PraisonAI
PraisonAI π¦ β Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.
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- mer-vin-praisonai-mcp.html
- mer-vin-praisonai-wrapper.html
- action.yml
- action.yml
- action.yml
- action.yml
- agentflow.gif
- android-chrome-192x192.png
- android-chrome-512x512.png
- apple-touch-icon.png
- dashboard.png
- elon_musk_praisonai.png
- favicon-16x16.png
- favicon-32x32.png
- favicon.ico
- langfuse.png
- latest_ai_news_and_crawl_each_url_to_find_info.gif
- logo_dark.png
- logo_light.png
- praison-ai-agents-architecture-dark.png
- praison-ai-agents-architecture.png
- bug_report.md
- bot-pr-review-chain-selftest.js
- bot-pr-review-chain.js
- ci-failure-claude-selftest.js
- ci-failure-claude.js
- merge-gate-selftest.js
- merge-gate.js
- pipeline-status-selftest.js
- pipeline-status.js
- pr-review-chain-selftest.js
- pr-review-chain.js
- release-gate-selftest.js
- release-gate.js
- auto-issue-comment.yml
- auto-pr-comment.yml
- benchmark.yml
- bot-pr-recovery.yml
- build-image.yml
- ci-failure-claude.yml
- claude-issue-triage.yml
- claude-merge-gate.yml
- claude-oauth.yml
- claude.yml
- deploy-install-scripts.yml
- docker-publish.yml
- gemini-issue-automated-triage.yml
- gemini-issue-review.yml
- gemini-pr-review.yml
- integration-cross-repo.yml
- merge-conflict-claude.yml
- nightly-release-gate.yml
- pipeline-status-sync.yml
- praisonai-issue-triage.yml
- praisonai-pr-review.yml
- pypi-release.yml
- python-package.yml
- python-publish.yml
- release.yml
- sync-secrets-to-aiui.yml
- terminal-bench-smoke.yml
- test-comprehensive.yml
- test-core.yml
- test-extended.yml
- test-frameworks.yml
- test-optimized.yml
- test-real.yml
- test-windows.yml
- update-api-md.yml
- update-docs-parity.yml
- update-parity-tracker.yml
- FUNDING.yml
- praisonai-issue-triage.yaml
- praisonai-reviewer.yaml
- triage-context.md
- README.md
- .env.template
- docker-compose.yml
- Dockerfile
- README.md
- Dockerfile
- README.md
- .env.template
- docker-compose.dev.yml
- docker-compose.yml
- Dockerfile
- Dockerfile.chat
- Dockerfile.claw
- Dockerfile.dev
- Dockerfile.praisonaiagents
- Dockerfile.serve
- Dockerfile.ui
- quick-start.sh
- README.md
- services.yaml
- settings.yaml
- basic_acp_server.py
- custom_agent_acp.py
- README.md
- ag2_basic.yaml
- ag2_bedrock.yaml
- ag2_multi_agent.yaml
- agent_centric_example.py
- agent_approval.py
- discord_approval.py
- http_approval.py
- README.md
- slack_approval.py
- telegram_approval.py
- cancel.sh
- cli_submit_poll_result.sh
- idempotency.sh
- README.py
- sdk_submit_poll_result.py
- sse_stream.sh
- basic_background.py
- calculator_with_tests.py
- fibonacci.py
- multi_step_research.py
- system_audit.py
- weather_search.py
- benchmark_example.py
- 00_agent_caching_basic.py
- assistants_example.py
- audio_example.py
- batches_example.py
- completions_example.py
- embeddings_example.py
- files_example.py
- images_example.py
- messages_example.py
- moderations_example.py
- realtime_example.py
- rerank_example.py
- vector_stores_example.py
- fetch_templates.py
- fetch_templates.ts
- run_all_catalog_examples.py
- template_finder_agent.py
- basic_checkpoints.py
- calculator_with_tests.sh
- fibonacci_generator.sh
- multi_step_research.sh
- persistence_commands.md
