Infinibay / ken

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      "created_at": "2026-05-06T18:07:16Z",
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          "body": "Replaces the MCP surface. Thirty tools cost ~2,700 tokens of schema before\nan agent had done anything, and a listing that long is itself a selection\nproblem: if a human engineer cannot say which of thirty tools answers a\nquestion, a model cannot either.\n\nThe split is deliberate, and it is not \"merge\n[…]\nctive channel\n    watched the agent work and scored none of it.\n\ntests: 691 passing, including a guard that no registered tool publishes an\nempty parameter schema — the class of bug, not the instance.",
          "is_bot": false,
          "headline": "Release 0.12.0: six tools instead of thirty",
          "author_name": "Andres Jose Borek",
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          "body": "The 0.10.2 patch release already shipped the guard and the schema fix\nto PyPI, but it deserved a minor bump rather than another patch:\n\n* Anyone still on 0.10.0 from PyPI needs a clear signal that the fix\n  is a non-patch change — the wheel had a wrong pin and a missed\n  migration, so silently re-releasing as a patch would understate it.\n* Adds a Troubleshooting MCP startup section to the README so users\n  who hit the same failure mode have something to land on when\n  searching.",
          "is_bot": false,
          "headline": "Release 0.11.0: minor bump for the MCP guard + README troubleshooting",
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          "body": "ken-rank 0.10.0 on PyPI shipped with the wrong pin (mcp>=1.0) and code\nthat only worked with that range. Installations done before the 0.10.1\nfix could resolve mcp 1.x and then fail at MCP server import with a raw\nImportError that the host assistant saw as 'MCP failed to start'.\n\n0.10.2 closes that \n[…]\nor every param.\n  ken tools file_symbols --no-include-docstrings used to fail because\n  argparse didn't see 'boolean' and rejected the --no- flag. The\n  schema now mirrors what the SDK itself derives.",
          "is_bot": false,
          "headline": "Release 0.10.2: guard the MCP startup against mcp<2.0",
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          "oid": "ef55b29fa6c123866dfea95f2d4ac81a2f30b92a",
          "body": "- fix(mcp): migrate ken mcp server to mcp>=2.0 (c4954cf)\n- bump: 0.10.0 → 0.10.1\n\nThe MCP server in 0.10.0 imported from mcp.server.fastmcp, which\n2.0 removed; hosts pinned to mcp 2.x (opencode today) failed to\nregister any ken tools. 0.10.1 ports the server to mcp.server.MCPServer\nwithout changing the tool surface.",
          "is_bot": false,
          "headline": "Release 0.10.1: mcp 2.x compat",
          "author_name": "Andres Jose Borek",
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          "body": "mcp 2.0 removed the high-level FastMCP decorator surface\n(mcp.server.fastmcp). The ken MCP server was still importing\nfrom there, so 'ken mcp' crashed at startup with\nModuleNotFoundError, and opencode (and any host pinned to\nmcp 2.x) marked the server as failed and exposed zero tools.\n\nThe server no\n[…]\nsthrough) reads from a parallel registry\npopulated alongside the SDK registration so it doesn't have to\nspin up stdio to print --help.\n\nBumps mcp floor to >=2.0 in pyproject.toml; regenerates uv.lock.",
          "is_bot": false,
          "headline": "fix(mcp): migrate ken mcp server to mcp>=2.0",
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          "body": "OpenCode (https://opencode.ai) has no lifecycle-hook equivalent to\nClaude Code or Codex CLI — its plugin system is JS/TS-based and runs\non Bun/Node. The documented way to expose structured tools to\nOpenCode is the MCP server block in opencode.json, which speaks the\nsame protocol ken already serves f\n[…]\npencode.py; existing\ntest_install_codex.py updated for the new install() signature.\n\nBumps to 0.10.0 — new feature (wiring a third assistant). Tagged\nv0.10.0 will trigger the publish-to-PyPI workflow.",
          "is_bot": false,
          "headline": "feat(install): wire ken into OpenCode via MCP",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
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          "body": "`tempfile.mkstemp` creates at 0600 for security and `os.replace` preserves that\nmode, so every `.ken/vectors/*.json` landed stricter than the `.vec` files next\nto it — 600 against 644 (or 664, depending on umask).\n\nHarmless when one user owns the tree. On a shared `.ken/` — CI, a container\nrunning a\n[…]\n back to the inline\ncolumn instead of reporting a permissions problem.\n\nSpotted in a user's `ls -l`, not by a test, which is why one now pins it.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(vectors): manifests inherit the umask, like the segments beside them",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-27T17:26:31Z",
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          "body": "0.9.0 moved the vectors out of `ken.db` and added a subcommand, and the README\nsaid nothing about either. Adds a section covering where they live now, the\nnumbers behind the move, and how to convert an existing project — including\nthat stopping the daemon first avoids its 5 s busy timeout, and that \n[…]\nin 219.2 s; it does not establish that `--embed` was\npassed, so the derived \"4 000 stored vectors a second\" claim is out until that\nis confirmed.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: document the vector store and `ken vectors migrate`",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-27T17:20:45Z",
