Typed events for Claude Code transcripts: discovery, a superset JSONL parser (Python + Rust), and ingestion-state tracking.
Project description
cc-transcript
cc-transcript parses Claude Code's on-disk JSONL transcripts into a typed superset event model — every entry type preserved, nothing dropped — so you build on one faithful representation and apply your own semantic filtering on top.
The one property that makes it worth using: the parser is non-lossy. It never silently discards sidechains, synthetic turns, tool results, or unrecognized entry types; filtering is opt-in and lives in your code, not buried in the parser.
Install
uv add cc-transcript # or: pip install cc-transcript
Quickstart
Discover the transcripts on disk, parse one, and look at the events:
from cc_transcript import TranscriptDiscovery, parse_events, AssistantEvent, UserEvent
events = parse_events(TranscriptDiscovery.find_transcripts()[0])
for event in events:
match event:
case UserEvent(text=text):
print("user:", text[:80])
case AssistantEvent(model=model, text=text):
print(f"assistant ({model}):", text[:80])
Compose a filter from small building blocks and apply it. The builders return clauses,
build_spec assembles them into a spec, and apply_spec yields the survivors:
from cc_transcript import apply_spec, build_spec, keep_only, drop_junk, drop_short
spec = build_spec(keep_only("user", "assistant"), drop_junk("structural"), drop_short(2))
clean = list(apply_spec(events, spec))
NOISE_SPEC is a ready-made spec for the universal structural noise (system reminders,
local-command output, skill banners). For flag-style filtering, FilterConfig is also
available — every rule is off by default, so a bare FilterConfig() passes everything through.
What problems does this solve?
- One faithful parse. Anything reading Claude Code transcripts re-implements the same JSONL quirks (str-or-list content, tool results nested two ways, envelope-less mode markers). This is that parser, written once and typed strictly.
- Non-lossy by design. The event model is a superset: sidechains,
<synthetic>turns, thinking blocks, and unrecognized entry types all survive parsing. You decide what to drop, via composable filter specs (build_spec) orFilterConfig. - Incremental ingestion.
FileStateStoretracks per-file mtimes in SQLite (WAL, thread-safe) so re-runs only reparse changed files, and you compose your own writes in the same transaction. - Pluggable backends. A Rust backend (PyO3 + rayon) is the default fast path, with a pure-Python reference parser behind the same
Backendprotocol as the fallback — both at full event parity.
Docs
Read the docs for the full guides — Getting Started, Filtering events, Scoring sentiment, Rust/Python backends & parity, and Compose your own policy — plus the complete API reference.
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