- persistence_end_to_end.md
- system_audit.sh
- todo_app.sh
- weather_search.sh
- basic_compaction.py
- cli_compare_advanced.py
- cli_compare_basic.py
- advanced_memory.py
- advanced_output_execution.py
- advanced_workflow_full_features.py
- basic_agent.py
- basic_agents.py
- basic_autonomy.py
- basic_caching.py
- basic_context.py
- basic_execution.py
- basic_guardrails.py
- basic_hooks.py
- basic_knowledge.py
- basic_memory.py
- basic_output.py
- basic_output_execution.py
- basic_planning.py
- basic_reflection.py
- basic_step_override.py
- basic_web.py
- basic_workflow.py
- basic_workflow_agentlike.py
- README.md
- 00_agent_fast_context_basic.py
- 01_basic_context.py
- 01_basic_fast_context.py
- 02_parallel_vs_sequential.py
- 02_session_tracking.py
- 03_caching_performance.py
- 03_multi_memory.py
- 04_agent_integration.py
- 04_compaction_strategies.py
- 05_file_and_symbol_indexing.py
- 05_monitoring.py
- 06_context_injection.py
- 07_search_tools_demo.py
- 08_comprehensive_benchmark.py
- 09_context_budgeting.py
- 10_context_monitoring.py
- 11_context_optimization.py
- 12_multi_agent_context.py
- 13_agent_with_context_management.py
- 14_agent_context_param.py
- 15_recursive_context.py
- LangChain_PraisonAI_Agent_Notebook.ipynb
- Multi_Agent_Production_System.ipynb
- Phi_3_5_Mini_Conversational.ipynb
- Phi_3_Medium_Conversational.ipynb
- Phi_4_Conversational.ipynb
- Qwen2_5_InstructionAgent.ipynb
- Qwen_Colab_Agent.ipynb
- ReAct_agent.ipynb
- Semantic_Social_Network_Agent_System.ipynb
- TinyLlama_1_1B_model_SimpleAIAgent.ipynb
- Ai_Ecommerce_Shopping_Assistant.ipynb
- AI_Enrollment_Counselor.ipynb
- Cognitive_Assistant_Agent_Team.ipynb
- Personalized_Learning_Assistant.ipynb
- Ai_Job_Hunting_Assistant.ipynb
- Ai_Market_Startup_Trend_Agent.ipynb
- Financial_Coaching_Agent.ipynb
- Home_Buying_Real_Estate_Agent.ipynb
- Government-Services-Assistant.ipynb
- Ai_Health_Fitness_Agent.ipynb
- Air_Quality_Analysis_Agent.ipynb
- __init__.py
- agriculture_template.py
- energy_template.py
- healthcare_template.py
- manufacturing_template.py
- README.md
- transportation_template.py
- Cybersecurity_PoC_Agent.ipynb
- Flow_Intelligent_Agent_PraisonAI.ipynb
- Fuel_Emission_Agent_Intelligence_Agent.ipynb
- Hackathon_Agent_Notebook.ipynb
- Intelligent_Cognitive_Agent.ipynb
- Predictive_Maintenance_Multi_Agent_Workflow.ipynb
- Universal_Desktop_Agents.ipynb
- Work_Email_Agent.ipynb
- Code_Analysis_Agent.ipynb
- FunctionAgent_Workflow.ipynb
- Game_Playing_Agent_Tic_Tac_Toe.ipynb
- Gemma2B_Instruction_Agent.ipynb
- Github_Repo_Analyzer_Agent.ipynb
- Intelligent_Programming_Agent.ipynb
- MistralTechAgent.ipynb
- Natural_Language_Codebase.ipynb
- Notion_Workspace_Assistant.ipynb
- SearchAgent.ipynb
- ZeroScript_AI_TestExecutor.ipynb
- agentic_rag_gpt5_praisonai_agents.ipynb
- PraisonAI_RecipeAgent.ipynb
- AI_CourtSimulation.ipynb
- AI_Data_Analysis_Agent.ipynb
- Ai_Documentation_Processor.ipynb
- ArXiv_agent_notebook_fixed.ipynb
- Crypto_Research_Agent_Intelligence_Agent.ipynb
- Domain_Deep_Research_Agent.ipynb
- KnowledgeAgent_PraisonAI.ipynb
- Local_RAG_Document_QA_Agent.ipynb
- Praison_AI_Real_Estate_Chatbot.ipynb
- PraisonAI_QA_Automation_Copilot.ipynb
- Ai_Meme_Creator_Agent.ipynb
- DuckDuckGo_PraisonAI_Agent_Notebook.ipynb
