PraisonAI
PraisonAI 🦞 — 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.
File Explorer
Download Latest Version (.zip)Showing a partial file list — download the zip above to see everything.
- 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
- grok_ai_services_agency.py
- grok_ai_teaching_agent.py
- grok_basic_example.py
- grok_customer_support_chatbot.py
- grok_data_analysis_agent.py
- grok_deep_research_agent.py
- grok_health_fitness_agent.py
- grok_investment_advisor_agent.py
- grok_journalist_agent.py
- grok_lead_generation_assistant.py
- grok_medical_imaging_agent.py
- grok_meeting_productivity_agent.py
- grok_mental_wellbeing_advisor.py
- grok_multi_mcp_agent.py
- grok_multimodal_coding_agent.py
- grok_multimodal_design_agent.py
- grok_multimodal_reasoning_agent.py
- grok_music_generator_agent.py
- grok_personal_finance_agent.py
- grok_startup_trend_analysis_agent.py
- grok_travel_planning_agent.py
- groq_crisis_management_communication_agent.py
- groq_digital_marketing_seo_optimization_agent.py
- groq_environmental_impact_assessment_agent.py
- groq_event_planning_management_agent.py
- groq_healthcare_medical_research_agent.py
- groq_language_learning_translation_agent.py
- groq_patent_research_innovation_agent.py
- groq_personal_branding_pr_agent.py
- groq_product_development_innovation_agent.py
- groq_supply_chain_optimization_agent.py
- kimi_aerospace_engineering_agent.py
- kimi_audio_tour_agent.py
- kimi_bioinformatics_genomics_agent.py
- kimi_blockchain_defi_agent.py
- kimi_chess_agent.py
- kimi_creative_writing_agent.py
- kimi_cybersecurity_agent.py
- kimi_data_visualization_agent.py
- kimi_energy_renewables_agent.py
- kimi_game_development_agent.py
- kimi_iot_smart_cities_agent.py
- kimi_metaverse_vr_agent.py
- kimi_nanotechnology_materials_agent.py
- kimi_quantum_ai_agent.py
- kimi_quantum_computing_agent.py
- kimi_robotics_automation_agent.py
- kimi_self_evolving_agent.py
- kimi_startup_insight_agent.py
- kimi_system_architect_agent.py
- kimi_web_scraper_agent.py
- llama_business_analyst_agent.py
- llama_code_review_agent.py
- llama_content_writer_agent.py
- llama_data_science_agent.py
- llama_research_assistant_agent.py
- aws-bedrock.py
- llms.md
- mongodb_comprehensive_example.py
- mongodb_knowledge_example.py
- mongodb_memory_example.py
- mongodb_tools_example.py
- README.md
- 02_multi_agent_workflow_monitoring.py
- 03_agent_with_tools_monitoring.py
- 04_async_agent_monitoring.py
- 05_error_handling_monitoring.py
- 06_memory_agent_monitoring.py
- 07_hierarchical_agents_monitoring.py
- 08_custom_tools_monitoring.py
- 09_streaming_monitoring.py
- 10_comprehensive_dashboard.py
- README.md
- ocr_advanced.py
- ocr_basic.py
- ocr_mistral.py
- __init__.py
- pyproject.toml
- README.md
- advanced-workflow-patterns.py
- hierarchical-process-example.py
- suite_results.json
- basic_profiling.py
- optimization_example.py
- README.md
- suite_profiling.py
- ai21_example.py
- anthropic_claude_example.py
- aws_bedrock_example.py
- azure_openai_example.py
- cloudflare_example.py
- cohere_example.py
- databricks_example.py
- deepseek_example.py
- fireworks_example.py
- google_gemini_example.py
- kimi_with_groq_example.py
- huggingface_example.py
- mistral_example.py
- moonshot_example.py
- muapi_image_gen.py
- ollama-agents.py
- ollama-base-url-example.py
- openai_gpt4_example.py
- openrouter_example.py
- perplexity_example.py
- replicate_example.py
- sagemaker_example.py
- together_ai_example.py
- vertex_example.py
- vllm_example.py
- xai_grok_example.py
- agent_vs_auto_rag.py
- auto_rag_agent_basic.py
- auto_rag_agent_policy.py
- rag_basic.py
- rag_hybrid.py
- rag_with_citations.py
- README.md
- remote_agent_example.py
- remote_agent_server.py
- 01_write_file_tool.py
- 02_task_output_file.py
- 03_workflow_output_file.py
- 04_manual_save.py
- 05_output_config_file.py
- README.md
- news_checker_agent.py
- news_checker_live.py
- simple_test.py
- SESSION_MEMORY_FIX_REVIEW.md
- session_persistence_example.py
- comprehensive-session-management.py
- social_media_crosspost.py
- 01_basic_state_management.py
- 02_state_in_tool_functions.py
- 03_conditional_task_execution.py
- 04_session_state_persistence.py
- 05_loop_control_with_state.py
- 06_advanced_state_operations.py
- advanced-state-management-patterns.py
- memory-quality-example.py
- README.md
- session-example.py
- workflow-state-example.py
- advanced-task-management.py
- production-telemetry-example.py
- 01_basic_token_tracking.py
- 02_session_metrics.py
- 03_cost_estimation.py
- 04_telemetry_integration.py
- 05_advanced_agent_integration.py
- README.md
- app.py
- agents.yaml
- app.py
- single_agent.py
- tools.py