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          "body": "`ken vectors migrate` set the `embedding` column to NULL and stopped. SQLite\nkeeps those pages on its free list, so the file did not shrink and the command\nprinted \"run VACUUM or `ken vectors compact` to reclaim disk\" — which was also\nwrong, since compact rebuilds the vector store and never touches \n[…]\n to render as \"0 MB\".\n\nVerified end to end on a simulated pre-0.9.0 index: 14.2 MB -> 0.5 MB, verify\nclean, second run reports \"nothing to move\".\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(vectors): migrate reclaims the freed pages (v0.9.1)",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
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          "body": "Minor rather than patch: the on-disk layout changes. Vectors move out of the\n`embedding` columns into .ken/vectors/, the schema gains vec_slot plus the\nallocation, free-list and name-token tables, and `ken vectors` is a new\nsubcommand. Existing indexes keep answering correctly — every read path fall\n[…]\n— and `ken install` converts\nthem in place.\n\nOn a Linux 7.1-rc2 index: rank() 21.3 s -> 1.82 s, ken.db 4.10 GB -> 214 MB,\ntop-k output unchanged.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Release 0.9.0: memory-mapped vector store",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-27T17:10:13Z",
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          "body": "`ken rank` took 43.2 s on a Linux 7.1-rc2 index (101 083 files, 771 563\nsymbols) against a 60 s daemon timeout — and that was the floor, with no\nsession history for the reactive and predictive channels to score.\n\nProfiling put 97% of it in two channels, and cleared SQLite of blame. Over\nthe same 2.9\n[…]\nxisting indexes keep working untouched: every read path falls back to the\ninline column for rows without a slot, and `ken install` converts them.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf(ranker): memory-map the vectors, invert the name tokens",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-27T16:49:30Z",
          "body_truncated": true,
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          "body": "….8.1)\n\n`ken install --embed` was 11.2s on a 753-file project and burned 400s of\nCPU doing it. Profiled: SQLite writes were 8%, the whole of I/O under\n10% — WAL with synchronous=NORMAL does not fsync per commit — while\nembedding was 60% and parsing 21%.\n\nThe embedding cost was not the model, it was \n[…]\ng a user can feel, and it\nwould slow the torch backend on many-core machines. OMP_NUM_THREADS\nremains available to anyone who wants the CPU back.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf(indexer): batch the embedder across files, parse in parallel (v0…",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-27T13:34:27Z",
          "body_truncated": true,
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          "oid": "78ffa114fcbfbcda9606aae4d898f6cd83c79cfe",
          "body": "…6 languages (v0.8.0)\n\nThe static table becomes the default embedder for new projects and now\ntravels inside the wheel, so a fresh install has it offline with nothing\nto download.\n\nWhat changed about the table itself is what it was shown. v1 was fitted\non ~13 000 texts from a single workspace and wa\n[…]\nmports), registered for .html/.htm/.vue/.svelte, so\nthose files are indexed at all — they were the one gap in the languages\nthe table now covers.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(embedder): ship the static table in the wheel, balanced across 1…",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-27T03:31:32Z",
          "body_truncated": true,
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          "oid": "59af68afbb5184569966df30f06773fb256a89db",
          "body": "Adds a third backend: instead of running a network over every token, look\neach token's vector up in a fitted table, sum, project once per text,\nnormalise. Per token that is a gather and an add against 0.88 GFLOP for\nQwen3-Embedding-0.6B, and it needs neither torch nor ONNX — numpy and\ntokenizers, bo\n[…]\nefault, a\ndeveloper holding a cached table would otherwise run a different suite\nthan CI and learn about it through unrelated assertions failing.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(embedder): static token table as the default embedder when present",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-26T22:34:22Z",
          "body_truncated": true,
          "is_coding_agent": true
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        {
          "oid": "d27b6ce0ac68a4bc26aa6cbbe5ea47b0d3b27100",
          "body": "sentence-transformers loads a checkpoint in its native dtype on an\naccelerator, so Qwen3-Embedding — ken's recommended model — runs in\nbfloat16 on CUDA. bf16's ~8-bit mantissa cannot represent a unit norm\nto better than a few parts in a thousand, and `_looks_encoded` demanded\n1e-3. Measured on an RT\n[…]\neturns norms within 1.2e-7 of 1.0, and its vectors agree with the\nCPU reference at cosine 0.999853 mean / 0.999639 min over 256 real\nindex texts.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(embedder): stop demoting healthy GPUs over bfloat16 rounding",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-26T21:49:17Z",
