Core modules
Thecli-synthegration/ directory contains the following modules:
branch_manager.py— Create, list, merge, and delete conversation branchesconv_branching.py— Core branching logic for forked DeepSeek threadsconv_explorer.py— Interactive explorer for browsing session trees and message historyconv_export_cli.py— Command-line exporter for sessions in JSON and other formatsaccount_manager.py— Manage DeepSeek accounts, API keys, and profilestoken_provider.py— Rotate and provision API tokens with expiration trackingsync_pipeline.py— Synchronize session exports between local storage and remote archiveslive_export.py— Real-time export of active conversations as they progresslive_search.py— Full-text search across the entire session archive
Session archive
All exported sessions are stored insynthegration_exports/. The archive currently holds 3,281 session files and is continuously updated by live_export.py and sync_pipeline.py. Each export contains the full message tree, metadata, and branch pointers so you can reconstruct any conversation state.
Conversation branching
Branching lets you split a conversation at any message and continue on a new thread without affecting the original. Usebranch_manager.py to create branches, or fork directly from DeepCLI with the fork command. Branch metadata is stored alongside the session export so the full tree remains navigable.
Chronos: time-loop acceleration
Chronos is a utility within CLI Synthegration that accelerates iterative conversation loops. It batches prompts, preloads context, and pipelines exports so you can run rapid experiments against the same base conversation without waiting for full round-trips between each iteration.Chronos is most effective when combined with
live_export.py so results are captured automatically during fast loops.Account and token management
CLI Synthegration includes dedicated modules for credential lifecycle management.token_provider.py tracks expiration dates and can proactively rotate tokens before they expire, which is useful for long-running autonomous agents that depend on stable API access.