- Financial_Coaching_Agent.py
- Air_Quality_Analysis_Agent.py
- Game_Playing_Agent_Tic_Tac_Toe.py
- rag_agent.py
- agentic_rag_gpt5.py
- README.md
- Domain_Deep_Research_Agent.py
- News_And_Podcast_Aggregator_Agent.py
- Flow_Intelligent_Agent_PraisonAI.py
- github_repo_analyzer_agent.py
- learning_assistant.py
- personalized_learning_assistant.py
- agentql-toolkit.py
- azure-code-interpreter.py
- bearly-code-interpreter.py
- brave-search.py
- duckduckgo-search.py
- exa-search.py
- google-search.py
- google-serper-search.py
- google-trends.py
- jina-code-interpreter.py
- jina-search.py
- searchapi-search.py
- serp-api.py
- serp-search.py
- tavily-search.py
- wikipedia-search.py
- you-search.py
- searxng-search.py
- custom_trafilatura_tools.py
- trafilatura_example.py
- jira_agent_example.py
- gemini-streamlit.py
- gradio-agents.py
- mcp-streamlit-airbnb.py
- mcp-streamlit-simple.py
- ollama-rag-agents-streamlit.py
- streamlit-agents.py
- code-analysis-agents.py
- code-analysis-streamlit.py
- cv-analysis.py
- hackathon-judge-agent.py
- hackathon-judge-streamlit.py
- presentation.mp4
- adaptive-learning.py
- climate-impact.py
- code-review.py
- crypto-validator.py
- customer-service.py
- defi-market-maker.py
- disaster-recovery.py
- domain-context-solution.py
- emergency-response.py
- fraud-detection.py
- healthcare-diagnosis.py
- medicine-protocol.py
- multilingual-content.py
- neural-architecture.py
- predictive-maintenance.py
- quantum-optimiser.py
- README-domain-context.md
- README-secondary-market-research.md
- research-assistant.py
- secondary-market-research.py
- smart-city.py
- space-mission.py
- supply-chain.py
- vulnerability-detection.py
- 01_motion_graphics_basic_render.py
- 02_motion_graphics_git_tools.py
- 03_motion_graphics_agent_factory.py
- 04_motion_graphics_team.py
- video_advanced.py
- video_azure.py
- video_basic.py
- video_gemini.py
- video_heygen_elevenlabs.py
- video_openai.py
- video_runwayml.py
- simple_workflow.py
- simple_workflow_non_agentic.py
- task_callbacks.py
- workflow_branching.py
- workflow_checkpoints.py
- workflow_conditional.py
- workflow_conditional_non_agentic.py
- workflow_early_stop.py
- workflow_loop_csv.py
- workflow_loop_csv_non_agentic.py
- workflow_loop_list.py
- workflow_loops.py
- workflow_mixed_steps.py
- workflow_parallel.py
- workflow_parallel_non_agentic.py
- workflow_repeat.py
- workflow_repeat_non_agentic.py
- workflow_robustness.py
- workflow_routing.py
- workflow_routing_non_agentic.py
- workflow_with_agents.py
- agent_autonomy_example.py
- bot_commands_example.py
- bot_email_example.py
- bot_example.py
- bot_gateway_example.py
- bot_run_control_example.py
- bot_standalone_example.py
- conditional_branching_example.py
- dict_config_example.py
- escalation_example.py
- failover_example.py
- fast_context_example.py
- gateway_example.py
- gateway_server_prototype.py
- large_context_knowledge.py
- linear_agent_example.py
- lite_agent_example.py
- managed_agent_example.py
- mcp_server_example.py
- memory_with_tracing_example.py
- message_steering_example.py
- n8n_integration_example.py
- nested_workflows_example.py
- performance_monitoring_demo.py
- sandbox_example.py
- sandbox_remote.py
- sandlock_security_demo.py
- security_example.py
- specialized_agents_example.py
- toolsets_example.py
- web_search_example.py
- auto_retrieval.py
- basic_retrieval.py
- chunking_strategies.py
- citations.py
- external_sources.py
- hybrid_search.py
- knowledge_graph.py
- multi_document.py
- rag_evaluation.py
- rag_multi_agent.py
- rag_pdf_qa.py
- README.md
- reranking.py
- retrieval_policies.py
- structured_output.py
- .env.example
- brief_generator_example.py
- hook_generator_example.py
- news_crawler_example.py
- README.md
- script_writer_example.py
- example_llm_recipes.py
- run_all_recipes.py
- 00_agent_reflection_basic.py
- 01_agent_reflection_config.py
- http_registry_example.py
- README.md
- registry_example.py
- basic_retrieval.py
- routellm_example.py
- routellm_multi_agent.py
- routellm_workflow.py
- README.md
- run_history_example.py
- test_5sec_schedule.yaml
- test_counter.yaml
- test_counter_with_limits.yaml
- test_default_budget.yaml
- agents.yaml
- multi_agent_paper.py
- scientific_writer.py
- README.md
- security_example.py
- a2a_server_client.py
- a2u_events_stream.py
- agent_as_api_single.py
- agent_launch_modes.py
- agents_as_api_router.py
- endpoints_unified_client.py
- mcp_http_server.py
- README.md
- recipe_serve_features.py
- serve.yaml
- serve_example.py
- tools_as_mcp_server.py
- unified_server.py
- SKILL.md
- basic_skill_usage.py
- create_skill_example.py
- custom_skill_example.py
- multi_agent_example.py