          "body_truncated": true,
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        {
          "oid": "c3912988d90b7668bb018a8b6513c4c21acf51e7",
          "body": "0.7.0 shipped reporting `ken 0.6.0`. The version lived in two files —\n`pyproject.toml` for the package metadata and `src/ken/__init__.py` for\neverything at runtime — and only the first was bumped. It is not a one-off:\n0.5.0 went out the same way.\n\n`src/ken/__init__.py` is now the only place it is wr\n[…]\nto a clean venv: `ken --version`\nand `importlib.metadata.version(\"ken-rank\")` both report 0.7.1 — the check\nthat was missing when 0.7.0 went out.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Release 0.7.1: make the version a single source of truth",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-24T22:40:44Z",
          "body_truncated": true,
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        {
          "oid": "9c1a737a4e335ee1c7b7b86fb0ff018331081856",
          "body": "`_resolve_device()` only ever probed `torch.cuda`, so every Mac ran the\ntorch backend on the CPU no matter what. It now prefers CUDA, then MPS,\nthen CPU; `KEN_EMBED_DEVICE` gains `cuda` and `mps`, and naming one\naccelerator restricts the choice to it rather than substituting the other.\n\nMPS is trust\n[…]\nrdware: MPS correctness for this model is inferred\nfrom a shared root cause, not retested upstream. The guards are there\nbecause it could not be.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Release 0.7.0: Apple Silicon (MPS) support for the torch embedder",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-24T22:30:51Z",
          "body_truncated": true,
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        },
        {
          "oid": "67cdc3cb4be3fafabfe8147d7450d929eb7450ae",
          "body": "…ool catalogue\n\nThe old block spent ~780 tokens per prompt re-listing all 30 ken tools with a\none-line paraphrase each. The MCP handshake already puts every tool's name,\ndocstring and schema in the assistant's context (~3,250 tokens), so that was\nmostly duplication — and the tool docstrings are now \n[…]\n file\n  created moments ago is invisible to it. The fallback condition is now named\n  instead of left as \"when ken is insufficient\".\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: rewrite the recommended assistant prompt around policy, not a t…",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-24T19:38:09Z",
          "body_truncated": true,
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        {
          "oid": "780cc924fe83899a4f8fc48e1c6af3681072e4bf",
          "body": "The pre-release review flagged test_search_symbols_leaves_prose_queries_on_pure_\nsimilarity as vacuous: its fixture held no symbol whose name overlapped the\nquery, so the literal channel could never have fired and the assertions held\nwhether or not `_identifier_query` rejected prose at all.\n\nRebuilt\n[…]\nion. Added a direct unit test of `_identifier_query` alongside it.\n\nTest-only; the shipped 0.6.0 behaviour is unchanged and correct.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "tests: make the prose-query gate test able to fail",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
          "committed_at": "2026-07-24T18:55:58Z",
          "body_truncated": true,
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          "oid": "134ad610cf90ba8bffbb9821bd4893917c7359a7",
          "body": "…ranker tools\n\nFollows the 0.3.0 ranker work by auditing every *other* tool for mathematical,\nstatistical and vector-space correctness, then putting the result through an\nadversarial review pass that found four more defects in the fixes themselves.\n\nEmbeddings — query/passage asymmetry:\n- Stored *do\n[…]\n\n\nAlso fixes `ken --version`, which reported 0.4.0 on a 0.5.0 install — the\n0.5.0 bump missed src/ken/__init__.py.\n\n555 tests (+36).\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Release 0.6.0: fix the math, statistics and embedding use of the non-…",
          "author_name": "Andres Jose Borek",
          "author_login": "anga",
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          "headline": "Improve exact symbol ranking for large repos",
          "author_name": "Andres",
          "author_login": "anga",
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          "headline": "Add bounded eager embedding install mode",
          "author_name": "Andres",
          "author_login": "anga",
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          "headline": "Improve agent context ranking and install flows",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-07T20:53:22Z",
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          "oid": "8644480b5a43aa808deefa694b4d31a60b44f1b4",
          "body": "`ken install` now also wires .codex/hooks.json (5 events: SessionStart,\nUserPromptSubmit, PreToolUse, PostToolUse, Stop) and registers the ken\nMCP server in .codex/config.toml. Stop hook handles Codex's\nlast_assistant_message field directly while still falling back to\nClaude Code's transcript_path. \n[…]\nll.\n\n12 new tests for the template (idempotent merge, user-entry\npreservation, MCP TOML block append/remove). Suite now 183 tests.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Codex CLI integration: install hooks + MCP alongside Claude Code",
