公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 10:42 UTC

anatolykoptev / memdb

MemDB — Personal Memory Database for AI Agents

Go · PythonApache-2.0★ 7 星标⑂ 0 复刻始于 2026年2月在 GitHub 上查看 ↗

anatolykoptev/memdb 的健康指数为 100 分中的 66 分,处于「中等」区间。 其得分最高的类别是Vitality(92/100),最低的是Security(45/100)。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。

66
总分 / 100
中等

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

66
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

Anatoly Koptev个人账户
12 关注者91 个公开仓库始于 2025年10月oxpulse.chat

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

软件包生态系统

注册表软件包版本月下载量版本数最近发布
Gogithub.com/anatolykoptev/memdb/memdb-gov0.23.2-20 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

92优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
29.8/36提交节奏 — 52 周中有 43 周有提交
18/18提交量 — 最近一年 1,541 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year1,541
human_commit_share0.84
days_since_last_push0
active_weeks_last_year43

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 8 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 13.1 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count8
latest_release_tagmemdb-go/v0.23.2
releases_from_tags
days_since_latest_release0
mean_days_between_releases13.1

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

50中等 · 占总体的 18%
评分方式
12.6/60星标 — 7 个星标
0/25复刻 — 0 个复刻
0/15关注者 — 0 位关注者
所用输入
forks0
stars7
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

59中等 · 占总体的 24%
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
13/22.5提交分布 — 头号贡献者编写了 42% 的提交
13.5/13.5贡献者广度 — 34 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 12 contributing companies or organizations
所用输入
bus_factor2
contributors_sampled34
top_contributor_share0.424
评分方式
12.5/46.8议题解决 — 27% 的议题已关闭
35.4/38.3PR 接受 — 已裁定的 PR 中 331/358 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/22 approved changesets -- score normalized to 0
所用输入
merged_prs331
open_issues30
closed_issues11
issue_closed_ratio0.268
closed_unmerged_prs27
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
8/25所有者影响力 — anatolykoptev 有 12 位关注者
14.5/25既往记录 — 91 个公开仓库,账户约 0 年
所用输入
followers12
owner_typeUser
is_verified
owner_loginanatolykoptev
public_repos91
account_age_days274
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
评分方式
25/25已发布且可解析 — go 上有 1 个软件包
35/35发布时效 — 最近一次发布于 0 天前
12/20版本历史 — 2 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesgithub.com/anatolykoptev/memdb/memdb-go
ecosystemsgo
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

79良好 · 占总体的 20%

工程实践

88优秀
评分方式
24/24CI 工作流 — 9 个工作流
24/24存在测试
16/16Linter 配置 — .golangci.yaml, .golangci.yml
9.6/9.6Pre-commit 钩子
6.4/6.4.editorconfig
8/20OpenSSF Scorecard:CI-Tests — 5 out of 11 merged PRs checked by a CI test -- score normalized to 4
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

65中等
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
0/10主题标签
0/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

45存在风险 · 占总体的 16%

安全态势

45存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
1/2.5CI-Tests — 5 out of 11 merged PRs checked by a CI test -- score normalized to 4
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/22 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 12 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate4.5