- storage_backends_example.py
- 00_agent_templates_basic.py
- __init__.py
- job.yaml
- job_code_smoke.yaml
- job_test_5.yaml
- job_test_5_wrapper.yaml
- multi_agent_example.py
- praisonai_code_agent.py
- praisonai_external_agent.py
- praisonai_installed_agent.py
- praisonai_wrapper_agent.py
- README.md
- RESULTS.md
- test_adapter_config.py
- test_agent_comparison.py
- test_basic.py
- test_integration.py
- test_real_agentic.py
- basic_thinking.py
- tool.py
- tool.py
- tool.py
- tool.py
- tool.py
- tool.py
- tool.py
- tool.py
- tool.py
- tool.py
- tool.py
- example_pandas_tool.py
- example_tools_discover.py
- example_tools_resolve.py
- example_tools_sources.py
- xquik_tweet_search_tool.py
- custom_sink.py
- basic_usage.py
- headless_simulation.py
- queue_management.py
- exa-search.ts
- tavily-search.ts
- chroma_wow.py
- lancedb_real_wow.py
- lancedb_wow.py
- pgvector_real_wow.py
- pgvector_wow.py
- pinecone_wow.py
- qdrant_wow.py
- weaviate_wow.py
- 00_agent_web_basic.py
- 01_agent_web_config.py
- line_count.py
- system_info.py
- file-actions-demo.yaml
- publish-pypi.yaml
- yaml-actions-demo.yaml
- README.md
- agents.yaml
- README.md
- complete_workflow.yaml
- evaluator_optimizer_workflow.yaml
- example_usage.py
- loop_workflow.yaml
- parallel_workflow.yaml
- remote_sandbox_workflow.yaml
- routing_workflow.yaml
- simple_workflow.yaml
- workflow_robustness.yaml
- a2ui-canvas.yaml
- agent-centric-job-workflow.yaml
- agent-with-mcp.yaml
- agentmail-bot.yaml
- agents_workflow.yaml
- bot.yaml
- bot_standalone.yaml
- cli_backend.yaml
- gateway.yaml
- hybrid-workflow.yaml
- linear-bot.yaml
- message_steering_example.yaml
- multi-telegram-hermes-workforce.yaml
- MULTI_CHANNEL_GUIDE.md
- nested_workflow.yaml
- praisonai-pr-review.yml.template
- toolsets_workflow.yaml
- video_heygen_elevenlabs.yaml
- video_heygen_elevenlabs_workflow.py
- whatsapp-bot.yaml
- whatsapp-web-bot.yaml
- .gitignore
- __init__.py
- agent_centric_api.py
- endpoints_example.py
- guardrail_example_fixed.py
- README.md
- recipe_output_modes.py
- run_all_examples.py
- workflow_output_modes.py
- apply_e2e_batch3_code_fixes.py
- apply_e2e_batch3_fixes.py
- audit_bot_wrapper_imports.sh
- audit_hybrid_modules.py
- c7_wrapper_import_allowlist.txt
- c84_decompose_main.py
- c84_real_api_smoke.py
- c8_bridge_convert.py
- c8_release_smoke_real_api.py
- c8_repatriate.py
- c9_code_import_allowlist.txt
- c9_migrate_bot_package.py
- c9_wrapper_import_allowlist.txt
- check_bot_code_imports.sh
- check_c10_train_imports.sh
- check_c11_browser_imports.sh
- check_c12_mcp_imports.sh
- check_c13_sandbox_imports.sh
- check_c14_deploy_imports.sh
- check_c7_imports.sh
- check_c9_bot_imports.sh
- check_helm_charts.sh
- check_main_py_lines.sh
- analysis-github-issue-create.md
- analysis.md
- create-docs-issue.md
- create-github-issue.md
- create-post.md
- e2e-analysis-issue-pr-merge.md
- install-deploy.md
- instruction.md
- local-fix.md
- pr-review.md
- review-chain.md
- security-audit.md
- trigger-claude.md
- devcontainer.json
- Dockerfile
- benchmark.yml
- config.json
- _var_folders_0b_t9c4hwvx6lg6jk58gw8w_dp80000gn_T_tmp6_tn0h1t_hierarchy.json
- _var_folders_0b_t9c4hwvx6lg6jk58gw8w_dp80000gn_T_tmp7wxr57wm_hierarchy.json
- _var_folders_0b_t9c4hwvx6lg6jk58gw8w_dp80000gn_T_tmp8qwfp4zl_hierarchy.json
- _var_folders_0b_t9c4hwvx6lg6jk58gw8w_dp80000gn_T_tmp9nw2kfoj_hierarchy.json
- _var_folders_0b_t9c4hwvx6lg6jk58gw8w_dp80000gn_T_tmp_dbottar_hierarchy.json
- _var_folders_0b_t9c4hwvx6lg6jk58gw8w_dp80000gn_T_tmpp5k48vv4_hierarchy.json
- _var_folders_0b_t9c4hwvx6lg6jk58gw8w_dp80000gn_T_tmpwwb01831_hierarchy.json
- _var_folders_0b_t9c4hwvx6lg6jk58gw8w_dp80000gn_T_tmpwzdvf3_7_hierarchy.json
- BENCHMARK_RESULTS.md
- deep_profiling.py
- detailed_profiling_benchmark.py
- execution_benchmark.py
- EXECUTION_BENCHMARK_RESULTS.md
- import_time.py
- INSTANTIATION_RCA.md
- memory_usage.py
- param_impact_benchmark.py
- performance_benchmark.py
- quick_benchmark.py
- real_benchmark.py
- REAL_BENCHMARK_RESULTS.md
- response_benchmark.py
- results.console
- simple_benchmark.py
- SIMPLE_BENCHMARK_RESULTS.md
- tools_benchmark.py
- TOOLS_BENCHMARK_RESULTS.md
- example_harness.py
- context_compaction_example.py
- llm_config_usage_example.py
- smoke_test_condition_syntax.py
- streaming_reasoning_example.py
- __init__.py
- _lazy_display.py
- agent.py
- async_memory_mixin.py
- async_safety.py
- audio_agent.py
- autonomy.py
- chat_handler.py
- chat_mixin.py
- code_agent.py
- concurrency.py
- context_agent.py
- cost_persistence.py
- deep_research_agent.py
- durable.py
- embedding_agent.py
- execution_location.py
- execution_mixin.py
- handoff.py
- heartbeat.py
- image_agent.py