- Joke_Agent.ipynb
- News_And_Podcast_Aggregator_Agent.ipynb
- YouTube_Content_Integrity_Analyzer.ipynb
- YouTube_Influencer_Intelligence_Agent.ipynb
- Intelligent_Travel_Planning_Agent.ipynb
- VoiGno_Restaurant_Agent_PraisonAI.ipynb
- Bert_Whisper_Agent.ipynb
- DeepSeek_Qwen3_GRPO.ipynb
- Groq_LPU_Powered_AI_Assistant.ipynb
- LLaMA3_2_11B_Vision_Model.ipynb
- Meta_LLaMA3_SyntheticData.ipynb
- Phi_4_14B_GRPO.ipynb
- Pixtral_12B_Vision_Model.ipynb
- Qwen2_5_VL_7B_Vision_Model.ipynb
- Sesame_CSM_1B_TTS.ipynb
- article_generation_agents.ipynb
- auto_email_responder_agents.ipynb
- aws_bedrock_agents.yaml
- book_writing_agents.ipynb
- business_product_launch_agents.ipynb
- cli_operation_agents.ipynb
- comprehensive_research_report_agents.ipynb
- data_collector_scheduled.yaml
- email_workflow_management_agents.ipynb
- game_development_agents.ipynb
- instagram_post_agents.ipynb
- job_candidate_evaluation.ipynb
- job_hunt_agents.ipynb
- job_posting_agents.ipynb
- job_profile_matching_agents.ipynb
- landing_page_generator_agents.ipynb
- language_translator_agents.ipynb
- markdown_validator_agents.ipynb
- marketing_campaign_development_agents.ipynb
- meeting_prep_and_strategy_agents.ipynb
- meeting_prep_using_slack_and_trello_agents.ipynb
- memory_management_and_knowledge_retreival_agents.ipynb
- model_fee_retreival_agents.ipynb
- movie_script_writer_agents.ipynb
- news_monitor_scheduled.yaml
- news_retreival_rag_agents.ipynb
- recruitment_flow_agents.ipynb
- reddit_search_analysis_agents.ipynb
- research_report_generation_agents.ipynb
- research_through_azure_instance_agents.ipynb
- screenplay_writer_agents.ipynb
- secondary_market_research_agents.ipynb
- secondary_market_research_agents.yaml
- shakespearean_tweets_generation_agents.ipynb
- stock_analysis_agents.ipynb
- story_book_author_agents.ipynb
- surprise_trip_planner_and_itinerary_agents.ipynb
- trip_planner_agents.ipynb
- wikipedia_search_analysis_agents.ipynb
- you_search_analysis_agents.ipynb
- youtube_search_analysis_agents.ipynb
- talk2find_voice_agent_demo.ipynb
- app.py
- demo_output.py
- test_demo.py
- debug_interactive_example.py
- basic_doctor.py
- ci_integration.py
- README.md
- agent_with_embedding.py
- accuracy_example.py
- batch_example.py
- criteria_example.py
- performance_example.py
- reliability_example.py
- 00_agent_execution_basic.py
- 01_agent_execution_config.py
- 00_agent_guardrails_basic.py
- 01_agent_guardrails_config.py
- basic_hooks.py
- simple_hooks.py
- interactive_tools_example.py
- audio-agent.ts
- basic-agent.ts
- context-agent.ts
- image-agent.ts
- multi-agent.ts
- research-agent.ts
- router-agent.ts
- basic-chat.ts
- generate-text.ts
- mcp-client.ts
- multi-agent.ts
- multi-provider.ts
- README.md
- speech-transcription.ts
- stream-text.ts
- streaming.ts
- structured-output.ts
- telemetry.ts
- tool-approval.ts
- tool-calling.ts
- ui-message.ts
- auto-generate.ts
- redis-example.ts
- embed-basic.ts
- embed-docs.ts
- retrieval.ts
- eval-suite.ts
- content-guardrails.ts
- chonkie-adapter.ts
- query-engine.ts
- rag-example.ts
- filesystem-mcp.ts
- mcp-client-test.ts
- conversation-memory.ts
- memory-hooks.ts
- image-analysis.ts
- basic-tracing.ts
- multi-agent-attribution.ts
- README.md
- switchable-tools.ts
- tracing.ts
