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• document-sample-database-tool-in-readme.md
• account-for-backend-option-in-agent-serve
• achieve-100%-test-coverage-for-agent_run
• adapt-openai-vendor-to-use-async-responses
• adapt-reasoningparser-for-custom-tags
• adapt-reasoningparser-for-multi-token-tags
• add---tools-confirm-option-for-tool-execution-confirmation
• add---watch-option-for-agent-run
• add-/responses-endpoint-for-streaming
• add-@final-to-entity-dataclasses
• add-agent-proxy-cli-subcommand
• add-amazon-bedrock-mention-to-readme
• add-amazon-bedrock-vendor-support
• add-astgreptool-to-codetoolset
• add-audio_generation-modality-to-readme.md
• add-backend-enum-and-cli-option
• add-cache-control-options-for-text-generation
• add-cli-option-for-protocol-control
• add-cli-option-to-enable-multiple-tools
• add-cli-options-for-answer-height
• add-cli-support-for-audio-speech-recognition
• add-cli-support-for-audiogenerationmodel
• add-cli-support-for-modality.vision_image_text_to_text
• add-cli-support-for-modality.vision_image_to_text
• add-cli-support-for-texttoanimationmodel
• add-cli-support-for-texttoimagediffusionmodel
• add-cli-support-for-translationmodel
• add-cli-support-for-vision-object-detection
• add-cli-support-for-vision_encoder_decoder
• add-comprehensive-tests-for-texttoanimationmodel
• add-configurability-for-mcpcalltool
• add-configurable-a2a-router-prefix
• add-content-part-wrappers-for-reasoning-text
• add-cors-configuration-support-for-agent-serve
• add-database-tool-for-table-size
• add-databasecounttool-with-tests
• add-databaseplan-to-databasetoolset
• add-description-to-memory-model
• add-descriptions-to-models-toc
• add-details-to-tool-error-reporting
• add-distributed_config-support-for-inference
• add-embedding-support-for-agent-serve
• add-endpoint-to-change-engine-uri
• add-entities-for-new-tables
• add-filters-and-transformers-to-toolmanager
• add-flowmanager-class-with-execute-method
• add-graceful-handling-for-tool-exceptions
• add-import-sorting-enforcement-to-ruff
• add-keys-database-tool-with-tests
• add-litellm-as-a-backend-vendor
• add-local-file-support-for-checkpoints
• add-locks-database-tool-with-tests
• add-memorystore-entity-and-tests
• add-modelmanager-to-engineagent
• add-namespace-support-to-filters-and-transformers
• add-nanovllm-inference-vendor-support
• add-observability-to-modelmanager
• add-optional-database-parameter-to-post-/engine
• add-output_hidden_states-setting
• add-output_token_count-property-and-tests
• add-parallel-inference-support-with-cli-options
• add-participant,-session,-agent-ids-to-modelcallcontext
• add-ping-mcp-method-support
• add-read_only-and-allowed_commands-settings
• add-relationships-database-tool
• add-s3vectorsmessagememory-implementation
• add-s3vectorsrawmemory-support
• add-sample-database-tool-with-options
• add-search-for-permanent-raw-memory
• add-session-methods-to-elasticsearchmessagememory
• add-stop_on_max_new_tokens-setting
• add-subfolder-and-tokenizer_subfolder-to-enginesettings
• add-support-for-attention_mask-in-inference
• add-support-for-elasticsearch-embeddings
• add-support-for-env-variable-access-key
• add-support-for-mcp-initialized-notification
• add-support-for-modality.text_sequence_classification
• add-support-for-modality.vision_image_classification
• add-support-for-modality.vision_semantic_segmentation
• add-support-for-multiple-model-modalities
• add-support-for-reasoning-graphs-in-memories
• add-support-for-sequencetosequencemodel
• add-support-for-text_question_answering-modality
• add-support-for-tokenclassificationmodel
• add-system-prompt-option-for-toml-agent-config
• add-tasks-and-kill-tools-to-database
• add-template_vars-to-generationsettings
• add-tensor-parallelism-support-to-enginesettings
• add-test-coverage-for-_event_stream
• add-test-coverage-for-agent_run-without-session