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

88优秀 · 占总体的 0%
评分方式
45/45代理指令 — CLAUDE.md, memdb-go/vendor/github.com/jackc/pgx/v5/CLAUDE.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 84 次人类提交中有 84 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share1
agent_instruction_filesCLAUDE.md, memdb-go/vendor/github.com/jackc/pgx/v5/CLAUDE.md
agent_instruction_max_bytes3,880
评分方式
18/18一条命令的引导启动 — Makefile, memdb-go/vendor/connectrpc.com/connect/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/fpconv/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/proto/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/server/Makefile, memdb-go/vendor/github.com/anatolykoptev/go-stealth/Makefile, memdb-go/vendor/github.com/anatolykoptev/skillkit/Makefile, memdb-go/vendor/github.com/daulet/tokenizers/Makefile, memdb-go/vendor/github.com/exaring/otelpgx/Makefile, memdb-go/vendor/github.com/felixge/httpsnoop/Makefile, memdb-go/vendor/github.com/munnerz/goautoneg/Makefile, memdb-go/vendor/github.com/oapi-codegen/runtime/Makefile, memdb-go/vendor/github.com/prometheus/procfs/Makefile, memdb-go/vendor/github.com/redis/go-redis/v9/Makefile, memdb-go/vendor/github.com/yuin/gopher-lua/Makefile, memdb-go/vendor/github.com/yuin/gopher-lua/parse/Makefile, memdb-go/vendor/go.opentelemetry.io/otel/Makefile, memdb-go/vendor/go.uber.org/atomic/Makefile, memdb-go/vendor/google.golang.org/grpc/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .golangci.yaml, .golangci.yml
11/11静态类型检查 — Go(静态类型)
10/10可复现环境 — Dockerfile, lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 38 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesCargo.lock, go.sum
has_dockerfile
typed_language
bootstrap_filesMakefile, memdb-go/vendor/connectrpc.com/connect/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/fpconv/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/proto/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/server/Makefile, memdb-go/vendor/github.com/anatolykoptev/go-stealth/Makefile, memdb-go/vendor/github.com/anatolykoptev/skillkit/Makefile, memdb-go/vendor/github.com/daulet/tokenizers/Makefile, memdb-go/vendor/github.com/exaring/otelpgx/Makefile, memdb-go/vendor/github.com/felixge/httpsnoop/Makefile, memdb-go/vendor/github.com/munnerz/goautoneg/Makefile, memdb-go/vendor/github.com/oapi-codegen/runtime/Makefile, memdb-go/vendor/github.com/prometheus/procfs/Makefile, memdb-go/vendor/github.com/redis/go-redis/v9/Makefile, memdb-go/vendor/github.com/yuin/gopher-lua/Makefile, memdb-go/vendor/github.com/yuin/gopher-lua/parse/Makefile, memdb-go/vendor/go.opentelemetry.io/otel/Makefile, memdb-go/vendor/go.uber.org/atomic/Makefile, memdb-go/vendor/google.golang.org/grpc/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.38
toolchain_manifestsexamples/go/quickstart/go.mod, examples/go_client/go.mod, memdb-go/go.mod, memdb-go/vendor/github.com/daulet/tokenizers/Cargo.toml
dependency_bot_commit_share0
评分方式
45/45可类型检查的代码 — Go(静态类型)
54.8/55可控的文件大小 — 采样的 675 个源文件中有 3 个超过 60KB
所用输入
primary_languageGo
largest_source_bytes658,395
source_files_sampled675
oversized_source_files3
评分方式
40/40API 模式(OpenAPI/GraphQL/proto) — docs/openapi.json, memdb-go/api/openapi.yaml, memdb-go/internal/server/static/openapi.json, memdb-go/proto/memdb/v1/chat.proto, memdb-go/proto/memdb/v1/memory.proto, memdb-go/proto/memdb/v1/scheduler.proto
20/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_filesdocs/openapi.json, memdb-go/api/openapi.yaml, memdb-go/internal/server/static/openapi.json, memdb-go/proto/memdb/v1/chat.proto, memdb-go/proto/memdb/v1/memory.proto, memdb-go/proto/memdb/v1/scheduler.proto

关键数据

7GitHub 星标
34贡献者
1,541最近 12 个月提交数
0距最近推送天数
8发布版本数
2巴士系数(bus factor)
30开放议题
Go软件包生态系统数