- interrupt.py
- launch_security.py
- loop_detection.py
- memory_mixin.py
- message_queue.py
- message_steering.py
- ocr_agent.py
- placement.py
- prompt_cache.py
- prompt_expander_agent.py
- protocols.py
- query_rewriter_agent.py
- realtime_agent.py
- retry_utils.py
- router_agent.py
- run_outcome.py
- sandbox_mixin.py
- session_manager.py
- skill_review.py
- summarization.py
- tool_execution.py
- tools_placement.py
- unified_execution_mixin.py
- video_agent.py
- vision_agent.py
- __init__.py
- agents.py
- auto_rag_agent.py
- autoagents.py
- delegator.py
- profiles.py
- protocols.py
- __init__.py
- config.py
- protocols.py
- __init__.py
- backends.py
- protocols.py
- registry.py
- utils.py
- baseline_metrics.txt
- __init__.py
- claude_code.py
- codex.py
- gemini_cli.py
- protocols.py
- qwen_cli.py
- registry.py
- __init__.py
- protocols.py
- __init__.py
- config.py
- job_manager.py
- runner.py
- task.py
- __init__.py
- admission.py
- agent_reply.py
- base.py
- config.py
- failure.py
- format.py
- interactive.py
- pairing_types.py
- presentation.py
- protocols.py
- run_status.py
- silence.py
- webhook_filter.py
- __init__.py
- bus.py
- event.py
- __init__.py
- service.py
- types.py
- protocols.py
- __init__.py
- debug.py
- protocols.py
- __init__.py
- compactor.py
- config.py
- memory_flush.py
- protocols.py
- recap.py
- result.py
- strategy.py
- summary_builder.py
- __init__.py
- evaluator.py
- protocols.py
- __init__.py
- feature_configs.py
- loader.py
- param_resolver.py
- parse_utils.py
- presets.py
- protocols.py
- resolver.py
- sample_config.toml
- __init__.py
- file_indexer.py
- symbol_indexer.py
- __init__.py
- async_file_ops.py
- compressor.py
- context_injector.py
- fast_context.py
- fast_context_agent.py
- index_manager.py
- parallel_executor.py
- result.py
- search_backends.py
- search_tools.py
- __init__.py
- adapters.py
- aggregator.py
- artifact_store.py
- artifacts.py
- budgeter.py
- composer.py
- compressor.py
- conversation.py
- instrumentation.py
- ledger.py
- manager.py
- models.py
- monitor.py
- optimizer.py
- policy.py
- protocols.py
- session_tracker.py
- store.py
- tokens.py
- __init__.py
- protocol.py
- __init__.py
- dimensions.py
- embed.py
- result.py
- __init__.py
- doom_loop.py
- loop_guard.py
- observability.py
- pipeline.py
- triggers.py
- types.py
- __init__.py
- accuracy.py
- base.py
- comparison.py
- context_eval.py
- criteria.py
- grader.py
- harness_eval.py
- judge.py
- loop.py
- loop_eval.py
- media.py
- package.py
- performance.py
- prompt_optimizer.py
- protocols.py
- reliability.py
- results.py
- safety.py
- suite.py
- tokens.py
- trials.py
- utils.py
- __init__.py
- base.py
- protocols.py
- __init__.py
- recipe_adapter.py
- __init__.py
- config.py
- degraded_state.py
- hooks.py
- liveness.py
- protocols.py
- __init__.py
- config.py
- engineer.py
- judge.py
- loop.py
- models.py
- protocols.py
- __init__.py
- chain.py
- guardrail_result.py
- llm_guardrail.py
- protocols.py
- __init__.py
- events.py
- middleware.py
- registry.py
- runner.py
- types.py
- verification.py
- __init__.py
- protocols.py
- __init__.py
- factories.py
- mem0_adapter.py
- mongodb_adapter.py
- registry.py
- __init__.py
- chunking.py
- index.py
- indexing.py
- knowledge.py
- models.py
- protocols.py
- query_engine.py
- readers.py
- rerankers.py
- retrieval.py
- vector_store.py
- __init__.py
- __init__.py
- __init__.py
- _cost.py
- _litellm_loader.py
- error_classifier.py
- failover.py
- llm.py
- model_capabilities.py
- model_router.py
- openai_client.py
- panel.py
- protocols.py
- rate_limiter.py
- retry_utils.py
- sanitize.py
- schema_utils.py
- streaming_protocol.py
- unified_adapters.py
- __init__.py
- client.py
- config.py
- types.py
- __init__.py
- _compute_bridge.py
- _sandbox_adapter.py
- events.py
- protocols.py
- shared_compute.py
- __init__.py
- loader.py
- mcp.py
- mcp_auth_storage.py
- mcp_compat.py
- mcp_http_stream.py
- mcp_oauth_callback.py
- mcp_schema_utils.py
- mcp_security.py
- mcp_server.py
- mcp_session.py
- mcp_sse.py
- mcp_transport.py
- mcp_utils.py
- mcp_websocket.py
- oauth_discovery.py
- oauth_provider.py
- oauth_registration.py
- protocols.py
- resources.py
- __init__.py
- factories.py
- in_memory_adapter.py
- registry.py
- sqlite_adapter.py
- __init__.py
- manager.py
- protocols.py
- stores.py
- __init__.py
- auto_memory.py
- core.py
- docs_manager.py
- file_memory.py
- hooks.py
- mcp_config.py
- memory.py
- protocols.py
- results.py
- rules_manager.py
- search.py
- workflows.py
- __init__.py
- inprocess.py
- protocols.py
- __init__.py
- profiles.py
- __init__.py
- __init__.py
- editor.py
- encoding.py
- formatter.py
- models.py