• add-test-coverage-for-chain-of-thought-operator
• add-test-coverage-for-confirm_tool_call-and-agent_run
• add-test-coverage-for-load-methods
• add-test-coverage-for-model-methods
• add-test-coverage-for-modelmanager-call
• add-test-coverage-for-modelmanager.load
• add-test-coverage-for-options-in-texttospeechmodel
• add-test-coverage-for-orchestratorresponse.__anext__
• add-test-coverage-for-responses
• add-test-coverage-for-s3vectorsmessagememory
• add-test-coverage-for-text-to-video-modality
• add-tests-for---parallel-and-local_rank
• add-tests-for-_token_generation-method
• add-tests-for-agent_run-cli-call
• add-tests-for-agent_run-permanent-message-continuation
• add-tests-for-agent_server-mcp-route
• add-tests-for-agents_server-lifespan
• add-tests-for-ai-uri-parameters-parsing
• add-tests-for-avalan.agent-package
• add-tests-for-avalan.memory-package
• add-tests-for-avalan.model-package
• add-tests-for-avalan.model.response.parsers
• add-tests-for-avian.agent.renderer
• add-tests-for-chat-completion-endpoint
• add-tests-for-chat.py-full-coverage
• add-tests-for-chat.py-to-achieve-100%-coverage
• add-tests-for-cli-silencing-log-messages
• add-tests-for-cli/commands/model.py
• add-tests-for-create_chat_completion-input-types
• add-tests-for-create_response-method
• add-tests-for-create_responses
• add-tests-for-database.py
• add-tests-for-database.py-coverage
• add-tests-for-database.py-to-achieve-full-coverage
• add-tests-for-databasetoolset
• add-tests-for-display_image_entities
• add-tests-for-elasticsearch-memory-functions
• add-tests-for-engine.py-full-coverage
• add-tests-for-full-coverage
• add-tests-for-full-coverage-in-__init__.py
• add-tests-for-full-coverage-in-anthropic.py
• add-tests-for-full-coverage-in-database
• add-tests-for-full-coverage-in-database.py
• add-tests-for-full-coverage-in-engine.py
• add-tests-for-full-coverage-in-locks.py
• add-tests-for-full-coverage-in-manager.py
• add-tests-for-full-coverage-in-memory
• add-tests-for-full-coverage-in-model.py
• add-tests-for-full-coverage-in-server
• add-tests-for-full-coverage-in-source.py
• add-tests-for-full-coverage-in-src/tool
• add-tests-for-full-coverage-in-text.py
• add-tests-for-full-coverage-of-__init__.py
• add-tests-for-full-coverage-of-anthropic.py
• add-tests-for-full-coverage-of-database.py
• add-tests-for-full-coverage-of-loader.py
• add-tests-for-full-coverage-of-openai.py
• add-tests-for-full-coverage-of-sample.py
• add-tests-for-full-coverage-of-size.py
• add-tests-for-full-coverage-of-source.py
• add-tests-for-full-coverage-of-vendor.py
• add-tests-for-full-coverage-on-anthropic.py
• add-tests-for-jsondecodeerror-handling
• add-tests-for-litellmclient-streaming-cases
• add-tests-for-mcp.py-coverage
• add-tests-for-mcp.py-full-coverage
• add-tests-for-memory.py-coverage
• add-tests-for-modality-cli-options
• add-tests-for-model-response-packages
• add-tests-for-model.py-to-achieve-full-coverage
• add-tests-for-openaiclient-__call__-method
• add-tests-for-orchestrator-response-parsing
• add-tests-for-orchestratorloader
• add-tests-for-orchestratorloader-coverage
• add-tests-for-orchestratorresponse
• add-tests-for-orchestratorresponse-coverage
• add-tests-for-parallel-cli-options-with-local_rank
• add-tests-for-parser.py-to-achieve-coverage
• add-tests-for-reasoningorchestrator-name-attribute
• add-tests-for-reasoningparser
• add-tests-for-reasoningparser-and-textgenerationresponse
• add-tests-for-reasoningparser-coverage
• add-tests-for-relationships.py-coverage
• add-tests-for-responses.py
• add-tests-for-server-package
• add-tests-for-src/avalan/model
• add-tests-for-src/avalan/server
• add-tests-for-templateengineagent-methods
• add-tests-for-text.py-coverage
• add-tests-for-text_token_classification-modality
• add-tests-for-textgenerationmodality-vendors
• add-tests-for-textgenerationmodel
• add-tests-for-textgenerationresponse