- task-planning.ts
- local-ollama.ts
- multi-provider.ts
- openai-compatible.ts
- README.md
- basic-rag.ts
- express-server.ts
- skill-manager.ts
- basic-tools.ts
- custom-tool.ts
- subagent-tool.ts
- pinecone-example.ts
- tts-example.ts
- basic-workflow.ts
- conditional-workflow.ts
- loop-pattern.ts
- parallel-workflow.ts
- repeat-pattern.ts
- run-feature-tests.ts
- compression_demo.py
- context_required_example.py
- hierarchical_summaries_demo.py
- large_corpus_strategy_demo.py
- mem0_backend_example.py
- scope_identifiers_example.py
- scope_isolation_example.py
- lsp_code_analysis_example.py
- clickhouse_managed.py
- cockroachdb_managed.py
- json_managed.py
- mongodb_managed.py
- mysql_managed.py
- neon_managed.py
- postgres_managed.py
- redis_managed.py
- sqlite_managed.py
- supabase_direct_managed.py
- turso_managed.py
- cli_tools_example.sh
- multi_server.py
- pagination_example.py
- README.md
- sequential_thinking.py
- tool_annotations_example.py
- custom_tools_server.py
- http_stream_server.py
- mcp_auth_example.py
- mcp_client_example.py
- mcp_elicitation_example.py
- mcp_sampling_example.py
- mcp_tasks_example.py
- README.md
- stdio_server.py
- basic_middleware.py
- configurable_model.py
- injected_state.py
- rate_limiter.py
- multi_agent_persistence.py
- shared_db_session.py
- shared_session_wow.py
- basic_usage.py
- langfuse_example.py
- mlflow_local_wow.py
- multi_agent_tracing.py
- basic_output_example.py
- package_manager_example.py
- README.md
- benchmark_example.py
- lazy_imports_example.py
- lite_agent_example.py
- run_all_examples.py
- thread_safety_example.py
- clickhouse_persistence.py
- json_file_session_store.py
- knowledge_qdrant.py
- minimal_agent_db.py
- mongodb_state_store.py
- mysql_conversation_store.py
- postgres_conversation_store.py
- postgres_runs_traces.py
- redis_state.py
- redis_state_store.py
- session_resume.py
- simple_db_agent.py
- sqlite_conversation_store.py
- sqlite_local.py
- state_redis.py
- basic_policy.py
- policy_example.py
- README.md
- custom_provider_example.py
- custom_provider_example.ts
- isolated_registry_example.py
- a2a-server.py
- send_surface.py
- autoagents-hierarchical-generation.py
- autoagents_workflow_patterns.py
- code-agent.py
- context-agent.py
- data-analyst-agent.py
- finance-agent.py
- human-review-sequential-team.py
- image-agent.py
- image-to-text-agent.py
- markdown-agent.py
- math-agent.py
- multi-provider-agent.py
- MULTI_PROVIDER_README.md
- planning-agent.py
- programming-agent.py
- recommendation-agent.py
- research-agent.py
- router-agent-cost-optimization.py
- searxng-agent.py
- shopping-agent.py
- single-agent.py
- video-agent.py
- websearch-agent.py
- wikipedia-agent.py
- mcp-sse.py
- multi-agent-api.py
- multi-agents-api.py
- multi-agents-group-api.py
- secondary-market-research-api.py
- simple-api-mcp.py
- simple-api.py
- simple-mcp-multi-agents-server.py
- simple-mcp-server.py
- roundtrip.py
- stt_advanced.py
- stt_basic.py
- stt_deepgram.py
- stt_groq.py
- stt_openai.py
- tts_advanced.py
- tts_basic.py
- tts_elevenlabs.py
- tts_gemini.py
- tts_openai.py
- 00_autonomy_basic.py
- 01_autonomy_advanced.py
- 02_run_autonomous.py
- 03_verification_hooks.py
- agent_approval_example.py
- discord_approval_example.py
- http_approval_example.py
