mneme-core
Python core for mneme: vault-native memory for Claude Code, also usable from Codex and any MCP client. mneme is Claude-Code-native by origin and client-neutral at the core.
This package provides:
- FTS5 BM25 full-text indexer with language-aware normalization (Turkish casefold module included as utility).
- RRF-ready retrieval pipeline at
k=60, with FTS5 shipped and optional backends injectable by callers. - Graphiti bi-temporal knowledge graph adapter, gated by the full profile and local Neo4j.
- Roadmap dense embedding adapter. The v1.0 standard profile reserves the runtime slot but does not ship packaged LEANN retrieval.
- Background compression pipeline with 4-D rubric (Accuracy, Depth, Context, Continuity) and cost cap ledger.
- Adaptive Context Layer:
distill.shell_compress,distill.injection_dedup,distill.adaptive_topk,distill.compressed_format, and themneme auditCLI.
Installation
pip install mneme-core
For development:
pip install -e ".[dev]"
Quality Gates
This package targets Python 3.11+ and passes ruff lint plus mypy --strict. Test coverage minimum is 80 percent for business logic.
License
Apache License 2.0. See LICENSE and NOTICE in the repository root.
1 maintainer
Metadata
1 maintainer
Release files for mneme-core 4.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| mneme_core-4.1.0.tar.gz | 382.2 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| mneme_core-4.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 640.4 kB
Release files / mneme_core-4.1.0.tar.gz
| Download URL | mneme_core-4.1.0.tar.gz |
|---|---|
| Size | 382.2 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
7adc3aa6228f580b88af20c930c1d759d37223783dd7cede91d2b3d4ddd1baca
|
|
BLAKE2b-256 checksum How to use checksums |
2b12d61af426840ddca08f38a0cdc0976b3e7d617ba379eeb1969fa63f0d78b4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 31, 2026.
Transparency logRelease files / mneme_core-4.1.0-py3-none-any.whl
| Download URL | mneme_core-4.1.0-py3-none-any.whl |
|---|---|
| Size | 258.2 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
b3d42a96967ec26b049ecd8421182bf4de3d82dcc4eeba192a79a102e82119c7
|
|
BLAKE2b-256 checksum How to use checksums |
d386daadfa13fe297078911b12bf947c1a3b2b4ecc0f9695e28913abd6517956
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 31, 2026.
Transparency logSecurity for mneme-core 4.1.0
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for mneme_core-4.1.0.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 31, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
