@ nav: - ./examples/data_connectors/MboxReaderDemo.ipynb - ./examples/data_connectors/MilvusReaderDemo.ipynb - ./examples/data_connectors/MongoDemo.ipynb - - ./examples/data_connectors/MyScaleReaderDemo.ipynb - ./examples/data_connectors/NotionDemo.ipynb - ./examples/data_connectors/ObsidianReaderDemo.ipynb - ./examples/data_connectors/PathwayReaderDemo.ipynb @@ -522,6 +523,7 @@ nav: - ./examples/prompts/advanced_prompts.ipynb - ./examples/prompts/emotion_prompt.ipynb - ./examples/prompts/prompt_mixin.ipynb + - ./examples/prompts/rich_prompt_template_features.ipynb - Property Graph: - ./examples/property_graph/graph_store.ipynb - ./examples/property_graph/property_graph_advanced.ipynb @@ -987,6 +989,7 @@ nav: - ./api_reference/llms/alibabacloud_aisearch.md - ./api_reference/llms/anthropic.md - ./api_reference/llms/anyscale.md + - ./api_reference/llms/asi.md - ./api_reference/llms/azure_inference.md - ./api_reference/llms/azure_openai.md - ./api_reference/llms/bedrock.md @@ -2399,8 +2402,10 @@ plugins: - ../llama-index-integrations/llms/llama-index-llms-novita - ../llama-index-integrations/llms/llama-index-llms-netmind - ../llama-index-integrations/tools/llama-index-tools-dappier + - ../llama-index-integrations/llms/llama-index-llms-asi - redirects: redirect_maps: + ./api/llama_index.vector_stores.MongoDBAtlasVectorSearch.html: api_reference/storage/vector_store/mongodb.md ./api_reference/agent/coa/index.html: https://docs.llamaindex.ai/en/stable/api_reference/agent/ ./api_reference/agent/dashscope/index.html: https://docs.llamaindex.ai/en/stable/api_reference/agent/ ./api_reference/agent/function/index.html: https://docs.llamaindex.ai/en/stable/api_reference/agent/ @@ -2411,7 +2416,6 @@ plugins: ./api_reference/agent/openai_legacy/index.html: https://docs.llamaindex.ai/en/stable/api_reference/agent/ ./api_reference/agent/react/index.html: https://docs.llamaindex.ai/en/stable/api_reference/agent/ ./api_reference/agent/workflow/index.html: https://docs.llamaindex.ai/en/stable/api_reference/agent/ - ./api/llama_index.vector_stores.MongoDBAtlasVectorSearch.html: api_reference/storage/vector_store/mongodb.md ./changes/deprecated_terms.html: https://docs.llamaindex.ai/en/stable/changes/deprecated_terms/ ./community/faq/chat_engines.html: https://docs.llamaindex.ai/en/stable/community/faq/chat_engines/ ./community/faq/documents_and_nodes.html: https://docs.llamaindex.ai/en/stable/community/faq/documents_and_nodes/ @@ -2560,7 +2564,6 @@ plugins: ./examples/data_connectors/MboxReaderDemo.html: https://docs.llamaindex.ai/en/stable/examples/data_connectors/MboxReaderDemo/ ./examples/data_connectors/MilvusReaderDemo.html: https://docs.llamaindex.ai/en/stable/examples/data_connectors/MilvusReaderDemo/ ./examples/data_connectors/MongoDemo.html: https://docs.llamaindex.ai/en/stable/examples/data_connectors/MongoDemo/ - ./examples/data_connectors/MyScaleReaderDemo.html: https://docs.llamaindex.ai/en/stable/examples/data_connectors/MyScaleReaderDemo/ ./examples/data_connectors/NotionDemo.html: https://docs.llamaindex.ai/en/stable/examples/data_connectors/NotionDemo/ ./examples/data_connectors/ObsidianReaderDemo.html: https://docs.llamaindex.ai/en/stable/examples/data_connectors/ObsidianReaderDemo/ ./examples/data_connectors/PathwayReaderDemo.html: https://docs.llamaindex.ai/en/stable/examples/data_connectors/PathwayReaderDemo/
llama-index-core/llama_index/core/agent/workflow/react_agent.py+4 −3 modified@@ -1,5 +1,5 @@ import uuid -from typing import List, Sequence, cast +from typing import List, Sequence, Optional, cast from llama_index.core.agent.react.formatter import ReActChatFormatter from llama_index.core.agent.react.output_parser import ReActOutputParser @@ -28,9 +28,10 @@ from llama_index.core.workflow import Context -def default_formatter(fields: dict) -> ReActChatFormatter: +def default_formatter(fields: Optional[dict] = None) -> ReActChatFormatter: """Sets up a default formatter so that the proper react header is set.""" - return ReActChatFormatter.from_defaults(context=fields["system_prompt"]) + fields = fields or {} + return ReActChatFormatter.from_defaults(context=fields.get("system_prompt", None)) class ReActAgent(SingleAgentRunnerMixin, BaseWorkflowAgent):
