Changelog

Recent releases and package truth.

Latest published package: v2.1.3. Bilinc 2.1.3 is the cloud-only public SDK, CLI, and MCP adapter for hosted Bilinc Cloud.

Benchmark refresh

2026-06-02 memory benchmark receipts

Fresh benchmark work tightened the public proof layer while keeping scope explicit: reproducible LongMemEval-s retrieval plus caveats for internal-only regressions.

LongMemEval-s cleaned

98.0% R@5 / 0.933 NDCG@5 on the full 500-question fixture with no LLM reranker or paid API.

Internal regressions

ConvoMem 98.0% and LoCoMo 90.35% are internal ReARC keyword regression checks, not official dataset claims.

Migration

v2.1.3 CLI activation path

Bilinc 2.1.3 keeps the cloud-only public package surface and makes first use simpler. Install the package, run bilinc start, connect once with bilinc login, then verify hosted commit and recall with bilinc quicktest.

Upgrade package

pip install -U bilinc==2.1.3

Connect Cloud key

Create a hosted API key, then use bilinc login locally or BILINC_API_KEY in server runtimes.

Use CloudClient

Replace local runtime imports with from bilinc import CloudClient.

Attach MCP

Point MCP config at python -m bilinc.cloud_mcp.

Open v2 quickstartUpdate MCP config

v2.1.3

2026-06-01
  • Current published PyPI package release.
  • Tightens PyPI-to-Cloud activation: bilinc start now points users to trial signup, API key creation, bilinc login, and bilinc quicktest.
  • Adds tracked CLI signup/install links so package downloads can be connected to trial activation without exposing secrets.
  • Keeps the cloud-only public package boundary: CloudClient, CLI, and Cloud MCP adapter only.

v2.1.2

2026-05-29
  • Adds CLI-led activation with bilinc start, bilinc login, bilinc quicktest, bilinc doctor, and bilinc mcp install.
  • Keeps the cloud-only public package boundary: CloudClient, CLI, and Cloud MCP adapter only.
  • Updates the public README and docs to the 60-second Cloud activation path.

v2.1.1

2026-05-26
  • Restored the intended cloud-only public package boundary after a previous packaging regression.
  • Restores the intended cloud-only public package boundary after a previous packaging regression.
  • Public wheel and sdist contain CloudClient, CLI, and Cloud MCP adapter only.
  • Local StatePlane/storage/runtime internals are excluded from the public package artifacts.

v2.0.0

2026-05-20
  • Cloud-only public package line used for the first hosted Bilinc Cloud release.
  • Superseded by v2.1.1 and v2.1.3, which keep the cloud-only public package boundary.

v1.2.5

2026-05-09
  • Previous self-host/runtime package line before the cloud-only public package line.
  • Downloads badge switched to the Pepy all-time downloads badge for GitHub and PyPI rendering.

v1.2.4

2026-05-09
  • Pinned the downloads badge after upstream rate-limit issues on the dynamic endpoint.

v1.2.3

2026-05-09
  • Refreshed the PyPI long description and README badge set.

v1.2.2

2026-05-06
  • Audit trail append hardening for stale multi-process roots.
  • MCP diff validation fix and status version correctness.

v1.2.1

2026-04-17
  • PyPI metadata update: license field switched to BUSL-1.1.
  • Package version bumped for metadata consistency.

v1.2.0

2026-04-17
  • Phase 7 scheduler runtime completed with background jobs.
  • Phase 8 MCP expansion including smart recall, summarize, benchmark, and export/import tools.
  • Snapshot-based full-phase regression added.

v1.0.4

2026-04-10
  • Persistence and rollback reliability hardening.
  • Hermes integration fixes and deterministic failure envelopes.
  • CI supply-chain hardening and SQLite lock handling improvements.
Published

Package truth

Public package claims follow the latest PyPI release: `v2.1.3`.

Install path

Cloud SDK path

Use `pip install -U bilinc` and `bilinc start` for the CLI-led Cloud path. Runtime access requires a hosted API key.

Read evidence-aware recall docsRequest source access