- slack_approval_example.py
- telegram_approval_example.py
- webhook_approval_example.py
- camera-basic.py
- camera-continuous.py
- camera-multi-agent.py
- camera-video-analysis.py
- README.md
- autonomy_modes_example.py
- cost_tracking_example.py
- git_integration_example.py
- interactive_tui_example.py
- repo_map_example.py
- sandbox_execution_example.py
- slash_commands_example.py
- claude_code_example.py
- code_editing_example.py
- codex_cli_example.py
- cursor_cli_example.py
- external_agents_example.py
- gemini_cli_example.py
- chat-with-pdf.py
- context-engineering-workflow.py
- csv-processing-agents.py
- CSV_PROCESSING_README.md
- knowledge-agents-task.py
- knowledge-agents.py
- knowledge-reranker-example.py
- rag-agents.py
- reasoning-extraction.py
- repetitive-agents.py
- routing-patterns.py
- self-reflection-details.py
- self-reflection-optimization-patterns.py
- simple-csv-url-processor.py
- small.pdf
- example_latency_tracking.py
- hosted_server.py
- latency_tracker_tool.py
- mcp_server_latency_example.py
- minimal_latency_example.py
- README_LATENCY_TRACKING.md
- tools_with_latency.py
- cot-agents.py
- basic_evaluation_loop.py
- loop_health_eval.py
- multi_step_task_loop.py
- README.md
- recipe_optimization_loop.py
- merge_strategies_example.py
- retry_example.py
- validators_example.py
- my_framework_adapter.py
- pyproject.toml
- advanced-callback-systems.py
- async_example.py
- async_example_full.py
- async_example_full_multigroups.py
- auto_agents_example.py
- autonomous-agent.py
- code_agents_example.py
- evaluator-optimiser.py
- example_callback.py
- example_custom_tools.py
- example_sequential.py
- human_approval_example.py
- langchain_example.py
- memory_example.py
- memory_simple.py
- mini_agents_example.py
- multimodal.py
- orchestrator-workers.py
- parallelisation.py
- prompt_chaining.py
- structured_agents_example.py
- structured_response_example.py
- tools-class.py
- tools_example.py
- workflow_example_basic.py
- workflow_example_detailed.py
- comprehensive-guardrails-example.py
- production-guardrails-patterns.py
- handoff_advanced.py
- handoff_basic.py
- handoff_customer_service.py
- handoff_unified_config.py
- handoffs.md
- image-agent-async.py
- image-agent.py
- image_advanced.py
- image_basic.py
- advanced_dynamic_input.py
- environment_variable_input.py
- medium_complexity_input.py
- simple_input.py
- streamlit_ui_input.py
- advanced-knowledge-management.py
- all_providers.py
- all_runtimes.py
- daytona_compute.py
- docker_compute.py
- e2b_compute.py
- local_advanced.py
- local_basic.py
- modal_compute.py
- runtime_anthropic.py
- runtime_daytona.py
- runtime_docker.py
- runtime_e2b.py
- runtime_fly.py
- runtime_gemini.py
- runtime_hosted_anthropic.py
- runtime_local_gemini.py
- runtime_local_ollama.py
- runtime_local_openai.py
- runtime_modal.py
- runtime_ollama.py
- runtime_openai.py
- 01_create_agent.py
- 02_create_environment.py
- 03_create_session.py
- 04_stream_response.py
- 05_select_tools.py
- 06_disable_tools.py
- 07_custom_tools.py
- 08_update_agent.py
- 09_list_sessions.py
- 10_web_search.py
- 11_multi_turn.py
- 12_environment_setup.py
- 13_interrupt_session.py
- 14_track_usage.py
- 15_resume_session.py
- 16_session_ids_explained.py
- 17_multi_packages.py