数据采集警告

  • 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

更多细节

OpenSSF Scorecard 4.5 / 10
4.5综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-25 10:41 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
4CI-Tests5 out of 11 merged PRs checked by a CI test -- score normalized to 4
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/22 approved changesets -- score normalized to 0
10Contributorsproject has 12 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
直接依赖 26
注册表软件包版本约束清单文件
Goconnectrpc.com/connectv1.19.1memdb-go/go.mod
Gogithub.com/alicebob/miniredis/v2v2.38.0memdb-go/go.mod
Gogithub.com/anatolykoptev/go-enginev1.3.1memdb-go/go.mod
Gogithub.com/anatolykoptev/go-kitv0.97.2memdb-go/go.mod
Gogithub.com/anatolykoptev/go-stealthv1.19.1memdb-go/go.mod
Gogithub.com/anatolykoptev/skillkitv0.2.2memdb-go/go.mod
Gogithub.com/daulet/tokenizersv1.25.0memdb-go/go.mod
Gogithub.com/google/uuidv1.6.0memdb-go/go.mod
Gogithub.com/jackc/pgx/v5v5.9.2memdb-go/go.mod
Gogithub.com/modelcontextprotocol/go-sdkv1.5.0memdb-go/go.mod
Gogithub.com/oapi-codegen/runtimev1.1.2memdb-go/go.mod
Gogithub.com/prometheus/client_golangv1.23.2memdb-go/go.mod
Gogithub.com/prometheus/client_modelv0.6.2memdb-go/go.mod
Gogithub.com/qdrant/go-clientv1.16.2memdb-go/go.mod
Gogithub.com/redis/go-redis/v9v9.18.0memdb-go/go.mod
Gogithub.com/yalue/onnxruntime_gov1.25.0memdb-go/go.mod
Gogo.opentelemetry.io/contrib/instrumentation/net/http/otelhttpv0.68.0memdb-go/go.mod
Gogo.opentelemetry.io/otelv1.43.0memdb-go/go.mod
Gogo.opentelemetry.io/otel/exporters/prometheusv0.65.0memdb-go/go.mod
Gogo.opentelemetry.io/otel/metricv1.43.0memdb-go/go.mod
Gogo.opentelemetry.io/otel/sdkv1.43.0memdb-go/go.mod
Gogo.opentelemetry.io/otel/sdk/metricv1.43.0memdb-go/go.mod
Gogo.opentelemetry.io/otel/tracev1.43.0memdb-go/go.mod
Gogolang.org/x/syncv0.22.0memdb-go/go.mod
Gogolang.org/x/timev0.14.0memdb-go/go.mod
Gogoogle.golang.org/protobufv1.36.11memdb-go/go.mod
全部依赖 未采集