- status.py
- style.py
- trace.py
- __init__.py
- arity.py
- command_parser.py
- doom_loop.py
- manager.py
- rules.py
- __init__.py
- approval.py
- plan.py
- planner.py
- storage.py
- todo.py
- __init__.py
- logging_plugin.py
- metrics_plugin.py
- __init__.py
- decorators.py
- __init__.py
- discovery.py
- loop_detection_plugin.py
- manager.py
- parser.py
- plugin.py
- protocols.py
- __init__.py
- config.py
- engine.py
- policy.py
- types.py
- __init__.py
- manager_schema.py
- process.py
- __init__.py
- __init__.py
- client.py
- models.py
- protocols.py
- transports.py
- __init__.py
- budget.py
- compressor.py
- context.py
- models.py
- pipeline.py
- protocols.py
- retrieval_config.py
- retriever.py
- strategy.py
- summarizer.py
- __init__.py
- protocols.py
- sqlite_ledger.py
- __init__.py
- builtin.py
- builtin_rules.py
- capabilities.py
- config.py
- context_builder.py
- doctor_protocol.py
- doctor_registry.py
- health_check.py
- health_registry.py
- journal.py
- middleware.py
- middleware_registry.py
- protocols.py
- README.md
- registry.py
- resolve.py
- resolver.py
- tool_output_store.py
- turn_context.py
- __init__.py
- _sandbox_bridge.py
- config.py
- manager.py
- protocols.py
- security.py
- __init__.py
- blueprint_defs.py
- config_store.py
- due.py
- loop.py
- models.py
- parser.py
- protocols.py
- README.md
- runner.py
- store.py
- suggestion_store.py
- __init__.py
- server.py
- __init__.py
- api.py
- context.py
- handoff.py
- hierarchy.py
- identity.py
- parts.py
- protocols.py
- README.md
- sqlite_store.py
- sqlite_transcript_store.py
- store.py
- title.py
- workspace.py
- __init__.py
- activation.py
- budget.py
- bundles.py
- capability_validator.py
- discovery.py
- events.py
- learn.py
- loader.py
- manager.py
- models.py
- parser.py
- prompt.py
- protocols.py
- remote.py
- shell_render.py
- substitution.py
- validator.py
- __init__.py
- snapshot.py
- __init__.py
- backends.py
- base.py
- models.py
- protocols.py
- __init__.py
- events.py
- logging.py
- progress.py
- __init__.py
- message_sink.py
- protocols.py
- task.py
- __init__.py
- integration.py
- performance_cli.py
- PERFORMANCE_IMPACT.md
- performance_monitor.py
- performance_utils.py
- protocols.py
- README.md
- telemetry.py
- token_collector.py
- __init__.py
- budget.py
- config.py
- tracker.py
- __init__.py
- browser.py
- tool_protocol.py
- generatecot.py
- __init__.py
- _file_locks.py
- _output_overflow.py
- a2ui_tools.py
- artifact_tools.py
- ast_grep_tool.py
- base.py
- call_executor.py
- circuit_breaker.py
- circuit_breaker_integrations.py
- clarify.py
- computer_tools.py
- crawl4ai_tools.py
- decorator.py
- delegation_tools.py
- duckduckgo_tools.py
- edit_tools.py
- email_tools.py
- exa_tools.py
- file_tools.py
- gateway_status_tools.py
- github_tools.py
- health_monitor.py
- injected.py
- jira_tools.py
- learning.py
- lsp_tools.py
- memory.py
- mentions.py
- messaging_tools.py
- path_overlap.py
- path_safety.py
- profiles.py
- python_tools.py
- README.md
- registry.py
- resolver.py
- retry.py
- schedule_tools.py
- schema.py
- search_tools.py
- searxng_tools.py
- session_tools.py
- shell_tools.py
- skill_bridge.py
- skill_tools.py
- spider_tools.py
- subagent_tool.py
- tavily_tools.py
- todo_tools.py
- tool_proxy.py
- tool_search.py
- tools.py
- trust.py
- url_safety.py
- validators.py
- web_crawl_tools.py
- web_search.py
- youdotcom_tools.py
- __init__.py
- context_events.py
- protocol.py
- redact.py
- __init__.py
- a2a.py
- agent_card.py
- client.py
- conversion.py
- streaming.py
- task_store.py
- types.py
- __init__.py
- adapter.py
- __init__.py
- agui.py
- conversion.py
- encoder.py
- streaming.py
- types.py
- __init__.py
- protocols.py
- __init__.py
- adapter_registry.py
- async_bridge.py
- cost_utils.py
- deprecation.py
- model_alias.py
- resilience.py
- task_execution.py
- variables.py
- __init__.py
- results.py
- workflow_configs.py
- workflows.py
- yaml_parser.py
- __init__.py
- git_worktree.py
- no_isolation.py
- __init__.py
- protocols.py
- __init__.py
- _config.py
- _lazy.py
- _logging.py
- _version.py
- _warning_patch.py
- allowed_tools_filter.py
- errors.py
- flow_display.py
- main.py
- paths.py
- run_outcome.py
- secrets.py
- toolsets.py
- validate_fixes.py
- __init__.py
- __init__.py
- test_a2a.py
- test_a2ui_conversion.py
- test_agent_card.py
- test_conversion.py
- test_streaming.py
- test_task_store.py
- test_types.py
- __init__.py
- test_a2ui_tools.py
- test_adapter.py
- test_protocols.py
- __init__.py
- test_agui.py
- test_conversion.py
- test_integration.py
- test_router.py
- test_streaming.py
- test_types.py
- __init__.py
- context_benchmark.py
- output_mode_benchmark.py