• add-tests-for-textgenerationsinglestream
• add-tests-for-textgenerationvendor-and-agents_server
• add-tests-for-texttoimagediffusionmodel
• add-tests-for-tokenclassificationmodel
• add-tests-for-tool-confirmation-eof-error
• add-tests-for-toolcallparser
• add-tests-for-toolcallparser-and-reasoningparser
• add-tests-for-toolcallparser-coverage
• add-tests-for-toolcallresponseparser
• add-tests-for-toolmanager-in-agent_run
• add-tests-for-user-transformations
• add-tests-to-achieve-100%-coverage-for-files-under-src/avala
• add-title-support-to-memory-documents
• add-tool-format-configuration-options
• add-toolcalltoken-to-toolcallparser
• add-toolformat.harmony-and-parser
• add-unit-tests-for---record-cli-option
• add-unit-tests-for-/responses-endpoint
• add-unit-tests-for-_resample_mono
• add-unit-tests-for-attention-default-values
• add-unit-tests-for-audio-classification
• add-unit-tests-for-browsertool
• add-unit-tests-for-build_message_with_partitions
• add-unit-tests-for-complete-coverage
• add-unit-tests-for-engine.model_type
• add-unit-tests-for-fancytheme-and-token-stream
• add-unit-tests-for-full-coverage
• add-unit-tests-for-load_engine
• add-unit-tests-for-load_engine-text_question_answering
• add-unit-tests-for-orchestratorresponse-and-textgenerationre
• add-unit-tests-for-output_hidden_states
• add-unit-tests-for-reasoningparser
• add-unit-tests-for-s3vectorsrawmemory
• add-unit-tests-for-texttospeechmodel
• add-unit-tests-for-vision_text_to_video
• add-unit-tests-for-visionencoderdecodermodel
• add-user-input-customization-for-agents
• add-youtube-tool-with-transcript-feature
• agent_system
• agents_md
• align-tool-handling-with-claude-responses
• antropic_serialization
• attention_mask
• audio_generation
• audio_modalities
• await-tool-execution-for-native-tools
• change-audio-path-to-path-option
• change-italics-to-bold-in-readme
• claude
• cli-docs
• cli_modality
• consolidate-agent-cli-command-options
• consolidate-agent_run-initialization-code
• consolidate-keyringsecrets-definition
• consolidate-sse-event-generation
• consolidate-tool-settings-into-tool]-section
• coveralls
• create-citation.cff-file
• create-code_of_conduct.md-file
• create-mcptoolset-for-mcp-clients
• create-modeltask-and-modeltaskcontext-entities
• create-new-getting_started.ipynb-with-cli-examples
• create-readme.md-in-docs/examples
• create-test-cases-for-agent_run-cli
• d5y6yz-add-litellm-as-a-backend-vendor
• database_tool
• database_tools
• db_tool_packages
• debug_stream_display
• delay-environment-variable-error-handling
• detect-ctrl-r-keystroke-with-asyncio
• disable_reasoning
• docs_install
• document-keys-database-tool-in-readme.md
• document-locks-database-tool
• document-relationships-db-tool
• document-size-database-tool
• document-tools-in-readme.md
• enhance-models-section-with-toc-and-descriptions
• expand-getting-started-tutorial-with-validation
• expand-mcp-support-for-mcp-inspector
• expand-models-examples-in-readme.md
• expand-operation-with-requires_input
• expand-sse-event-structure-for-responses
• extend_openai_api
• fix-12-failing-tests-after-last-commit
• fix-422-error-for-a2a-task-post
• fix-and-add-tests-after-last-commit
• fix-asyncio-warning-in-tests
• fix-broken-tests-after-last-commit
• fix-broken-tests-after-package-update
• fix-broken-tests-and-add-coverage-for-display-options
• fix-broken-unit-tests
• fix-broken-unit-tests-after-adding-cli-options
• fix-circular-import-for-modeltask-and-modeltaskcontext
• fix-confirmation-prompt-display-for-tools
• fix-coroutine-runtime-warning-in-tests
• fix-endless-execution-in-math-tool
• fix-failing-database-tool-tests
• fix-failing-model-instantiation-tests
• fix-failing-openai-test-case
• fix-failing-test-for-identifier-case
• fix-failing-test-in-chat_router_unit_test
• fix-failing-test-in-cli/model_search_additional_test