本报告未能采集到解析后的依赖集合:GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

原始 JSON 报告 机器可读
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          "kind": "major",
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          "is_bot": true,
          "headline": "chore(main): release memdb-go 0.23.2 (#400)",
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          "headline": "fix(data_loss): persist memories when the LLM 429 ladder is exhausted…",
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          "author_login": "anatolykoptev",
          "committed_at": "2026-07-25T00:48:43Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "067940a16aedcc851468e45c143228523ccd1edf",
          "body": "These tests had never run before — the memdb-test-pg Docker image was\nunavailable until the previous commit. Now that CI can actually execute\nthem, five root causes surfaced:\n\n1. stubEmbedder returns 1024-dim zero vectors → pgvector cosine = NaN\n   → isDuplicate treats NaN >= threshold as match → si\n[…]\nsts panicked with nil pointer. Replaced with\n   noop.NewMeterProvider().\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(test): fix pre-existing livepg test failures exposed by Docker image",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T22:56:12Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2d3f67d5aa8beaf0ac6d42ec80eb547994e982af",
          "body": "add_feedback_livepg_test.go called llm.NewClient with 4 args instead\nof 5 (missing fallbackModels []string). The livepg build tag meant this\nwas never compiled locally — only the CI livepg job catches it, and\nthat job was broken until the test-pg Docker image was pushed to GHCR.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(test): add missing fallbackModels arg to livepg test",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T21:35:29Z",
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          "is_coding_agent": true
        },
        {
          "oid": "dc72e4024ec522a2c1315ad749b9a276d28211ba",
          "body": "The pgvector/pgvector:pg17 base image lacks ca-certificates, causing\ngit clone of Apache AGE to fail with \"server certificate verification\nfailed\". Build and push the composite test-pg image (pgvector + AGE\n1.6.0) to GHCR so the livepg CI job can use it.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(ci): add ca-certificates to test-pg image, push to GHCR",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T21:13:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "145922bf0a1b7eedb9c128994d23e1697c53e39f",
          "body": "…ect (#399)\n\n* refactor: dedup tier 1 — 4 duplicate groups consolidated\n\nVaelor find_duplicates reported 179 candidates (49 very-close). After\nmanual review, 4 groups were TRUE duplicates with identical behavior:\n\n1. parseLogLevel (sim=0.96) — cmd/mcp-server + cmd/server\n   → internal/util/loglevel.\n[…]\nm>\n\n* style: gofmt add_props.go\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "refactor: dedup tier 1 + migrate language detection to go-kit/langdet…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T06:46:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5ed2fcaa4a3634213c16b0ceca43aa664cae07fe",
          "body": null,
          "is_bot": false,
          "headline": "fix(goreleaser): rename archives to strip -SNAPSHOT-<sha> suffix",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T04:12:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d5553df0375095bd9a7e24d945462bb7f685366c",
          "body": null,
          "is_bot": false,
          "headline": "fix(goreleaser): strip memdb-go/ prefix from GORELEASER_CURRENT_TAG",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T03:27:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0877d7cd5c8d185ad8093a694103e12c72520700",
          "body": "…glob)",
          "is_bot": false,
          "headline": "fix(goreleaser): use .Version in archive name (tag has slash, breaks …",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T03:24:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c44f41e2bf610e74d30153e7736fae66b8495e98",
          "body": "…t rename (#397)\n\n- docker-publish triggered only by the Go component's release tags\n  (memdb-go/v*, memdb-go-v*): the workflow builds ./memdb-go/Dockerfile,\n  but release-please now cuts memdb-go/vX.Y.Z which the old v*-only\n  filter never matched — Go releases silently published no image, while\n  \n[…]\nhub-app-token bumped v1 -> v2.\n- App renamed memdb-release-bot -> krolik-release-bot (same App ID /\n  key / installation) — comments updated.\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@github.com>",
          "is_bot": false,
          "headline": "ci(release): Go-component tags drive docker-publish; app-token v2; bo…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T03:18:26Z",
          "body_truncated": true,
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        {
          "oid": "dbd08800fa09371003031200f18033d174f7fc3d",
          "body": null,
          "is_bot": false,
          "headline": "ci(goreleaser): debug dist path for artifact upload",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T03:18:21Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "4d40a9fd27b620ee2b640ece43a01b0aab8d1eab",
          "body": "Co-authored-by: krolik-release-bot[bot] <306658548+krolik-release-bot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release memdb-go 0.23.1 (#398)",
          "author_name": "krolik-release-bot[bot]",
          "author_login": "krolik-release-bot[bot]",
          "committed_at": "2026-07-19T03:13:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29d759cfbf951a56b9ff95bbb56155927bedee66",
          "body": "Research (code-research Mode 2) found the standard pattern used by\nhop-top/ben and confirmed by release-please schema:\n\n1. tag-separator: \"/\" in release-please-config.json\n   - Tags: memdb-go/vX.Y.Z (slash, Go proxy compatible)\n   - include-component-in-tag: true + component: memdb-go\n\n2. GitHub App\n[…]\npp with Contents+PullRequests write permissions, installed\non the repo).\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci(release): standard release-please + goreleaser pattern for Go subdir",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T03:10:37Z",
