graphbit v0.6.0

What's Changed

• [Refactor]: disable optimized build and publish workflow temporarily for PyPI by @jj-devhub in #279
• [Documentation] Prepared redis vector search connector integration in python by @rupakInfinitiBit in #266
• [fix] improve error handling in Q&A status check by @rupakInfinitiBit in #271
• [Documentation] Voyage AI connector integration done in python side. by @rupakInfinitiBit in #269
• [Feature] Add Gitlab Search Integration with Graphbit. (#272) by @shahidinfiniti in #281
• [Refactor] remove outdated GitHub workflows by @jj-devhub in #282
• [Refactor] Updated setup by @tanimahossain-infiniti in #283
• [Refactor] Examples chatbot setup by @tanimahossain-infiniti in #284
• [fix] error in workflow and document test by @masbulhaider in #285
• [Test] python unit test tool by @masbulhaider in #149
• [Test] python integration tool by @masbulhaider in #146
• [Refactor] root readme file by @jj-devhub in #288
• [Feature] add markdown lint configuration by @JunaidHossain04 in #265
• [Documentation] README.md, preview-description, description, set-up instruction by @tanimahossain-infiniti in #296
• [Refactor] simplify function calls for document type detection and em… by @rupakInfinitiBit in #280
• [Feature] add neo4j python integration. by @rupakInfinitiBit in #262
• [Feature] enhance embedding client with batch processing and GIL management by @jj-devhub in #290
• [Refactor]: release GIL during async execution for true parallelism in LlmClient by @jj-devhub in #291
• [Refactor]: enhance text splitters of all types for true parallelism by @jj-devhub in #292
• [Feature] Updated pyproject.toml with new set up by @tanimahossain-infiniti in #299
• [Documentation] README.md for Research Summarizer Agent by @tanimahossain-infiniti in #297
• [Documentation] Chatbot readme by @tanimahossain-infiniti in #298
• [Feature] add Temperature parameter in node workflow for agent by @JunaidHossain04 in #300
• [Documentation] add multilingual root readme files by @jj-devhub in #301
• [Documentation]: replace logo with animated GIF in multiple README files by @jj-devhub in #302
• [Documentation]: update GIF size for better responsiveness in multiple README files by @jj-devhub in #303
• [Documentation]: add Product Hunt badges to multiple README files by @jj-devhub in #304
• [Documentation] add & refine root readme badges by @jj-devhub in #305
• [Refactor]: add GraphBit Benchmark YT link in main README by @jj-devhub in #306
• [Bugfix] sync other root readme multilingual files by @jj-devhub in #307
• [Enhancement] add max_tokens to nodes and documentation by @rupakInfinitiBit in #309
• [Feature] uv support added by @JunaidHossain04 in #289
• [Documentation] Core README update. by @JunaidHossain04 in #274
• [Bugfix] set up instruction by @tanimahossain-infiniti in #308
• [Feature] Hugging Face provider integration by @JunaidHossain04 in #294
• [Documentation fix] temperature and max tokens added and bugfix by @rupakInfinitiBit in #312
• [Documentation] Pydantic integration with GraphBit by @JunaidHossain04 in #317
• [Documentation] Fastapi usage with GraphBit by @JunaidHossain04 in #311
• [Refactor] Removed optional dependencies by @tanimahossain-infiniti in #319
• [Feature] Huggingface Embedding Implementation by @JunaidHossain04 in #315
• [Refactor] Python bindings deps and metadata v0.6.0 bump by @jj-devhub in #321
• [Feature] add version bump script for GraphBit by @jj-devhub in #322
• [Refactor] optimize wheel builds by @jj-devhub in #323
• [Fix] rust integration tests by @JunaidHossain04 in #320