- __init__.py
- test_async_file_ops.py
- test_compressor.py
- test_fast_context.py
- test_fast_context_agent.py
- test_fast_context_result.py
- test_file_indexer.py
- test_index_manager.py
- test_parallel_executor.py
- test_search_backends.py
- test_search_tools.py
- __init__.py
- loop_workflow.yaml
- multi_step_workflow.yaml
- parallel_workflow.yaml
- simple_agents.yaml
- simple_test_workflow.yaml
- tool_workflow.yaml
- __init__.py
- test_agent_rag_live.py
- test_specialized_agents_live.py
- __init__.py
- test_multi_agent_context.py
- __init__.py
- test_error_recovery_live.py
- __init__.py
- test_new_evaluators_live.py
- __init__.py
- test_knowledge_integration_live.py
- __init__.py
- test_mcp_integration_live.py
- __init__.py
- test_memory_integration_live.py
- .gitignore
- __init__.py
- __init__.py
- test_rag_live.py
- __init__.py
- test_tools_integration_live.py
- __init__.py
- test_multi_agent_workflows_live.py
- __init__.py
- test_10step_comparison.py
- test_agent_centric_api_integration.py
- test_agent_decomposition_real.py
- test_agent_with_subscription_auth.py
- test_allowed_tools_filter_integration.py
- test_autonomy_comparison.py
- test_autonomy_loop_real.py
- test_bots_integration.py
- test_condition_syntax_comparison.py
- test_context_compaction_e2e.py
- test_db_integration.py
- test_default_token_tracking_real.py
- test_dict_param_integration.py
- test_durable_run_real.py
- test_eval_loop_integration.py
- test_execution_config_max_iter.py
- test_gateway_integration.py
- test_gateway_yaml.py
- test_github_enhanced_comment.py
- test_github_triage_integration.py
- test_handoff_outcome_integration.py
- test_large_context_e2e.py
- test_llm_summarize_compaction_e2e.py
- test_loop_guardrails.py
- test_loop_issue.py
- test_memory_prefetch_real.py
- test_message_steering.py
- test_multi_agent_mcp.py
- test_openclaw_features.py
- test_paths_integration.py
- test_performance_profile.py
- test_pre_compaction_memory_flush_real.py
- test_real_api.py
- test_real_features.py
- test_responses_api.py
- test_sandbox_integration.py
- test_sequential_thinking.py
- test_skills_real_agentic.py
- test_stream_tool_dispatch_real.py
- test_trust_system_e2e.py
- test_workflow_hierarchical_integration.py
- __init__.py
- test_large_context_live.py
- test_mem0_integration.py
- test_retrieval_live.py
- __init__.py
- test_cloud_compute.py
- test_compute_protocol.py
- test_environment_definition.py
- test_managed_events.py
- test_managed_factory.py
- test_managed_persistence.py
- test_managed_persistence_all_dbs.py
- test_managed_persistence_e2e.py
- test_managed_runtime_protocol.py
- test_managed_trace_events.py
- test_run_on_temp_agent.py
- test_session_info_schema.py
- test_shared_compute.py
- test_tool_alias_consistency.py
- test_yaml_run_on.py
- test_subscription_auth.py
- __init__.py
- agents.yaml
- tools.py
- __init__.py
- test_achat_unified_dispatch.py
- test_agent_autonomy.py
- test_agent_autonomy_full.py
- test_agent_clone.py
- test_agent_concurrency.py
- test_agent_rag.py
- test_agent_retrieval.py
- test_agent_trace.py
- test_append_system_prompt.py
- test_autonomy_loop_features.py
- test_autonomy_mode.py
- test_autonomy_unified_api.py
- test_backend_delegation.py
- test_chat_sync_stream_defaults.py
- test_code_agent.py
- test_core_phase_a.py
- test_delegation_unit.py
- test_durable_run.py
- test_embedding_agent.py
- test_execution_api.py
- test_interrupt.py
- test_loop_detector_wiring.py
- test_native_retry_parity.py
- test_output_verbose.py
- test_realtime_agent.py
- test_retry_depth_policy.py
- test_runtime_integration.py
- test_start_verbose_tty.py
- test_tool_resolution_boundary.py
- test_vision_agent.py
- test_wrapper_modernization.py
- __init__.py
- test_agent_manager.py
- test_agent_name_none.py
- test_agentteam_batch.py
- test_agentteam_kwarg_lint.py
- test_autoagents_parity.py
- test_delegator_protocol.py
- test_multiagent_streaming_fix.py
- test_output_pydantic_policy.py
- test_profiles.py
- test_protocols.py
- test_server_registry_timeout.py
- test_spawn_announce.py
- test_start_verbose_callbacks.py
- test_team_default_llm.py
- __init__.py
- test_agent_app.py
- __init__.py
- test_agent_approval.py
- test_approval_denial_blocks_execution.py
- test_cli_approval_resolver.py
- test_default_tool_safety.py
- test_hash_tool_args.py
- test_scoped_approval.py
- __init__.py
- test_agent_auth_wiring.py
- test_auth_protocols.py
- test_claude_code_auth.py
- test_subscription_protocols.py
- test_subscription_registry.py
- __init__.py
- test_background.py
- __init__.py
- test_event_bus.py
- __init__.py
- test_checkpoints.py
- __init__.py
- test_bot_cli.py
- __init__.py
- test_compaction.py