          "author_name": "Andres",
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          "body": "Replaces the early-WIP stub with a real install/use guide. Adds the\nlitellm benchmark numbers (24-35% token cost reduction across read-only\nand write tasks) as concrete validation, plus a tour of what's inside\nand the legacy-rust tag pointer.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "README: install/usage guide + benchmark results",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-07T17:04:13Z",
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          "oid": "f044fa7ad6a22f3481ec7ccfe5540d392bbad328",
          "body": "Adds 127 tests covering every testable code path outside the live HTTP\ndaemon, MCP server, and fastembed model load. Suite goes from 44 → 171\ntests in ~0.5s wall.\n\n- ranker: boosts (freshness/cooc/dismissal), fuzzy channel, output\n  rendering at all verbose levels, explain() per-channel breakdown,\n \n[…]\nith a deterministic FakeEmbedder.\n- daemon: DaemonState session bookkeeping, _extract_cited_paths,\n  IndexQueue dedup + lifecycle.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Tests: ranker boosts/fuzzy/output/explain/rank, parsers, daemon, indexer",
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          "body": "Eleven correctness + consistency fixes across the rank pipeline. The\nbig ones:\n\n* Pattern multiplier was applied at both snapshot AND predictive,\n  inflating hot-pattern files exponentially across sessions. Snapshot\n  now stores the raw productivity score; predictive applies the\n  multiplier on cons\n[…]\nt_mentions (paths, bare names, qualnames, backticks), merge\n(synergy, alphabetical tiebreak), snapshot (raw storage, idempotency).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix ranker math: pattern double-amp, read_repeated, synergy, caps",
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          "oid": "d50be65998e7c373995b43b4fd35440ebc05b688",
          "body": "Seven incremental signals + a debug surface for the context-rank\nranker, all sharing the same merge / boost pipeline as before:\n\n* PostToolUse failures retract the matching pre-phase interaction —\n  a broken Edit no longer counts as `edit:2.0`.\n* Fuzzy channel folds mtime recency into similarity *be\n[…]\nnst a different query.\n  ken_explain_rank(query) — per-channel breakdown + per-boost deltas.\n    For \"why didn't file X show up?\".\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Ranker round 2: explicit mentions, transcript citations, verbose levels",
          "author_name": "Andres",
          "author_login": "anga",
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        {
          "oid": "0fadf1d601211109330ad94c2c0cfe697caf8e7c",
          "body": "Adds five tree-sitter extractors next to the existing Python one,\nsharing a small `_helpers.py` for sibling-walking, doc-comment\nstripping, and node text extraction. Each emits the same ParsedFile\nshape so the indexer doesn't grow language-specific branches.\n\n`_start_sibling()` walks through transpa\n[…]\nck_comment` accepts both `comment` and\n`block_comment` because tree-sitter-java names javadoc differently from\nthe JS/TS grammars.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Parsers: Rust, JavaScript, TypeScript, Go, Java",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-07T01:48:50Z",
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          "oid": "80a959b49a566039b2b1c695f98aa996d2a0a293",
          "body": "ken now exposes itself to Claude Code as an MCP server, registered\nautomatically via .mcp.json on `ken install`. Five tools that close\nthe gap between observational ranking (auto-injected on every\nprompt) and on-demand queries the model can call mid-conversation.\n\nSchema:\n- New `cr_findings` table (\n[…]\nng\n- remember/recall round-trip works (cosine on stored findings)\n- dismiss writes cr_interactions row with event_type='dismissed'\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Phase 6: MCP server + 5 tools (search, recall, dismiss, remember)",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-07T01:39:44Z",
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        },
        {
          "oid": "c046d0a9a906c1888647906120ef593a5070892a",
          "body": "The cr_interactions.context_id column was always there (schema v1)\nbut never populated. Wire it up: every tool-call interaction now\ncarries the id of the user_prompt context that anchors its turn.\nThe reactive channel uses that to apply per-turn decay on top of\nper-iteration decay — captures the use\n[…]\n1 (\"how does login work?\")\n  edit auth.py x3  → context_id=1\n  edit payments.py → context_id=6 (\"now fix charge() in payments.py\")\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Per-turn anchors + per-turn decay in reactive ranker",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-07T01:31:45Z",
          "body_truncated": true,
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          "oid": "059bae8335a2d6eb4fe3401d4c0067f53cd7e440",
          "body": "Closes the loop. UserPromptSubmit now returns a ranked context block\nthat Claude Code prepends to the model's view, and SessionEnd snapshots\nthe session's productivity scores so future sessions have history.\n\nNew module ``ken.ranker``:\n- ``__init__.py`` — public ``rank(...)`` + ``RankedItem`` / ``Ra\n[…]\n its session_scores entry by 3.3×.\n\nThe system is now learning across sessions — exactly the loop the\nReadSkipped pattern unlocks.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Phase 5: ranker (3 channels + 2 boosts) + <context-rank> injection",