New Contributors

• @rupakInfinitiBit made their first contribution in #266

Full Changelog: v0.5.1...v0.6.0

graphbit v0.5.1

What's Changed

• feat: align python packaging metadata and crate names for PyPI by @rahmat-ullah in #248
• [test] Create build-artifacts-only by @jj-devhub in #249
• [Feature] build artifacts and publish by @jj-devhub in #250
• [Bugfix]: simplify descriptions in workflow inputs and streamline version extraction command by @jj-devhub in #251
• [Bugfix]: artifact verification process by @jj-devhub in #252
• {Refactor]: publication jobs unconditional by @jj-devhub in #253
• [Feature] add llm provider usage metadata by @masbulhaider in #246
• [Feature] MistralAI llm provider by @tanimahossain-infiniti in #243
• [Documentation] pip install graphbit added in the root readme by @JunaidHossain04 in #257
• [Feature] Integration of Bytedance ModelArk provider by @JunaidHossain04 in #242
• [Documentation] Installation Guide Updated by @JunaidHossain04 in #261
• [Bugfix] mistralai llm provider missing python binding added by @tanimahossain-infiniti in #263
• [BugFix] Document Loader PDF Extract Fix by @JunaidHossain04 in #260
• [Documentation] Serper API integration with GraphBit. by @JunaidHossain04 in #258
• [Documentation] Per Node LLM Provider Readme by @tanimahossain-infiniti in #264
• [Refactor]: Resolved precommit issue fstring by @tanimahossain-infiniti in #270
• [Feature] Add Github Search Integration with Graphbit. by @shahidinfiniti in #272
• [Feature] build artifacts and publish into PyPI by @jj-devhub in #275
• [Documentation] refactor readme file of pypi and add missing files by @jj-devhub in #277
• version update graphbit for pypi by @jj-devhub in #276
• [Bugfix] update graphbit version and description by @jj-devhub in #278

New Contributors

• @shahidinfiniti made their first contribution in #272

Full Changelog: v0.5.0...v0.5.1

graphbit v0.5.0

What's Changed

• [Refactor] Update CHANGELOG.md for graphbit v0.4.0 by @jj-devhub in #188
• [Documentation] update root README.md with new links and installation instructions by @jj-devhub in #189
• [Documentation] update root README.md by @masbulhaider in #190
• [Feature] docs: update contributor list and fix image path in README by @jj-devhub in #191
• [Bugfix] docs(contributors): enhance contributor workflow and update README for exact GitHub ranking by @jj-devhub in #192
• [Documentation]: simplify header and enhance visual elements in index.md by @jj-devhub in #193
• [Documentation] docs index file stylings and visuals refined by @jj-devhub in #194
• [Bugfix] search Ui issue by @masbulhaider in #195
• [Documentation] GraphBit Framework License document by @jj-devhub in #196
• [Refactor] remove unused configuration files of pre commit hook by @jj-devhub in #197
• [Documentation] Discord link update by @JunaidHossain04 in #198
• [Documentation] Root README update. by @JunaidHossain04 in #200
• [Bugfix] maturin develop warnings by @tanimahossain-infiniti in #199
• [Refactor] Removed lint check for docker by @tanimahossain-infiniti in #202
• [Documentation] Typo fix in root readme. by @JunaidHossain04 in #203
• [Feature] Anthropic tool calling support by @JunaidHossain04 in #207
• [Feature] OpenRouter integration by @rahmat-ullah in #208
• [bugfix] fixed github stats in docs site. by @JunaidHossain04 in #215
• [Bugfix] dependency needed for python tests by @tanimahossain-infiniti in #206
• [Bugfix] All backtick issue in precommit by @tanimahossain-infiniti in #209
• [Bugfix] Format string by @tanimahossain-infiniti in #210
• [Bugfix] precommit literal separators by @tanimahossain-infiniti in #211
• [Bugfix] format appended to existing string by @tanimahossain-infiniti in #213
• [Refactor] Removed unused self by @tanimahossain-infiniti in #216
• [Bugfix] Redundant else conditions remove by @tanimahossain-infiniti in #218
• [feature] Fireworks AI integration. by @JunaidHossain04 in #219
• [Bugfix] llm provider config : Enable auto-detection of LLM config by @jj-devhub in #214
• [Refactor] remove reduntant worflow test from core by @masbulhaider in #221
• [Documentation] update root README.md by @masbulhaider in #222
• [Bugfix] update core lib.rs by @masbulhaider in #224
• [Documentation] update contact email in about.md by @jj-devhub in #226
• [Documentation] Added tables for each provider's model tool support. by @JunaidHossain04 in #227
• [Feature] xAI integration as LLM Provider by @JunaidHossain04 in #225
• [Bugfix] precommit safe changes by @tanimahossain-infiniti in #232
• [Feature] Improved parsing for document extraction by @Adoxcol in #229
• [Feature] Azure Open AI llm provider by @tanimahossain-infiniti in #230
• [Feature] Replicate ai provider by @tanimahossain-infiniti in #228
• [Bugfix] Precommit unnecessary structure name repetition by @tanimahossain-infiniti in #236
• [Bugfix] Fixed precommit issue appended format by @tanimahossain-infiniti in #235
• [Refactor] Removing deadcode by @tanimahossain-infiniti in #201
• [Feature] Research paper summarizer agent. by @JunaidHossain04 in #231
• [Bugfix] test failures by @masbulhaider in #238
• [Feature] AI21 Labs provider integration with Graphbit. by @JunaidHossain04 in #240
• [Feature] TogetherAI provider integration. by @JunaidHossain04 in #239
• [Feature] llm usage by @masbulhaider in #241
• [Bugfix] Failing tests in replicate ai by @tanimahossain-infiniti in #244