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          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release memdb-go 0.23.1 (#396)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T02:36:31Z",
          "body_truncated": false,
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          "oid": "07d962e93595ff5a27f6ae45f874d87529085517",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): reset manifest 0.23.0 for clean re-release test",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T02:34:17Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "a31f3d5a2e8ef373fb6bfdbc293f4ba08b1ccfdb",
          "body": "…sn't trigger separate workflow)",
          "is_bot": false,
          "headline": "ci(release): goreleaser back in release-please workflow (tag push doe…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T02:34:06Z",
          "body_truncated": false,
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        {
          "oid": "8406eb53cb8e521fe22bff81663a3e4f7f3e51e0",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release memdb-go 0.23.1 (#395)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T02:29:07Z",
          "body_truncated": false,
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        },
        {
          "oid": "3dd12410754ad6dd7c6ea00e456ba6bb284d0516",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): reset manifest to 0.23.0 (re-release with goreleaser)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T02:26:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9a81364081b06b63d21352f0b6dcb5229710dc2",
          "body": "release-please creates the tag when the release PR is merged (separate\nworkflow run from the one that opened the PR). goreleaser gated on\nrelease_created never fires because release_created is only true in the\ntag-creating run, not subsequent runs.\n\nMove goreleaser to a separate workflow triggered b\n[…]\n(memdb-go-v*). This is the standard release-please + goreleaser pattern.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci(release): split goreleaser into tag-triggered workflow",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T02:26:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ca466e4b1f58aab405b8745e341a802cc903b738",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release memdb-go 0.23.1 (#394)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T02:21:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "000952d99085e3217beb1a58d1714de4fdcab7bd",
          "body": "node20 EOL April 2026. v5 uses node24, same API.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci: bump actions/checkout v4 → v5 (node24) across all workflows",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T02:21:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3a42b3fcfc0799e38cd0cb708614524317e2b5d1",
          "body": "…format\n\nrelease-please standard with include-component-in-tag produces\nmemdb-go-vX.Y.Z (dash). Keep it — it's the convention release-please\nexpects. Remove the rename-tag hack job.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci(release): drop tag rename workaround, use release-please standard …",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T02:17:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4e2a843488f1c513056cf05c73f5ffce7ff90ef7",
          "body": "v5 is a node24-only upgrade (node20 EOL April 2026). No API changes.\nEliminates the node20 deprecation warning in CI logs.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci(release): bump release-please-action v4 → v5 (node24)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T02:13:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c723e9c0acfd26b6f2402688273c9262447efb28",
          "body": "… output\n\nThe rename step was in the release-please job, but release_created is only\ntrue on the run that merges the release PR (separate from the run that\nopens it). Move rename to a separate job triggered by tag push\n(refs/tags/memdb-go-v*).\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(release): rename-tag job triggers on tag push, not release-please…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T02:10:13Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3e1525d1e3f8dcb68ff9a84abb5d40a8c334d817",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release memdb-go 0.23.1 (#392)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T02:03:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc6eafe7cb53129899b24cb8a178c9643216f229",
          "body": "release-please-action v4 with include-component-in-tag creates tags as\nmemdb-go-vX.Y.Z (dash). Go proxy for subdir modules expects memdb-go/vX.Y.Z\n(slash). Add post-release step that renames the tag so `go get` works.\n\nConfig: component=memdb-go + include-component-in-tag=true (tag-prefix in\nconfig-file is ignored by action v4 for single-package repos).\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(release): rename tag dash→slash post-release for Go proxy",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:58:46Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4854fcf36f1998e14dfd94fa5e1d4a9b4eeba03c",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release 0.23.1 (#391)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T01:51:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "733338572af37b98a5e30c5d3059fa489bf1fbcd",
          "body": "…(action v4 tag-prefix only works with root package)",
          "is_bot": false,
          "headline": "fix(release): path=memdb-go + package key '.' + tag-prefix memdb-go/ …",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:49:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa06539e4f73fe52046a3eb455d75a02eb4c0c54",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release 0.23.1 (#390)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T01:45:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc5338e7af1060c238eb0e38a8a28cba1252e9ed",
          "body": "…g-prefix ignored by v4)",
          "is_bot": false,
          "headline": "fix(release): pass tag-prefix via action with (config-file package ta…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:43:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c595539bd06ed561018d2f00ec90716ff9c0cc26",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release 0.23.2 (#389)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T01:40:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "709c490aba37e971a0d71934de59f3e7409085bc",