• fix-failing-test-in-model_init_test
• fix-failing-test-in-vendor_extra_test.py
• fix-failing-tests-after-last-commit
• fix-failing-tests-after-recent-changes
• fix-failing-tests-in-agent-module
• fix-failing-tests-in-create_response_sse_test.py
• fix-failing-tests-in-database-tool
• fix-failing-tests-in-mcp_router_test.py
• fix-failing-tests-in-memory_test.py
• fix-failing-tests-in-server-module
• fix-failing-tests-in-server-modules
• fix-failing-tests-in-test-suite
• fix-failing-tests-in-tests/server
• fix-failing-tests-in-token_test.py
• fix-failing-textgenerationstoponlimittestcase
• fix-failing-unit-tests
• fix-first-3-failing-tests
• fix-first-5-failing-tests
• fix-hang-in-reasoningparser-due-to-token-consumption
• fix-jinja2-template-error-in-avalan-agent
• fix-main-readme-layout
• fix-mlx-lm-optional-dependency-handling
• fix-mlxlmmodel-test-import-errors
• fix-modulenotfounderror-for-mlx-lm
• fix-node-execution-guard-logic
• fix-prompt-display-after-tool-confirmations
• fix-resampling
• fix-sse-event-handling-for-tool-calls
• fix-sse-events
• fix-string-concatenation-error-in-fancytheme
• fix-table-casing-issues-with-rds
• fix-test-errors-in-ast_grep_tool_test.py
• fix-test-for-engine-uri-requirement
• fix-tests-for-async-context-manager-issues
• fix-tests-for-cli-options-updates
• fix-tests-for-fastapi-import-issue
• fix-tests-for-mlxlmmodel
• fix-tests-for-vision_text_to_video-modality
• fix-toc
• fix-token-emission-for-tool-calls
• fix-token-streaming-issue-after-commit
• fix-toolcallparser-for-harmony-tool-format
• fix-typeerror-in-agent-listener
• fix-unit-tests-after-signature-changes
• fix-unit-tests-for-baseaudiomodel
• fix-warning-for-asyncmockmixin-coroutine
• fix_database_sample
• fix_db_tool_signatures
• fix_error_responses
• fix_hf_token_check
• fix_input_token_count
• fix_install
• fix_makefile
• fix_memory_embeddings
• fix_memory_tool
• fix_responses_token
• fix_schema_in_tools
• fix_tool_and_reasoning
• fix_tool_error_display
• fix_tools
• handle-pluralization-for-numeric-stats
• hf_token
• hidden_states
• hub_download_workers
• ignore-reasoningtoken-in-create_chat_completion
• implement-a2a-protocol-support-0g45wm
• implement-cotorchestrator-for-reasoning
• implement-mcp-streamable-http-tool
• improve-agents_server
• improve-create_chat_completion
• improve-deploy-module
• improve-eventmanager
• improve-flow
• improve-flow-module
• improve-getting_started.ipynb
• improve-grammar-of-readme.md-sections
• improve-main-readme.md
• improve-memorysource
• improve-openai-model-vendor
• improve-openaiclient
• improve-pgsqlmessagememory
• improve-pgsqlrawmemory
• improve-readme.md-wording-and-styling
• improve-server-route-endpoints
• improve-set_engine-endpoint
• improve-textgenerationmodel
• improve-toc-in-main-readme
• improve-toc-on-main-readme.md
• improve_tool_sse
• include-context-data-in-message-events
• input_transform
• introduce-toolsettingscontext-for-reusability
• lint
• lock
• main
• make-agent-role-optional-in-configuration
• make-uri-optional-in-post-/engine
• mariano-patch-1
• mcp_dynamic_route
• memory_documents
• message_content_text
• mlxlm
• modality_fixes_and_examples
• model_operations
• modify-mcp-call-request-structure
• modify-pgsqlrawmemory-for-graph-support
• modify-sse-event-handling-for-tool-calls
• move-_weights-and-_get_weight_type-to-engine
• move-blueprint.toml-to-templates-directory
• move-code-from-_shared.py-to-__init__.py
• move-python-files-to-new-directory
• move-reasoningtokenlimitedexception-to-reasoning.py
• new-task
• openai_content_types
• openai_no_stream
• openai_vendor_tools
• optimize-__main__.py
• optimize-and-organize-imports-in-model.py
• optional_dependencies
• orchestrator_response_fix
• package_upgrade
• readme
• readme-updates
• readme_react
• reasoning_logs
• reasoning_screenshots
• reasoning_token_chat_chunk
• rebase-repository-and-update-router.py