          "author_name": "Andres",
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          "committed_at": "2026-05-07T01:10:40Z",
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          "oid": "71588c196316498fab20e17bd3de07a96195516c",
          "body": "Adds the embedder module and threads it through the indexer + daemon.\nFiles, symbols, and user prompts now get 384-dim float32 vectors stored\nas BLOB in their respective tables — exactly what Phase 5's ranker\nwill consume.\n\nEmbedder (`ken.embedder`):\n- `OnnxEmbedder` wraps the Python `fastembed` pac\n[…]\nol vs 0.44 against `Session` and\n  0.31 against `expire` — the semantic signal the Phase 5 ranker will\n  consume is clearly there.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "Phase 4: ONNX embedder (fastembed) + integration",
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          "oid": "91b2e2aa05ef03c719d9ccba3b1013f343d30e99",
          "body": "Daemon now reacts to filesystem changes in real time. Adds and modifies\ntrigger a reparse (hash-skip absorbs no-op writes); deletes drop the\nfile from the index (CASCADE handles symbols / imports / refs).\n\nNew modules:\n\n- ``daemon/index_queue.py`` — thread-safe queue + worker. Coalesces\n  events by \n[…]\nlo/goodbye)\n- `rm src/added.py` → watcher fired → ci_files row deleted (CASCADE)\n- daemon /shutdown brings everything down cleanly\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Phase 3: file watcher + incremental reindex",
          "author_name": "Andres",
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          "committed_at": "2026-05-07T00:41:43Z",
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          "oid": "5d7f1a28a4fce89f876e0a9a3476fd4d5a134e53",
          "body": "Replaces the Phase 1 stubs with a real per-project daemon. Hooks are now\nthin HTTP clients that spawn the daemon on first contact and silently\nfall back if it can't be reached (Claude Code never sees a hook fail).\n\nDaemon (`ken serve [PATH] [--background]`):\n- ThreadingHTTPServer on a free localhost\n[…]\noken → 401.\n- /shutdown brings the daemon down cleanly; runtime files are removed.\n- Cold hook after shutdown respawns the daemon.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Phase 2: HTTP daemon + hook plumbing",
          "author_name": "Andres",
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          "committed_at": "2026-05-07T00:24:20Z",
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          "oid": "45a5977e7474178e4ee32f019be72caae86b1948",
          "body": "Fresh start on the `rewrite` branch. New stack: Python 3.12 + uv + SQLite\n(per-project, in `.ken/`). Mirrors infinidev's context-rank shape but\ntalks to vanilla Claude Code via hooks instead of wrapping the agent.\n\nWhat works:\n- `ken install [PATH]` end-to-end. Creates `.ken/{ken.db,meta.json}`,\n  a\n[…]\nith\ncorrect symbols, qualnames, docstrings, and imports for a hand-rolled\nPython file. Re-running is idempotent (hash-based skip).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Phase 1: Python rewrite skeleton + ken install",
          "author_name": "Andres",
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          "committed_at": "2026-05-07T00:15:23Z",
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          "body": "Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Clean slate: wipe everything for rewrite",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-06T23:54:52Z",
          "body_truncated": false,
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        {
          "oid": "469f29b0658f10b987a03d1daf16b76251ad5397",
          "body": "- New `cuda` Cargo feature on engine + ken (off by default). When on,\n  pulls `ort` v2.0.0-rc.12 with the cuda feature and configures the\n  CUDA execution provider on FastEmbedder. ORT auto-falls back to CPU\n  at runtime if libcuda / libcudnn aren't loadable, so the same binary\n  works on both NVIDI\n[…]\nth\n  `KEN_BUILD_CUDA=0` to force CPU on a GPU host (portable artefact)\n  or `=1` to force CUDA on a CPU host (cross-compile prep).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Optional CUDA acceleration for the embedder + auto-detect in build.sh",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-06T23:10:56Z",
          "body_truncated": true,
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          "oid": "60adfc360b457ee68513ef00f4fbcc120911f334",
          "body": "Reactive ranker:\n- New `Pattern::ReadSkipped` (multiplier 0.3×). Fires when a target was\n  Read 1–2× and never Edited, *while the same session edited a different\n  target*. Previously aliased into `Neutral` (1.0×) — files the agent\n  opened, evaluated, and walked away from were getting a positive bo\n[…]\nitch the leading-tag-name compare to `as_bytes()` slicing so\n  it's UTF-8-safe. Tag names are ASCII, so the byte compare is exact.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ReadSkipped pattern + HTML ingest panic on emoji-after-`<`",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-06T22:27:10Z",
          "body_truncated": true,