New Contributors

• @Adoxcol made their first contribution in #229

Full Changelog: v0.4.0...v0.5.0

graphbit v0.4.0-alpha

What's Changed

• [Hotfix] Resolve hook failures and improve security compliance by @jj-devhub in #45
• [Hotfix] Updated black and dependency check by @yeahia-sarker in #48
• [Feature] Google search API integration with graphbit. by @JunaidHossain04 in #47
• [Feature] Added chatbot development example by @tanimahossain-infiniti in #38
• [Bugfix]: add macOS fallback for sched_getaffinity by @jj-devhub in #50
• [Bugfix] Formatted the codebase to pass all pre-commit checks. by @JunaidHossain04 in #49
• [Bugfix]: make GraphBit benchmark CPU affinity logic cross-platform (macOS support, safe fallback) by @jj-devhub in #51
• [Documentation] Mongodb integration with graphbit. by @JunaidHossain04 in #53
• [Documentation] Added pinecone integration documentation by @tanimahossain-infiniti in #44
• [Documentation] Qdrant integration with GraphBit by @tanimahossain-infiniti in #54
• [Documentation] PGvector integration with graphbit. by @JunaidHossain04 in #55
• [Documentation] Updated embeddings documentation file by @JunaidHossain04 in #58
• [Documentation] MariaDB basic integration with GraphBit by @tanimahossain-infiniti in #56
• [Feature] Added textsplitter by @yeahia-sarker in #64
• [Feature] Implement LLM-Graphbit-Playwright Browser Automation Agent by @jj-devhub in #52
• [Documentation] ChromaDB Integration with GraphBit by @tanimahossain-infiniti in #59
• [Documentation] Created async-vs-sync.md file. by @JunaidHossain04 in #62
• [Documentation] AI LLM Multi-Agent Framework Benchmark Comparison Performance Report Summary Across Intel and AMD Virtual Machines by @jj-devhub in #65
• [Documentation] AWS boto3 integration with Graphbit. by @JunaidHossain04 in #63
• [Feature] Added deepseek support by @yeahia-sarker in #66
• [Feature] Added perplexity support by @yeahia-sarker in #67
• [Info] Added SECURITY.md by @yeahia-sarker in #68
• [Documentation] FAISS integration with GraphBit by @tanimahossain-infiniti in #60
• [Documentation] Milvus Integration with Graphbit by @tanimahossain-infiniti in #74
• [Documentation] Weaviate Integration with Graphbit by @tanimahossain-infiniti in #75
• [Feature]: Add complete MkDocs documentation site using Material theme by @jj-devhub in #79
• [Bugfix] Added document loader support in python binding by @yeahia-sarker in #84
• [Documentation] IBM Db2 integration with graphbit. by @JunaidHossain04 in #76
• [Documentation] Elasticsearch Integration with GraphBit by @tanimahossain-infiniti in #77
• [Feature] docs site by @jj-devhub in #83
• [Feature] Rust Core, Rust Python Binding: Agentic Workflow with Dep-Batching and Parent Preamble by @jj-devhub in #87
• [Documentation] Updated README.md file in examples folder by @tanimahossain-infiniti in #85
• [Documentation] Updated documentation in python folder. by @JunaidHossain04 in #86
• [Feature] Added nodejs binding by @yeahia-sarker in #97
• [Bug Fix] python tests : add and improve LLM, executor, and document loader integration tests by @masbulhaider in #90
• [Documentation] added a updated version of Benchmarking Report: Comparison of LLM Multi-Agent Frameworks Graphbit vs. Other Frameworks by @jj-devhub in #72