• record-screen
• refactor-anthropicclient-and-anthropicstream
• refactor-basevisionmodel-and-move-models
• refactor-chat-template-settings-and-add-features
• refactor-database-tools-code-for-elegance
• refactor-database.py-into-submodules
• refactor-fancytheme.tokens-for-separate-text-tokens
• refactor-if-conditions-to-match-expressions
• refactor-model_run-to-use-operation-instance
• refactor-modelmanager-for-modularity-and-tests
• refactor-modelmanager-into-modalityregistry
• refactor-orchestratorcontext-and-set_engine
• refactor-orchestratorloader-methods-and-constructor
• refactor-orchestratorresponse-for-pluggable-parsers
• refactor-reasoningorchestrator-for-configurability
• refactor-settings-and-models-for-engine
• refactor-textgenerationresponse-and-move-reasoningparser
• refactor-textgenerationresponse-for-configurable-reasoning
• refactor-toolcall-generation-to-textgenerationvendor
• refactor-toolcallresponseparser.push-checks
• release/v1.1.3
• release/v1.1.4
• release/v1.1.5
• release/v1.1.6
• release/v1.2.0
• release/v1.2.1
• release/v1.2.10
• release/v1.2.11
• release/v1.2.12
• release/v1.2.13
• release/v1.2.15
• release/v1.2.16
• release/v1.2.2
• release/v1.2.3
• release/v1.2.4
• release/v1.2.5
• release/v1.2.6
• release/v1.2.7
• release/v1.2.8
• release/v1.2.9
• release/v1.3.0
• release/v1.3.1
• release/v1.3.10
• release/v1.3.2
• release/v1.3.3
• release/v1.3.4
• release/v1.3.5
• release/v1.3.6
• release/v1.3.7
• release/v1.3.8
• release/v1.3.9
• remove-_sse-and-reuse-sse_message
• remove-legacy-tools-option
• remove-optional-import-of-a2a-sdk
• remove-parser-properties-from-orchestrationresponse
• remove-reference-links-in-readme.md
• remove-src/avalan/agent/task.py
• remove-unreachable-return-in-_fetch_field-and-add-tests
• rename-engineoperation-to-agentoperation
• rename-inspect_tool.py-to-inspect.py
• rename-modeltask-to-modelcall
• rename-taggedtoken-to-reasoningtoken
• reorder-readme.md-sections
• set-slots-to-true-for-frozen-dataclasses
• set-tool-log-messages-to-info-level
• sse_events
• text_generation_transformers
• text_to_animation
• text_to_image_diffusion
• text_to_speech
• text_to_speech_voice_cloning
• text_to_video
• token_classification
• tool_call_tokens
• unify-audio-resampling-logic-in-models
• unify-partition-creation-logic-in-base-class
• update-agent-init-command-options
• update-ai-uri-specification-for-vendors
• update-cli-documentation-with-help-output
• update-cli-options-and-modality-names
• update-cuda-dependencies-in-pyproject.toml
• update-fancytheme.tokens-logic-and-signature
• update-harmony-tool-call-parser
• update-highlights-section-content
• update-models-section-in-readme.md
• update-models-section-introduction-in-readme.md
• update-modeltype-to-include-all-model-types
• update-pgsqlrawmemory.search_memories
• update-readme-and-add-tests-for-default-port
• update-readme.md-and-cli-documentation
• update-readme.md-example-links
• update-readme.md-highlight-area
• update-readme.md-to-include-openai-api-details
• update-readme.md-to-include-tools-section
• update-readme.md-to-reflect-micro-framework
• update-readme.md-with-memory-implementation-details
• update-readme.md-with-model-vendors-list
• update-readme.md-with-reasoning-strategies
• update-reasoning-tags-in-reasoningparser
• update-reasoningparser-tag-discovery-logic
• update-sse-event-structure-for-toolcalltoken
• update-toolcallparser-and-toolcallresponseparser
• update-toolcallparser-regex-pattern
• update-tools-configuration-in-toml-files
• vision_encoder_decoder
• vllm
• vllm_fixes
• wrap-model-call-in-inference_mode
• wrap-toolcalltoken-output-with-call-property

Build # 18655220243

Build Type

Pull #861

github

Committed by mariano

Commit Message

Document database sample tool

Pull Request Pull Request #861: Document database sample tool in README

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