- 18_limited_networking.py
- 19_manage_environments.py
- 20_mcp_servers.py
- app.py
- basic.py
- airbnb-mcp.py
- anthropic-mcp.py
- aws-kb-retrieval-mcp.py
- bravesearch-mcp.py
- custom-python-client.py
- custom-python-server.py
- databutton-mcp.py
- everart-mcp.py
- fetch-mcp.py
- filesystem-mcp.py
- gdrive-mcp.py
- gemini-mcp.py
- git-mcp.py
- github-mcp.py
- gitlab-mcp.py
- google-maps-mcp.py
- groq-mcp.py
- mcp-auth-storage.py
- mcp-backward-compat.py
- mcp-custom-transport.py
- mcp-resumability.py
- mcp-schema-converter.py
- mcp-security.py
- mcp-session-management.py
- mcp-sse-weather.py
- mcp-tools-server-async.py
- mcp-tools-server-builtin.py
- mcp-tools-server-simple.py
- mcp-tools-server-sse.py
- mcp-tools-server.py
- mcp-transports-overview.py
- memory-mcp.py
- mistral-mcp.py
- multiple-mcp-servers.py
- ollama-python.py
- ollama.py
- openai-mcp.py
- openrouter-mcp.py
- perplexity-mcp.py
- playwright-mcp.py
- postgres-mcp.py
- puppeteer-mcp.py
- redis-mcp.py
- remote-mcp-oauth.py
- sentry-mcp.py
- sequential-thinking-mcp.py
- slack-mcp.py
- streamable-http-mcp.py
- time-mcp.py
- websocket-mcp.py
- whatapp-groq-mcp.py
- whatapp-mcp.py
- whatapp-multi-agents-mcp.py
- whatapp-ollama-mcp.py
- whatsapp-mcp-ui.py
- xai-mcp.py
- advanced-graph-memory-integration.py
- advanced-memory-search-optimization.py
- gemini-embedding-example.py
- gemini-embeddings.md
- graph-knowledge-example.py
- graph-memory-agent.py
- claude_creative_designer_agent.py
- claude_educational_tutor_agent.py
- claude_financial_advisor_agent.py
- claude_legal_advisor_agent.py
- claude_medical_researcher_agent.py
- deepseek-agents.py
- deepseek-rag-agents-streamlit.py
- deepseek-rag-agents.py
- any-llm-agents-advanced.py
- any-llm-agents-async.py
- any-llm-agents.py
- gemini-code-execution.py
- gemini-google-search.py
- gemini-internal-tools-combined.py
- gemini-url-context.py
- README_GEMINI_INTERNAL_TOOLS.md
- gpt_cybersecurity_agent.py
- gpt_data_engineer_agent.py
- gpt_marketing_strategist_agent.py
- gpt_product_manager_agent.py
- gpt_software_architect_agent.py
- grok_ai_competitor_intelligence_agent.py
- grok_ai_finance_agent.py
- grok_ai_game_design_agent.py
- grok_ai_legal_agent.py
- grok_ai_recruitment_agent.py
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- gemini-structured.py
- gemini_self_reflection.py
- guardrail_agent_example.py
- guardrail_agents_example.py
- guardrails_example.py
- handoff-test.py
- langchain_example.py
- llm-gemini-advanced.py
- LLM_OPTIMIZATION_SUMMARY.md
- llms.md
- LOGGING.md
- mcp-agents.py
- mongodb_comprehensive_example.py
- mongodb_knowledge_basic.py
- mongodb_knowledge_example.py
- mongodb_memory_basic.py
- mongodb_memory_example.py
- mongodb_tools_example.py
- multi-agents-api.py
- multi-agents.py
- ollama-agents.py
- ollama-sequential.py
- openai-basic.py
- openai-multiturn.py
- openai-run.py
- openai-sequential.py
- OPENAI_CLIENT_OPTIMIZATION_SUMMARY.md
- OPTIMIZATION_SUMMARY.md
- performance_monitoring_demo.py
- planning_example.py
- planning_simple.py
- praisonai-gemini.py
- praisonai-openai.py
- profile-streaming-delay.py
- pyproject.toml
- pytest.ini
- query_rewriter_example.py
- README.md
- realtime-streaming.py
- refactor_logging.py
- reproduce_issue_878_simple.py
- requirements.txt
