René's URL Explorer Experiment

Title: GitHub - SGcpu/AeroGraph: An open-source visual debugger for multi-agent AI, featuring local replay, loop detection, and trace branching. · GitHub

Open Graph Title: GitHub - SGcpu/AeroGraph: An open-source visual debugger for multi-agent AI, featuring local replay, loop detection, and trace branching.

X Title: GitHub - SGcpu/AeroGraph: An open-source visual debugger for multi-agent AI, featuring local replay, loop detection, and trace branching.

Description: An open-source visual debugger for multi-agent AI, featuring local replay, loop detection, and trace branching. - SGcpu/AeroGraph

Open Graph Description: An open-source visual debugger for multi-agent AI, featuring local replay, loop detection, and trace branching. - SGcpu/AeroGraph

X Description: An open-source visual debugger for multi-agent AI, featuring local replay, loop detection, and trace branching. - SGcpu/AeroGraph

Opengraph URL: https://github.com/SGcpu/AeroGraph

X: @github

direct link

Domain: github.com

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og:image:alt	An open-source visual debugger for multi-agent AI, featuring local replay, loop detection, and trace branching. - SGcpu/AeroGraph
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Links:

Skip to content	https://github.com/SGcpu/AeroGraph#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FSGcpu%2FAeroGraph
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
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Code ReviewManage code changes	https://github.com/features/code-review
Code QualityEnforce quality at merge	https://github.com/features/code-quality
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
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	https://github.com/SGcpu/AeroGraph
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packages	https://github.com/SGcpu/AeroGraph/tree/main/packages
python	https://github.com/SGcpu/AeroGraph/tree/main/python
python	https://github.com/SGcpu/AeroGraph/tree/main/python
specs/004-otel-bridge/fixtures	https://github.com/SGcpu/AeroGraph/tree/main/specs/004-otel-bridge/fixtures
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CODE_OF_CONDUCT.md	https://github.com/SGcpu/AeroGraph/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://github.com/SGcpu/AeroGraph/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/SGcpu/AeroGraph/blob/main/CONTRIBUTING.md
LICENSE.md	https://github.com/SGcpu/AeroGraph/blob/main/LICENSE.md
LICENSE.md	https://github.com/SGcpu/AeroGraph/blob/main/LICENSE.md
README.md	https://github.com/SGcpu/AeroGraph/blob/main/README.md
README.md	https://github.com/SGcpu/AeroGraph/blob/main/README.md
package-lock.json	https://github.com/SGcpu/AeroGraph/blob/main/package-lock.json
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package.json	https://github.com/SGcpu/AeroGraph/blob/main/package.json
tsconfig.base.json	https://github.com/SGcpu/AeroGraph/blob/main/tsconfig.base.json
tsconfig.base.json	https://github.com/SGcpu/AeroGraph/blob/main/tsconfig.base.json
README	https://github.com/SGcpu/AeroGraph
Code of conduct	https://github.com/SGcpu/AeroGraph
Contributing	https://github.com/SGcpu/AeroGraph
Apache-2.0 license	https://github.com/SGcpu/AeroGraph
	https://github.com/SGcpu/AeroGraph
	https://github.com/SGcpu/AeroGraph#aerograph
	https://github.com/SGcpu/AeroGraph/stargazers
	https://github.com/SGcpu/AeroGraph/network/members
	https://github.com/SGcpu/AeroGraph/blob/main/LICENSE
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What it does	https://github.com/SGcpu/AeroGraph#what-it-does
Quick Start	https://github.com/SGcpu/AeroGraph#phase-2-quick-start
Architecture	https://github.com/SGcpu/AeroGraph#architecture
Contributing	https://github.com/SGcpu/AeroGraph#contributing
	https://github.com/SGcpu/AeroGraph#table-of-contents
What it does	https://github.com/SGcpu/AeroGraph#what-it-does
Terminology & Concepts	https://github.com/SGcpu/AeroGraph#terminology--concepts
Repository structure	https://github.com/SGcpu/AeroGraph#repository-structure
Development	https://github.com/SGcpu/AeroGraph#development
Updating Cross-Language Artifacts	https://github.com/SGcpu/AeroGraph#updating-cross-language-artifacts
Phase 2 Quick Start	https://github.com/SGcpu/AeroGraph#phase-2-quick-start