          "body": "…Go proxy expects slash not dash)",
          "is_bot": false,
          "headline": "fix(release): include-component-in-tag false + tag-prefix memdb-go/ (…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:37:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3bdd561c9b126592ec5330a6aabff2019d326aa1",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release memdb-go 0.23.1 (#388)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T01:33:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "147836bc8e8a5ae95f6b3c48e24cfc9f7dda929c",
          "body": null,
          "is_bot": false,
          "headline": "fix(release): add tag-prefix memdb-go/ for Go proxy subdir tag format",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:31:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4a29ddb4d88246228da8bdc9b5360d3e6912507",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release memdb-go 0.23.2 (#386)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T01:26:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "57efcdfcd5f75b1419295ec7102fc2ab3986f7fd",
          "body": "…bleshooting docs)",
          "is_bot": false,
          "headline": "fix(release): use component field for tag prefix (release-please trou…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:23:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dabb6a9a0b47c393e26b435316c7ffd5ff3c8934",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release 0.23.1 (#385)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T01:19:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44d83eddb0d99bdb0a992b87ee5e4ea52aef8bf3",
          "body": "…ag false",
          "is_bot": false,
          "headline": "fix(release): top-level tag-prefix memdb-go/ + include-component-in-t…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:16:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d199b2f807f7ced5798d035c1cc412b2a359786e",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release 0.25.1 (#384)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T01:13:10Z",
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          "oid": "2b4cf40e1c149e54798c826f472ff1521f9d1522",
          "body": "…file)\n\nrelease-please-action issue #975: having release-type in action with\noverrides the config-file entirely, ignoring tag-prefix and\ninclude-component-in-tag. Remove it so config-file is the source of truth.\n\nAlso reset manifest to 0.23.0 (stale v0.25.0 tag deleted, will re-release\nwith correct memdb-go/ prefix).\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(release): remove release-type from action with (overrides config-…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:10:59Z",
          "body_truncated": false,
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          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release 0.25.0 (#383)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T01:06:52Z",
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          "oid": "7f674a7fc259f602e7514994f0bfc531fbbc1299",
          "body": "… will re-release with memdb-go/ prefix)",
          "is_bot": false,
          "headline": "chore(release): reset manifest to 0.23.0 (stale v0.24.x tags deleted,…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:03:58Z",
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          "oid": "74398ab4bc870619ed73ef60f826c09bf9cbdad6",
          "body": "The action-level path and tag-prefix inputs override config-file defaults.\nWithout them, release-please-action v4 ignores tag-prefix from config and\ncreates plain vX.Y.Z tags (invisible to go get for subdir Go modules).\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(release): pass path + tag-prefix to release-please-action",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T01:02:01Z",
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          "is_bot": true,
          "headline": "chore(main): release 0.24.1 (#382)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T00:57:15Z",
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        {
          "oid": "fd92b82ea453d3cda4f3247e10e8317f75576752",
          "body": "The Go module lives at memdb-go/ (module path github.com/anatolykoptev/memdb/memdb-go).\nGo proxy expects tags prefixed with memdb-go/ for subdir modules — v0.24.0\nis invisible to go get, memdb-go/v0.24.0 works.\n\n- include-component-in-tag: true, tag-prefix: \"memdb-go/\"\n- manifest key: \"memdb-go\" (ma\n[…]\nge key)\n- goreleaser: checkout tag_name ref + GORELEASER_CURRENT_TAG env\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(release): use memdb-go/ tag prefix for Go subdir module",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T00:55:19Z",
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          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release 0.24.0 (#381)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-19T00:48:41Z",
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          "is_coding_agent": false
        },
        {
          "oid": "e3051ef0b577d3d11359b032ea42e122079e0098",
          "body": "Replace manual release flow with release-please automation:\n- release-please-config.json (release-type: go, baseline 0.23.0)\n- .github/workflows/release-please.yml (release-please + goreleaser)\n- Remove old go-release.yml, fix .goreleaser.yml release: section\n- .gitignore exceptions for release-please config files\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci: add release-please for automated Go releases",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T00:34:50Z",
          "body_truncated": false,
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        {
          "oid": "adab49e9751af9d43428723167dfd578f477789b",
          "body": "…#379)\n\nPer-cube VSET eviction policy to prevent stale dedup candidates from\ncausing wrong LLM consolidation merges. VSetEvictionPolicy.CheckAndEvict\nuses VCard to check count, VSimFiltered to fetch candidates, sorts\noldest-first by ts, VRemBatch to evict. Hooked into VAdd non-fatally.\nVsetEvictTota\n[…]\nonfig (default 500). 11 eviction tests.\n\nOperator ack: given 2026-07-18.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(esc-2): VSetEvictionPolicy + VAdd hook + VsetEvictTotal metric (…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T00:21:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e7917f9100d21afff245873c8a1a732c681d1866",