- run_with_langtrace.py
- sequence.py
- sequence_llm.py
- session_memory.py
- simple-api-mcp.py
- simple-mcp-server.py
- simple_guardrail_test.py
- simple_test.py
- streaming-gemini.py
- streaming-openai-basic.py
- syntax_check.py
- telemetry_analysis.md
- telemetry_example.py
- telemetry_minimal.py
- TELEMETRY_SUMMARY.md
- test.py
- test_agent_guardrails.py
- test_agent_planning.py
- test_agent_planning_quiet.py
- test_agent_simple.py
- test_all_optimizations.py
- test_architectural_fixes.py
- test_async_sequential.py
- test_auto_telemetry_final.py
- test_autoagents_hierarchical_fix.py
- test_backward_compatibility.py
- test_both_formats.py
- test_callback_enhancement.py
- test_callback_fix.py
- test_callback_fix_verification.py
- test_callback_simple.py
- test_context_compression.py
- test_conversation_simple.py
- test_debug_fixed.py
- test_debug_mode.py
- test_duplicate_callback_fix.py
- test_final_fix.py
- test_fix.py
- test_fix_simple.py
- test_fix_verification.py
- test_flow_display.py
- test_full_agent.py
- test_gemini_embedding.py
- test_guardrail_return_types.py
- test_guardrails.py
- test_import.py
- test_import_conversion.py
- test_import_debug.py
- test_import_debug2.py
- test_import_order.py
- test_issue_877.py
- test_issue_896_demo.py
- test_issue_947.py
- test_issue_950.py
- test_langtrace.py
- test_litellm_direct.py
- test_litellm_telemetry.py
- test_logging_enhancement.py
- test_manager_llm_fix.py
- test_manual_instrumentation.py
- test_mongodb_direct.py
- test_mongodb_integration.py
- test_mongodb_isolated.py
- test_multi_provider.py
- test_ollama_fix.py
- test_ollama_logic.py
- test_ollama_sequential_fix.py
- test_optimization_verification.py
- test_performance_metrics.py
- test_planning_all_modes.py
- test_planning_execution.py
- test_planning_modes_clean.py
- test_planning_simple.py
- test_planning_tools_example.py
- test_posthog.py
- test_posthog_detailed.py
- test_posthog_direct.py
- test_posthog_error.py
- test_posthog_import.py
- test_real_streaming.py
- test_runtime.py
- test_self_reflection.py
- test_self_reflection_fix.py
- test_self_reflection_with_tools.py
- test_self_reflection_with_tools_verification.py
- test_sequential_fix.py
- test_sequential_tool_calling.py
- test_simple.py
- test_simple_fix.py
- test_stop_sequence.py
- test_stream_parameter_fix.py
- test_streaming.py
- test_streaming_basic.py
- test_streaming_behavior.py
- test_streaming_display_fix.py
- test_streaming_fix.py
- test_streaming_logic.py
- test_streaming_telemetry_fix.py
- test_syntax.py
- test_syntax_check.py
- test_task_name_fix.py
- test_telemetry_automatic.py
- test_telemetry_disabled.py
- test_telemetry_fix.py
- test_telemetry_integration.py
- test_telemetry_performance.py
- test_telemetry_simple.py
- test_termination_issue.py
- test_thread_safety_fix.py
- test_token_tracking_fix.py
- test_tool_output_store.py
- test_unified_llm.py
- test_user_code_pattern.py
- test_user_example.py
- test_validation_feedback.py
- test_verbose_stream_combinations.py
- test_verbose_ui.py
- test_warnings.py
- .env.example
- .gitignore
- AGENTS.md
- api.md
- ARCHITECTURE.md
- CONTRIBUTING.md
- install.sh
- LICENSE
- README.md
- SECURITY.md
// repository documentation
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