llama-index-core/llama_index/core/__init__.py+1 −1 modified@@ -1,6 +1,6 @@ """Init file of LlamaIndex.""" -__version__ = "0.12.27" +__version__ = "0.12.28" import logging from logging import NullHandler
llama-index-core/pyproject.toml+1 −1 modified@@ -46,7 +46,7 @@ name = "llama-index-core" packages = [{include = "llama_index"}] readme = "README.md" repository = "https://github.com/run-llama/llama_index" -version = "0.12.27" +version = "0.12.28" [tool.poetry.dependencies] SQLAlchemy = {extras = ["asyncio"], version = ">=1.4.49"}
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[truncated]
pyproject.toml+2 −2 modified@@ -45,7 +45,7 @@ name = "llama-index" packages = [{from = "_llama-index", include = "llama_index"}] readme = "README.md" repository = "https://github.com/run-llama/llama_index" -version = "0.12.27" +version = "0.12.28" [tool.poetry.dependencies] python = ">=3.9,<4.0" @@ -57,7 +57,7 @@ llama-index-agent-openai = "^0.4.0" llama-index-readers-file = "^0.4.0" llama-index-readers-llama-parse = ">=0.4.0" llama-index-indices-managed-llama-cloud = ">=0.4.0" -llama-index-core = "^0.12.27" +llama-index-core = "^0.12.28" llama-index-multi-modal-llms-openai = "^0.4.0" llama-index-cli = "^0.4.1" nltk = ">3.8.1" # avoids a CVE, temp until next release, should be in llama-index-core
f69e1c0e7579fix: make filename hashing more robust (#18318)
2 files changed · +11 −6
llama-index-integrations/readers/llama-index-readers-papers/llama_index/readers/papers/arxiv/base.py+10 −5 modified@@ -11,7 +11,8 @@ class ArxivReader(BaseReader): - """Arxiv Reader. + """ + Arxiv Reader. Gets a search query, return a list of Documents of the top corresponding scientific papers on Arxiv. """ @@ -31,7 +32,8 @@ def load_data( papers_dir: Optional[str] = ".papers", max_results: Optional[int] = 10, ) -> List[Document]: - """Search for a topic on Arxiv, download the PDFs of the top results locally, then read them. + """ + Search for a topic on Arxiv, download the PDFs of the top results locally, then read them. Args: search_query (str): A topic to search for (e.g. "Artificial Intelligence"). @@ -58,7 +60,8 @@ def load_data( paper_lookup = {} for paper in search_results: # Hash filename to avoid bad characters in file path - filename = f"{self._hacky_hash(paper.title)}.pdf" + hashed_name = self._hacky_hash(f"{paper.title}{paper.entry_id}") + filename = f"{hashed_name}.pdf" paper_lookup[filename] = { "Title of this paper": paper.title, "Authors": (", ").join([a.name for a in paper.authors]), @@ -104,7 +107,8 @@ def load_papers_and_abstracts( papers_dir: Optional[str] = ".papers", max_results: Optional[int] = 10, ) -> Tuple[List[Document], List[Document]]: - """Search for a topic on Arxiv, download the PDFs of the top results locally, then read them. + """ + Search for a topic on Arxiv, download the PDFs of the top results locally, then read them. Args: search_query (str): A topic to search for (e.g. "Artificial Intelligence"). @@ -132,7 +136,8 @@ def load_papers_and_abstracts( paper_lookup = {} for paper in search_results: # Hash filename to avoid bad characters in file path - filename = f"{self._hacky_hash(paper.title)}.pdf" + hashed_name = self._hacky_hash(f"{paper.title}{paper.entry_id}") + filename = f"{hashed_name}.pdf" paper_lookup[filename] = { "Title of this paper": paper.title, "Authors": (", ").join([a.name for a in paper.authors]),
llama-index-integrations/readers/llama-index-readers-papers/pyproject.toml+1 −1 modified@@ -29,7 +29,7 @@ license = "MIT" maintainers = ["thejessezhang"] name = "llama-index-readers-papers" readme = "README.md" -version = "0.3.0" +version = "0.3.1" [tool.poetry.dependencies] python = ">=3.9,<4.0"
Vulnerability mechanics
Generated on May 9, 2026. Inputs: CWE entries + fix-commit diffs from this CVE's patches. Citations validated against bundle.
References
5- github.com/advisories/GHSA-p7j4-jwjf-5x9wghsaADVISORY
- nvd.nist.gov/vuln/detail/CVE-2025-3044ghsaADVISORY
- github.com/run-llama/llama_index/commit/0008041e8dde8e519621388e5d6f558bde6ef42eghsaWEB
- github.com/run-llama/llama_index/commit/f69e1c0e7579228fec4cfaf716e4f951e131de77ghsaWEB
- huntr.com/bounties/80182c3a-876f-422f-8bac-38267e0345d6ghsaWEB
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