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          "oid": "3e15d961baae203d08b741c6d7dd3c44c3b585b6",
          "body": "Schema:\n- Migration 0005 drops vector(768) → vector(384). Existing embeddings are\n  NULLed; re-ingest required. Schema now matches AllMiniLML6V2Q.\n- Default model is mini-q (~3× smaller, ~5–10× faster than nomic-q on CPU).\n  Removed the 768-dim nomic options from the selector — only mini-q and\n  bge\n[…]\nn an empty Vec; ingest_uri detects\n  the length mismatch and fails the file as an adapter error so PG never\n  receives bogus rows.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Switch default embedder to mini-q (384d) + harden long ingests",
          "author_name": "Andres",
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          "committed_at": "2026-05-06T22:06:54Z",
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          "oid": "295ec04fbaf5fc761fddf9ce3799a592ea732f22",
          "body": "* `FastEmbedder::from_env` reads `KEN_EMBEDDER_MODEL` to pick the model:\n  - nomic-q (default): NomicEmbedTextV15Q — quantized, 768d, ~2x faster\n    than full-precision nomic on CPU. Same embedding space, same vector(768)\n    schema, same asymmetric search_query/search_document prefixes — drop-in\n  \n[…]\nn 2x speedup with no DB migration. The 384d models give\na 5-10x speedup for fresh installs willing to accept lower-quality\nsearch.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Default to quantized NomicV15Q embedder (~2x faster on CPU, same schema)",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-06T19:31:25Z",
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          "oid": "be23637779fd3e822c515e3fbc49da3085dbd9b8",
          "body": "…URL on the CLI)\n\n* Add POST /ingest_codebase + POST /ingest_git server routes that accept a\n  workspace (id or name), an absolute path, and the same options the old\n  CLI took. Server does the heavy work using its own PostgresStorage +\n  embedder; returns flat stats JSON.\n* Refactor `run_ingest_cod\n[…]\n\nverified to keep working through the new `workspace` field shape.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Route all CLI ingest verbs through the HTTP server (no more DATABASE_…",
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          "committed_at": "2026-05-06T19:08:22Z",
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          "oid": "e9f39dcdeebd395cff81931c06c20fcfe719b2bf",
          "body": "…workspace by name\n\n* Add ContextKind::AssistantReply for the agent's final user-facing reply\n  (skips internal thinking / tool_use / tool_result blocks per the\n  user-facing-only intent).\n\n* Wire four new Claude Code hooks via `ken install`:\n  - SessionStart       -> rotate ken session_id, reset it\n[…]\nsts: 194 unit + 16 postgres integration (one new for anchor_turn).\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Session lifecycle hooks + dialog capture + per-turn anchor edges + --…",
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          "oid": "07d9d5fb9f4861a8a39720af0f614cf4c636cb98",
          "body": "Covers build, install via install.sh, running with `ken serve --with-pg`,\nwiring a project (workspace ids, ken install, initial ingest), and the\nMCP tools available inside Claude Code. Includes troubleshooting +\nre-indexing flows.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add top-level README with quick-start + 5-step setup guide",
          "author_name": "Andres",
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          "committed_at": "2026-05-06T18:09:42Z",
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        {
          "oid": "57ed6ccdf97238694e763997acd6ee81b0ce8fb5",
          "body": "* Project renamed: `cae-engine` -> `ken-engine`, server + cae-claude\n  collapsed into a single `ken` crate with one binary that takes\n  subcommands (`ken serve`, `ken ingest-*`, `ken mcp`, `ken install`,\n  `ken hook`). MCP server identifies as `ken`; state file is\n  `.claude/ken-state.json`; setting\n[…]\nser-only paths (no sudo).\n\nTests: 194 unit + 37 integration green.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Rename to `ken`, ship Phase 2 (MCP toolbelt + co-access edges)",
          "author_name": "Andres",
          "author_login": "anga",
          "committed_at": "2026-05-06T18:04:30Z",
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          "body": "A Rust engine that pre-populates LLM context for coding agents.\nPostgres + pgvector index over code/docs with a multi-channel\nranker (semantic similarity, reactive session signal, predictive\nco-occurrence) and a Claude Code MCP integration.\n\nComponents:\n- crates/engine: storage, ingest pipeline, ran\n[…]\nMCP server + PostToolUse hooks for Claude\n  Code. Exposes query_context, search_symbols, list_files as\n  tools the agent can call.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Initial commit: context-ai-engine",
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            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution",
                    "pr_acceptance"
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                }
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                "code": "weights_renormalized",
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              "closed_issues": 0,
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              "closed_unmerged_prs": 0