- test_in_loop_compaction.py
- test_memory_flush.py
- test_recap.py
- test_summary_builder.py
- __init__.py
- test_integration.py
- test_protocols.py
- __init__.py
- test_agent_centric_enhancements.py
- test_learn_param.py
- test_learn_scope.py
- test_llm_config.py
- test_memory_learn_preset.py
- test_parallel_tool_calls_single_source.py
- test_param_resolver.py
- test_param_resolver_comprehensive.py
- test_precedence_ladder.py
- test_preset_typo_validation.py
- test_resolver_standardization.py
- test_small_model_routing.py
- test_unified_schema.py
- __init__.py
- test_aggregator.py
- test_artifact_store.py
- test_budgeter.py
- test_cache_integration.py
- test_cache_optimization.py
- test_context_compression.py
- test_context_overflow.py
- test_context_param.py
- test_conversation_compaction.py
- test_conversation_optimizer_agentic.py
- test_conversation_simple.py
- test_manager.py
- test_monitor.py
- test_optimizer.py
- test_optimizer_features.py
- test_privacy.py
- test_protocols.py
- test_smart_default.py
- test_store.py
- test_tokens.py
- test_tool_summarization.py
- __init__.py
- test_embedding.py
- __init__.py
- test_base.py
- test_comparison.py
- test_context_eval.py
- test_dynamic_judge.py
- test_evaluators.py
- test_grader.py
- test_harness_eval.py
- test_judge.py
- test_loop.py
- test_loop_eval.py
- test_package.py
- test_prompt_optimizer.py
- test_results.py
- test_safety.py
- test_suite.py
- test_tokens.py
- test_trials.py
- test_utils.py
- test_recipe_failure_reply.py
- __init__.py
- test_goal.py
- test_goal_loop.py
- __init__.py
- test_before_tool_definitions.py
- test_hooks.py
- test_model_fallback.py
- test_simplified_api.py
- test_tool_call_identity_context.py
- test_verification_gate.py
- __init__.py
- test_adapters.py
- test_directory_ingestion.py
- test_embedding_failure.py
- test_indexing.py
- test_knowledge_config_effective.py
- test_models.py
- test_provider_resolution.py
- __init__.py
- test_cost.py
- test_default_token_tracking.py
- test_durable_tool_dispatch.py
- test_error_classifier.py
- __init__.py
- .windsurfrules
- __init__.py
- any-llm-agents-async.py
- async-tavily-agents-gemini.py
- async-tavily-agents.py
- async_example.py
- async_example_full.py
- async_example_full_multigroups.py
- auto_agents_example.py
- autonomous-agent.py
- basic-agents-simple-token-demo.py
- basic-agents.py
- chunking-direct-test.py
- code-analysis-agents.py
- code-analysis-streamlit.py
- code_agents_example.py
- code_review.py
- conftest.py
- context-agents-code.py
- context-agents.py
- context-multi-tasks.py
- cot-agents-batch.py
- cot-agents.py
- crewai-tools-example.py
- cv.txt
- data-analyst-agent.py
- deep_research_example.py
- deep_research_test.py
- deepseek-agents.py
- deepseek-cot-agents.py
- deepseek-ollama-rag.py
- deepseek-rag-agents-streamlit.py
- deepseek-rag-agents-task.py
- deepseek-rag-agents-ui.py
- deepseek-rag-agents.py
- deepseek-reasoning-agents.py
- deepseek-reasoning-multi-agents.py
- deepseek-reasoning-output-tokens.py
- deepseek-think.py
- document.txt
- evaluator-optimiser.py
- example_callback.py
- example_custom_tools.py
- example_sequential.py
- finance-agent.py
- gradio-agents.py
- gradio-multiagents.py
- groq-mcp.py
- guardrails_example.py
- hackathon-judge-agent-code.py
- hackathon-judge-agent.py
- hackathon-judge-streamlit.py
- image-agent-async.py
- image-agent.py
- image-to-text-agent.py
- image-understanding-agent.py
- image.jpg
- knowledge-agents-task.py
- knowledge-agents.py
- knowledge-direct-simple-test.py
- knowledge-direct-test.py
- knowledge-large-pdf-test.py
- langchain_example.py
- langchain_logs.py
- large.pdf
- litellm-reasoning.py
- llamaindex_example.py
- llm-anthropic.py
- llm-deepseek-agents.py
- llm-deepseek-reasoning-agents.py
- llm-deepseek-reasoning-steps.py
- llm-gemini-advanced.py
- llm-gemini.py
- llm-langchain-toolcall.py
- llm-tool-call.py
- markdown-agent.py
- mcp-agents-detailed.py
- mcp-agents.py
- mcp-basic.py
- mcp-http-stream-example.py
- mcp-llama4.py
- mcp-mini-airbnb.py
- mcp-mini-bravesearch.py
- mcp-multiagents.py
- mcp-npx-airbnb-agent-direct.py
- mcp-npx-airbnb-stockprice.py
- mcp-npx-airbnb.py
- mcp-npx-brave.py
- mcp-npx-mini-airbnb-stockprice.py
- mcp-ollama-python.py
- mcp-ollama.py
- mcp-python-stockprice.py
- mcp-sse-direct-agent.py
- mcp-sse-direct-client.py
- mcp-sse-direct-server.py
- mcp-sse-weather.py
- mcp-sse.py
- mcp_airbnb_client_direct.py
- mcp_airbnb_full_direct.py
- mcp_client_direct.py
- mcp_wrapper.py
- md.py
- memory-add-search.py
- memory-search-advanced.py
- memory-search-simple-test.py
- memory-search-simple.py
- memory_example.py
- memory_simple.py
- mini_agents_example.py