Phase 2 API Endpoints	https://github.com/SGcpu/AeroGraph#phase-2-api-endpoints
Architecture	https://github.com/SGcpu/AeroGraph#architecture
How Aerograph compares	https://github.com/SGcpu/AeroGraph#how-aerograph-compares
How This Project Is Split	https://github.com/SGcpu/AeroGraph#how-this-project-is-split
Deployment Model	https://github.com/SGcpu/AeroGraph#deployment-model
Python Packages	https://github.com/SGcpu/AeroGraph#python-packages
aerograph-sdk - Core Python SDK	https://github.com/SGcpu/AeroGraph#aerograph-sdk--core-python-sdk
Installation	https://github.com/SGcpu/AeroGraph#installation
Quick Start	https://github.com/SGcpu/AeroGraph#quick-start
Async Usage	https://github.com/SGcpu/AeroGraph#async-usage
All 10 Event Kinds	https://github.com/SGcpu/AeroGraph#all-10-event-kinds
Span Hierarchy	https://github.com/SGcpu/AeroGraph#span-hierarchy
Batch Emission	https://github.com/SGcpu/AeroGraph#batch-emission
Span Context Manager	https://github.com/SGcpu/AeroGraph#span-context-manager
State Snapshot and Deterministic Hashing	https://github.com/SGcpu/AeroGraph#state-snapshot-and-deterministic-hashing
Error Handling	https://github.com/SGcpu/AeroGraph#error-handling
Injecting a Custom HTTP Client	https://github.com/SGcpu/AeroGraph#injecting-a-custom-http-client
Stable Trace IDs	https://github.com/SGcpu/AeroGraph#stable-trace-ids
Edge Cases (SDK)	https://github.com/SGcpu/AeroGraph#edge-cases
aerograph-langchain - LangChain Callback Adapter	https://github.com/SGcpu/AeroGraph#aerograph-langchain--langchain-callback-adapter
Installation (adapter)	https://github.com/SGcpu/AeroGraph#installation-1
Quick Start - Chat Model	https://github.com/SGcpu/AeroGraph#quick-start--chat-model
Chains and LCEL Pipelines	https://github.com/SGcpu/AeroGraph#chains-and-lcel-pipelines
RAG / Retriever Pipelines	https://github.com/SGcpu/AeroGraph#rag--retriever-pipelines
LangGraph State Snapshots	https://github.com/SGcpu/AeroGraph#langgraph-state-snapshots
Human-in-the-Loop Checkpoints	https://github.com/SGcpu/AeroGraph#human-in-the-loop-checkpoints
Automatic Event Mapping	https://github.com/SGcpu/AeroGraph#automatic-event-mapping
Streaming Telemetry	https://github.com/SGcpu/AeroGraph#streaming-telemetry
Edge Cases (adapter)	https://github.com/SGcpu/AeroGraph#edge-cases-1
Multi-Agent Example	https://github.com/SGcpu/AeroGraph#multi-agent-example
Local Development & Testing	https://github.com/SGcpu/AeroGraph#local-development--testing
Contributing	https://github.com/SGcpu/AeroGraph#contributing
The contract-first architecture	https://github.com/SGcpu/AeroGraph#the-contract-first-architecture
Do I need to write code in both TypeScript and Python?	https://github.com/SGcpu/AeroGraph#do-i-need-to-write-code-in-both-typescript-and-python
Workflow A - Adding or changing an event field	https://github.com/SGcpu/AeroGraph#workflow-a--adding-or-changing-an-event-field
Workflow B - Adding a new adapter (new framework)	https://github.com/SGcpu/AeroGraph#workflow-b--adding-a-new-adapter-new-framework
Workflow C - Fixing a bug or adding a feature in the collector or web UI	https://github.com/SGcpu/AeroGraph#workflow-c--fixing-a-bug-or-adding-a-feature-in-the-collector-or-web-ui
Workflow D - Python-only changes (recorder logic, helpers)	https://github.com/SGcpu/AeroGraph#workflow-d--python-only-changes-recorder-logic-helpers
CI gates and what breaks them	https://github.com/SGcpu/AeroGraph#ci-gates-and-what-breaks-them
Commit and PR conventions	https://github.com/SGcpu/AeroGraph#commit-and-pr-conventions
Running everything locally	https://github.com/SGcpu/AeroGraph#running-everything-locally
	https://github.com/SGcpu/AeroGraph#what-it-does
	https://github.com/SGcpu/AeroGraph#core-capabilities
	https://github.com/SGcpu/AeroGraph#terminology--concepts
	https://github.com/SGcpu/AeroGraph#forking-fork-from-here
	https://github.com/SGcpu/AeroGraph#lineage--navigation
	https://github.com/SGcpu/AeroGraph#identifiers-in-error-messages
	https://github.com/SGcpu/AeroGraph#repository-structure
	https://github.com/SGcpu/AeroGraph#development
	https://github.com/SGcpu/AeroGraph#updating-cross-language-artifacts
	https://github.com/SGcpu/AeroGraph#phase-2-quick-start
	https://github.com/SGcpu/AeroGraph#phase-2-api-endpoints
	https://github.com/SGcpu/AeroGraph#opentelemetry-interoperability