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                "key": "issue_resolution",
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                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_decided_prs_or_data",
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                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
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            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "followers": 11,
              "owner_type": "Organization",
              "is_verified": null,
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              "account_age_days": 1397
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            "components": [
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                "key": "ownership_backing",
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                "status": "met",
                "details": [
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                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "11 followers of Infinibay",
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                "status": "partial",
                "details": [
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                    "code": "owner_followers",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "15 public repos, account ~3 yr old",
                "points": 16.4,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 15
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                  },
                  {
                    "code": "account_age_years",
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                      "years": 3
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                ],
                "max_points": 25
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          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "ken-rank"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
                "points": 25,
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                "details": [
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                    "code": "packages_published",
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                "max_points": 25
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              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
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                    "code": "publish_recency",
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                "max_points": 35
              },
              {
                "key": "version_history",
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                "detail": "18 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
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                "max_points": 20
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              {
                "key": "not_deprecated",
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                "points": 20,
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                "details": [
                  {
                    "code": "package_not_deprecated",
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                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
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        "name": "Engineering Quality",
        "value": 66,
        "weight": 0.2,
        "metrics": [
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            "key": "engineering_practices",
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            "name": "Engineering practices",
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            "notes": [
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                "code": "excluded_no_data",
                "params": {
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              {
                "code": "weights_renormalized",
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            "value": 60,
            "inputs": {
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            "components": [
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                "key": "ci_workflows",
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                "detail": "1 workflow(s)",
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                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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                "points": 24,
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              },
              {
                "key": "linter_config",
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                "points": 0,
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                "key": "pre_commit_hooks",
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                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
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                "detail": "no pull request found",
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                "status": "excluded",
                "details": [
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                ],
                "max_points": 20