• [Refactor] removed doc site and other relevant files and codes by @jj-devhub in #101
• [BugFix] : connection edge cases, unique IDs, and cyclic workflow checks by @jj-devhub in #102
• [Documentation] AstraDB integration with GraphBit. by @masbulhaider in #88
• [Refactor] api-reference folder. by @JunaidHossain04 in #103
• [Documentation] Updated root readme file. by @JunaidHossain04 in #57
• [Bugfix] anthropic llm config issue fixed by @tanimahossain-infiniti in #110
• [Documentation] Update CHANGELOG.md by @tanimahossain-infiniti in #96
• [Documentation] docs/examples folder by @tanimahossain-infiniti in #109
• [Documentation] Refactored all docs for graphbit import code by @tanimahossain-infiniti in #99
• [Refactor] Graphbit init call auto by default by @jj-devhub in #115
• [Refactor] removed unnecessary packages from pyproject toml by @jj-devhub in #116
• [Documentation] Azure integration with GraphBit. by @JunaidHossain04 in #73
• [Documentation] Validated readme and refactored by @tanimahossain-infiniti in #118
• [Documentation] Validated docs/getting-started/validation.md by @tanimahossain-infiniti in #120
• [Documentation] GCP integration with Graphbit. by @JunaidHossain04 in #70
• workflow builder readme validated by @tanimahossain-infiniti in #112
• [Refactor] Refactored import graphbit in benchmark by @tanimahossain-infiniti in #100
• [Documentation] llm-providers.md by @JunaidHossain04 in #121
• [Documentation] concepts.md, embeddings.md and async-vs-sync.md. by @JunaidHossain04 in #114
• [Documentation] dynamics-graph.md by @JunaidHossain04 in #119
• [Documentation] monitoring.md by @JunaidHossain04 in #124
• [Documentation] agents.md validated by @JunaidHossain04 in #111
• [Documentation] Document loaders documentation. by @JunaidHossain04 in #130
• [Refactor] getting-started folder. by @JunaidHossain04 in #108
• [Documentation] performance.md validated by @tanimahossain-infiniti in #128
• [documentation] validated reliability.md file by @tanimahossain-infiniti in #122
• [Feature] Added tool calling support by @yeahia-sarker in #131
• [Refactor] All the benchmark scipts file. by @JunaidHossain04 in #133
• [Tests] Unit tests LLM clients coverage; align workflow connect tests by @masbulhaider in #93
• [Tests] Unit tests for doc processing, text splitting, embedding by @masbulhaider in #94
• [Tests] Added basic unit testing by @masbulhaider in #95
• [Test] Unit tests for edge cases, client & configuration failure by @masbulhaider in #113
• [Test] Py unit tests for import, init, security & workflow failures by @masbulhaider in #117
• [Documentation] Updated root readme by @JunaidHossain04 in #132
• [Documentation] benchmark readme update. by @JunaidHossain04 in #135
• [Documentation] Framework benchmark report updated. by @JunaidHossain04 in #134
• [Tests] LLM, agent, workflow tests; refactored validation & workflow integration by @masbulhaider in #104
• [Documentation] About file added by @tanimahossain-infiniti in #89
• [Tests] Added type, validation & error unit tests by @masbulhaider in #105
• [Test] Added document loader,embedding, text splitter unit tests by @masbulhaider in #106
• [Test] Python binding tests, helper functions in rust by @masbulhaider in #107
• [Test] Extended rust unit tests for agent, concurrency & graph by @masbulhaider in #126
• [Test] Unit...