	https://github.com/SGcpu/AeroGraph#architecture
	https://github.com/SGcpu/AeroGraph#how-aerograph-compares
	https://github.com/SGcpu/AeroGraph#the-core-difference
	https://github.com/SGcpu/AeroGraph#detailed-breakdown
	https://github.com/SGcpu/AeroGraph#how-this-project-is-split
	https://github.com/SGcpu/AeroGraph#deployment-model
	https://github.com/SGcpu/AeroGraph#typescript--nodejs-packages
	https://github.com/SGcpu/AeroGraph#aerographcontracts
	https://github.com/SGcpu/AeroGraph#aerographsdk
	https://github.com/SGcpu/AeroGraph#aerographadapter-langchain
	https://github.com/SGcpu/AeroGraph#aerographotel
	https://github.com/SGcpu/AeroGraph#python-packages
	https://github.com/SGcpu/AeroGraph#aerograph-sdk---core-python-sdk
	https://github.com/SGcpu/AeroGraph#installation
	https://github.com/SGcpu/AeroGraph#quick-start
	https://github.com/SGcpu/AeroGraph#async-usage
	https://github.com/SGcpu/AeroGraph#all-10-event-kinds
	https://github.com/SGcpu/AeroGraph#span-hierarchy
	https://github.com/SGcpu/AeroGraph#batch-emission
	https://github.com/SGcpu/AeroGraph#span-context-manager
	https://github.com/SGcpu/AeroGraph#state-snapshot-and-deterministic-hashing
	https://github.com/SGcpu/AeroGraph#error-handling
	https://github.com/SGcpu/AeroGraph#injecting-a-custom-http-client
	https://github.com/SGcpu/AeroGraph#stable-trace-ids
	https://github.com/SGcpu/AeroGraph#edge-cases
	https://github.com/SGcpu/AeroGraph#aerograph-langchain---langchain-callback-adapter
	https://github.com/SGcpu/AeroGraph#installation-1
	https://github.com/SGcpu/AeroGraph#quick-start---chat-model
	https://github.com/SGcpu/AeroGraph#chains-and-lcel-pipelines
	https://github.com/SGcpu/AeroGraph#rag--retriever-pipelines
	https://github.com/SGcpu/AeroGraph#langgraph-state-snapshots--node-tracking
	https://github.com/SGcpu/AeroGraph#1-automatic-langgraph-node--state-tracking-default
	https://github.com/SGcpu/AeroGraph#2-explicit-custom-snapshots--state-diffs
	https://github.com/SGcpu/AeroGraph#human-in-the-loop-checkpoints
	https://github.com/SGcpu/AeroGraph#automatic-event-mapping
	https://github.com/SGcpu/AeroGraph#streaming-telemetry
	https://github.com/SGcpu/AeroGraph#edge-cases-1
	https://github.com/SGcpu/AeroGraph#multi-agent-example
	https://github.com/SGcpu/AeroGraph#local-development--testing
	https://github.com/SGcpu/AeroGraph#contributing
	https://github.com/SGcpu/AeroGraph#the-contract-first-architecture
	https://github.com/SGcpu/AeroGraph#do-i-need-to-write-code-in-both-typescript-and-python
	https://github.com/SGcpu/AeroGraph#workflow-a---adding-or-changing-an-event-field
	https://github.com/SGcpu/AeroGraph#workflow-b---adding-a-new-adapter-new-framework
	https://github.com/SGcpu/AeroGraph#workflow-c---fixing-a-bug-or-adding-a-feature-in-the-collector-or-web-ui
	https://github.com/SGcpu/AeroGraph#workflow-d---python-only-changes-recorder-logic-helpers
	https://github.com/SGcpu/AeroGraph#ci-gates-and-what-breaks-them
	https://github.com/SGcpu/AeroGraph#commit-and-pr-conventions
Conventional Commits	https://www.conventionalcommits.org/
	https://github.com/SGcpu/AeroGraph#running-everything-locally
agents	https://github.com/topics/agents
ai	https://github.com/topics/ai
debugging	https://github.com/topics/debugging
langchain	https://github.com/topics/langchain
langgraph	https://github.com/topics/langgraph
llm	https://github.com/topics/llm
multi-agent	https://github.com/topics/multi-agent
observability	https://github.com/topics/observability
reactflow	https://github.com/topics/reactflow
tracing	https://github.com/topics/tracing
typescript	https://github.com/topics/typescript
Readme	https://github.com/SGcpu/AeroGraph#readme-ov-file
Apache-2.0 license	https://github.com/SGcpu/AeroGraph#Apache-2.0-1-ov-file
Code of conduct	https://github.com/SGcpu/AeroGraph#coc-ov-file
Contributing	https://github.com/SGcpu/AeroGraph#contributing-ov-file
Activity	https://github.com/SGcpu/AeroGraph/activity
9 stars	https://github.com/SGcpu/AeroGraph/stargazers
0 watching	https://github.com/SGcpu/AeroGraph/watchers
2 forks	https://github.com/SGcpu/AeroGraph/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FSGcpu%2FAeroGraph&report=SGcpu+%28user%29
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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