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          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
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              "has_wiki": true,
              "homepage": null,
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              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
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                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
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              },
              {
                "key": "documentation_homepage_site",
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                "detail": null,
                "points": 0,
                "status": "missed",
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                "key": "repository_description",
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                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "critical",
        "name": "Security",
        "value": 26,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 26,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 2.6
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "ci_tests",
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                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 2.5
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              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
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                "max_points": 7.5
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              {
                "key": "contributors",
                "name": "Contributors",
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                "points": 0,
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                "max_points": 2.5
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                "key": "dangerous_workflow",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
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                "key": "dependency_update_tool",
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                "points": 0,
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                "max_points": 7.5
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                "key": "fuzzing",
                "name": "Fuzzing",
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                "status": "met",
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                "max_points": 2.5
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                "key": "maintained",
                "name": "Maintained",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
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                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
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                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
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                "status": "missed",
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                "max_points": 5
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              {
                "key": "sast",
                "name": "SAST",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
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                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 7.5
              },
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                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "30 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
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                "max_points": 7.5
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        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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        "key": "ai_readiness",
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        "metrics": [
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            "note": null,
            "notes": [],
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            "inputs": {
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                "key": "agent_instructions",
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                "max_points": 45
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                "key": "machine_readable_docs_llms_txt",
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                "points": 0,
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                "key": "legible_commit_history",
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                "details": [
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                    "code": "legible_history",
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                "max_points": 40
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            "notes": [],
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            "inputs": {
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            "components": [
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  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:ken-rank@0.12.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T20:35:48.211211Z",
  "schema_version": "0.27.0",
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}