Agent orchestration framework with git-backed storage
Project description
GitLord
Agent orchestration framework with Git-backed storage. Every turn is a Git commit — inspectable, rewindable, forkable.
Quickstart
pip install gitlord[all]
from gitlord import Session, SessionConfig, Turn, TurnRole
config = SessionConfig(log_repo_path="log")
session = Session.create("my-agent", config)
session.append_user_turn("Hello, what's the weather in London?")
turns = session.get_turns()
for t in turns:
print(f" [{t.role}] {t.content[:80]}")
Install
pip install gitlord # core only (pydantic)
pip install gitlord[all] # everything
pip install gitlord[mcp] # MCP server support
pip install gitlord[litellm] # LLM model routing (litellm)
pip install gitlord[chromadb] # ChromaDB vector index
Architecture
| Module | What |
|---|---|
gitlord.git |
Git plumbing — tree/commit construction, CAS updates, orphan branches |
gitlord.session |
Session lifecycle — create, resume, append turns, rewind |
gitlord.subagent |
Subagent management — spawn, complete, drain, trim |
gitlord.context |
Context assembly — dedup, summarization, token budget, cache |
gitlord.mcp |
MCP server lifecycle — tool discovery, call, crash recovery |
gitlord.model |
LLM router — tool schema translation, retry/fallback |
gitlord.rag |
Vector index — ChromaDB wrapper, MMR search |
gitlord.index |
JSON index — rebuild from git log |
gitlord.cli |
CLI — gitlord run, log, tree, show, rewind, diff, index |
How it works
Every turn is a Git commit on a branch under refs/agents/:
refs/agents/<session-id>— session branchrefs/agents/sub/<session-id>/<ulid>— subagent branches
Turn content is stored as JSON blobs in a turns/ subdirectory in the tree.
Git trailers encode turn metadata (turn number, type, agent, tokens).
Subagent results are linked via Subagent-Result trailer.
CLI
gitlord run my-session # run a session
gitlord log my-session # view turn history
gitlord tree my-session # view branch structure
gitlord show <sha> # show turn JSON
gitlord rewind my-session <sha> # rewind to checkpoint
gitlord diff <sha-a> <sha-b> # diff two turns
Development
pip install -e ".[all]"
pytest tests/
License
MIT
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