- multi-agent-api.py
- multi-agents-api.py
- multi-agents-group-api.py
- multimodal.py
- npx_mcp_wrapper_main.py
- openai-mcp.py
- orchestrator-workers.py
- parallelisation.py
- pdf_agents_example.py
- planning-agent.py
- programming-agent.py
- prompt_chaining copy.py
- prompt_chaining.py
- query_rewriter_test.py
- recommendation-agent.py
- repetitive-agents.py
- repetitive-manual-agents.py
- research-agent.py
- routing copy.py
- routing.py
- sample.docx
- sample.md
- sample.txt
- shopping-agent.py
- simple-api-mcp.py
- simple-api.py
- simple-mcp-multi-agents-server.py
- simple-mcp-server.py
- single-agent.py
- smoke_core_phase_a_real.py
- state_based_workflow_example.py
- state_management_example.py
- state_with_memory_example.py
- streamlit-agents.py
- streamlit-multiagents.py
- structured_agents_example.py
- structured_response_example.py
- tasks.csv
- telemetry_example.py
- tesla-stock-price.csv
- test-graph-memory.py
- test.py
- test_active_learning.py
- test_active_memory.py
- test_architectural_fixes.py
- test_audio_agent.py
- test_aworkflow_loop_expansion.py
- test_backcompat_aliases.py
- test_basic_agents_demo.py
- test_claude_memory_tool.py
- test_context_agent.py
- test_deferred_progress_tools.py
- test_email_cc_functionality.py
- test_email_tools.py
- test_embedding_logging.py
- test_ephemeral_attachments.py
- test_file_memory.py
- test_fix_comprehensive.py
- test_gemini_streaming_fix.py
- test_handoff_compatibility.py
- test_http_stream_basic.py
- test_include_in_loop.py
- test_include_pattern.py
- test_include_variables.py
- test_llm_self_reflection_direct.py
- test_mcp_backward_compat.py
- test_mcp_get_tools.py
- test_mcp_http_stream.py
- test_mcp_optional_import.py
- test_mcp_resources.py
- test_mcp_resumability.py
- test_mcp_security.py
- test_mcp_server.py
- test_mcp_session.py
- test_mcp_thread_safety.py
- test_mcp_transport_base.py
- test_mcp_utils.py
- test_mcp_websocket.py
- test_memory_advanced.py
- test_memory_convenience_api.py
- test_memory_delete.py
- test_memory_features.py
- test_memory_integration.py
- test_mentions_configurable_limit.py
- test_model_capabilities_fallback.py
- test_multiple_mcp_tools.py
- test_native_deferred_parity.py
- test_native_structured_outputs.py
- test_ocr_agent.py
- test_ollama_async_fix.py
- test_ollama_fix.py
- test_ollama_sequential_fix.py
- test_output_variable_and_list_parsing.py
- test_parallel_loop.py
- test_parallel_loop_live.py
- test_parallel_tools.py
- test_planning.py
- test_planning_tools.py
- test_plugin_registry_and_gate.py
- test_plugin_system.py
- test_posthog_fixed.py
- test_prompt_caching.py
- test_prompt_expander_agent.py
- test_rate_limiter_retry.py
- test_rate_limiter_tokens.py
- test_run_outcome.py
- test_runtime_mcp_management.py
- test_runtime_middleware.py
- test_self_reflection_comprehensive.py
- test_self_reflection_fix_simple.py
- test_self_reflection_fix_verification.py
- test_structured_output.py
- test_tavily_tools.py
- test_tool_schema_parity.py
- test_tool_timeout.py
- test_validation_feedback.py
- test_video_agent.py
- test_web_fetch.py
- test_web_search.py
- test_webhook_filter.py
- test_workflow_agents.py
- test_workflow_async.py
- test_workflow_checkpoint_resume.py
- test_workflow_context_passing.py
- test_workflow_markdown_parser.py
- test_workflow_patterns.py
- test_workflow_planning.py
- test_workflow_routing.py
- test_workflow_tools.py
- test_yaml_workflow_parser.py
- test_youdotcom_tools.py
- tools-class.py
- tools_example.py
- ui.py
- .cursorrules
- .gitignore
- .praisoncontext
- .praisonignore
- 01_basic_agent_with_monitoring.py
- 01_basic_token_tracking.py
- 02_multi_agent_workflow_monitoring.py
- 03_agent_with_tools_monitoring.py
- 04_async_agent_monitoring.py
- 05_error_handling_monitoring.py
- 06_memory_agent_monitoring.py
- 07_hierarchical_agents_monitoring.py
- 08_custom_tools_monitoring.py
- 09_streaming_monitoring.py
- 10_comprehensive_dashboard.py
- __init__.py
- agent-profile.py
- agent_guardrails_example.py
- agentic_parallelisation.py
- AGENTS.md
- any-llm-agents-async.py
- async-tavily-agents-gemini.py
- auto_langtrace.py
- autoagents-tavily.py
- basic-agents-fixed.py
- basic-agents-tools.py
- basic-agents.py
- callback_log.txt
- callback_test_log.txt
- check_syntax.py
- context_basic.py
- debug_auto_instrument.py
- debug_comparison.py
- debug_telemetry.py
- debug_telemetry_double.py
- deepresearch_gemini.py
- deepresearch_openai.py
- DOCS_PARITY.md
- fix_notebook.py
- gemini-agents-tools.py
- gemini-basic.py
- gemini-internal-tools.py
- gemini-sequential.py
- 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
Was this content helpful?
(0 ratings)