graphbit v0.3.0-alpha

Bugfix

• [Hotfix] Added comprehensive python tests by @yeahia-sarker in #25
• [Hotfix] Improved rust integration test coverage by @yeahia-sarker in #26

Feature

• [Feature] Improved runner and docs in benchmark by @jj-devhub in #29
• [Feature] Added dockerization support for benchmark by @yeahia-sarker in #30
• [Feature] : Update volume mount paths for production deployment by @jj-devhub in #41
• [Feature]: centralize and explicitly control number of benchmark runs by @jj-devhub in #42
• [Feature] Added tarpaulin test coverage by @yeahia-sarker in #43

Documentation

• [Documentation] Update root readme by @yeahia-sarker in #37
• [Documentation] Updated contributing file by @yeahia-sarker in #40

Full Changelog: v0.2.0...v0.3.0

graphbit v0.2.0-alpha

• Reduced cpu usage by a margin of 5x
• Resolved cross-platform build issues, cleaned configuration files, and removed outdated license information.
• Improved code consistency and enforced stricter checks (e.g., type checks, linting).
• Workflow Optimizations: Parallelized independent steps, optimized task dependencies.
• Concurrency: Added asynchronous task execution and retry mechanisms for resilience.
• Memory Usage: Optimized memory handling, including garbage collection.
• Task Execution: Reduced idle times and enabled parallel execution where applicable.
• CI/CD Improvements
• Limited test execution to the main branch and improved multi-platform test configurations.
• Modularized workflows and enhanced build/testing with parallel execution and caching.
• Added interactive setup for missing environment variables and auto-generated configuration files.
• Features
• Added unit and integration tests for critical components to ensure proper functionality.
• Provided example workflows to demonstrate system capabilities in local environments.

graphbit v0.1.0-alpha

• Core Framework: Initial release of GraphBit declarative agentic workflow automation framework
• Multi-LLM Support:
  • OpenAI integration with GPT models
  • Anthropic integration with Claude models
  • Ollama integration for local LLM inference
  • Extensible provider system for custom LLM integrations
• Graph-Based Workflows:
  • Directed acyclic graph (DAG) workflow representation
  • Dependency management and topological execution
  • Node types: agent nodes, transform nodes, conditional nodes
• Concurrent Execution:
  • Parallel node execution with configurable concurrency limits
  • Async/await support throughout the framework
  • Intelligent dependency resolution
• Type Safety:
  • Strong typing with comprehensive validation
  • UUID-based identifiers for all components
  • JSON schema validation for LLM outputs
• Python Bindings:
  • Full Python API via PyO3
  • Async support in Python
  • Integration examples for FastAPI, Django, and Jupyter
• CLI Tool (graphbit):
  • Project initialization with graphbit init
  • Workflow validation with graphbit validate
  • Workflow execution with graphbit run
  • Configuration management
  • Debug and verbose modes
• Declarative Configuration:
  • JSON-based workflow definitions
  • Environment variable support
  • Custom configuration files
• Error Handling & Reliability:
  • Built-in retry logic with exponential backoff
  • Comprehensive error types and handling
  • Graceful failure recovery
• Usage Tracking:
  • Token usage monitoring
  • Cost estimation for API-based providers
  • Performance metrics collection
• Documentation & Examples:
  • Comprehensive README with architecture overview
  • Ollama integration guide
  • Testing guide with benchmarking
  • Extensive example collection
  • Python and Rust API documentation
• Testing Infrastructure:
  • Integration tests
  • Benchmarking suite
  • Real LLM providers for testing
  • CI configuration