          "body": "Upgrade Redis image from 7-alpine to 8-alpine (hard prereq for VSET commands).\nAdd maxmemory (400mb) and maxmemoryPolicy (allkeys-lru) Helm values with\nredis-server command flags. Infra-only, no Go code.\n\nOperator ack: given 2026-07-18.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci(esc-2): Helm Redis 7→8 + maxmemory+allkeys-lru (#376)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T00:19:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "06ade7fa3040ed25554a1daa99a3e2ba34e21134",
          "body": "Replace ~10min in-container AGE build with prebuilt GHCR image.\nCreate Dockerfile.test-pg (pgvector + AGE 1.6.0 prebuilt).\nUpdate ci.yml to reference ghcr.io/anatolykoptev/memdb-test-pg:pg17-age1.6.0.\nFix test comments AGE 1.7 → 1.6.0.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci(esc-1): composite test-pg image with AGE 1.6.0 prebuilt (#378)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T00:19:13Z",
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          "oid": "afaee23d508aee75208ac87e8930063fc2c89e7b",
          "body": "… (rf-1) (#377)\n\nReplace the binary useHNSW flag with a typed DupStrategy enum\n(auto|legacy|hnsw), default auto. The auto router counts candidate\nmemories via a new CountMemoriesByUserAndTypes wrapper (reusing the\nexisting CountByUserAndTypes query — no new SQL) and picks legacy below\nthe crossover \n[…]\nserver_init.go calls SetDupStrategy with resolved strategy\n- Update spyPostgres + treeStub stubs; add auto-routing router tests\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(scheduler): replace binary useHNSW with 3-state DupStrategy enum…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-19T00:18:07Z",
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          "is_coding_agent": false
        },
        {
          "oid": "26b1bfd7f90af1c719f05ad5fa0b075c7f84281f",
          "body": "- Add preflight workflow (.github/workflows/preflight.yml) — make preflight\n  (gofmt+vet+build+test) on ubuntu-24.04-arm, required gate\n- Add preflight target to Makefile (gofmt check excludes vendor/ and gen/)\n- Switch all ci.yml jobs from ubuntu-latest to ubuntu-24.04-arm\n  (arm64 = prod-box parit\n[…]\n\n\nGenerated with [Devin](https://devin.ai)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci: align with krolik CI convention (#380)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T23:55:20Z",
          "body_truncated": true,
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        },
        {
          "oid": "7912e07a866193c17dcc04a6d19c21bfcd0e5cd8",
          "body": "PF-10: tree reorg atomicity — PromoteClusterChild wraps edge+hierarchy\n  in a single PG transaction (both succeed or both roll back)\nPF-21: consolidation LLM budget — per-cycle 120s wall-clock budget,\n  remaining clusters deferred to next cycle + metric\nPF-24: Redis pool monitoring — pool stats gaug\n[…]\n\n\nGenerated with [Devin](https://devin.ai)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: phase-2c bundle (PF-10/21/24/25) (#371)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T22:07:05Z",
          "body_truncated": true,
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        },
        {
          "oid": "cc723c52a52843ccdf8807953b10c69408a0d897",
          "body": "PF-13+15: response degradation flags — Degraded bool field on\n  addResponseItem, set when fine→fast fallback fires\nPF-17: entity linking async — upgrade Debug→Warn on upsert/edge/\n  invalidate failures (metric already exists as\n  memdb.atomic.entities_promoted_total{outcome=failed})\nPF-19: dedup thr\n[…]\n\n\nGenerated with [Devin](https://devin.ai)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: phase-2b bundle (PF-13/15/17/19, FP closures) (#370)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T21:40:41Z",
          "body_truncated": true,
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        },
        {
          "oid": "2130fb1e745002662f837fadbf7647b0861afa87",
          "body": "PF-6: hash dedup degraded — upgrade Debug→Warn + metric\nPF-11: bounded goroutines — semaphore cap (8) on fire-and-forget\nPF-12: JSON marshal error — check error in prefs + tree_summariser\nPF-14: vector dedup error — upgrade Debug→Warn + metric\nPF-16: observation_date validation — validObservationDat\n[…]\n\n\nGenerated with [Devin](https://devin.ai)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: phase-2 bug-hunt bundle (PF-6/11/12/14/16/18/20/22, CP-4/8) (#369)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T21:30:23Z",
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        },
        {
          "oid": "c16fcba92cb6ba6351ef7b36ad4bcae6f0779ab7",
          "body": "* ci: add livepg integration job with Postgres+pgvector+AGE\n\nAdd a livepg CI job that provisions Postgres 17 + pgvector + Apache AGE\n(built from source with PGDG repo), sets MEMDB_LIVE_PG_DSN, and runs\ngo test -tags=livepg on handlers, scheduler, search, and db packages.\n\nPGDG apt repo (noble-pgdg s\n[…]\n[bot]@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci: add livepg integration job with Postgres+pgvector+AGE (#366)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T19:55:13Z",
          "body_truncated": true,
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        {
          "oid": "ae1119f7069f692894e9d95af1bf4cba54916465",
          "body": "Tasks in \"in_progress\" that never transition to \"completed\" or \"failed\"\n(worker crash, panic, OOM kill) stayed stuck forever. CountActiveTasks\ncounted them as active, IsIdle returned false, and\n/product/scheduler/wait hung indefinitely.\n\nAdded ReclaimStaleTasks(userID, maxAge) — transitions in_progr\n[…]\n\n\nGenerated with [Devin](https://devin.ai)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(scheduler): add task FSM watchdog to reclaim stuck tasks (#365)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T19:20:57Z",
          "body_truncated": true,
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        {
          "oid": "a55c302211bad14d8b55f20278e4fa96127c6082",
          "body": "embedder.New() for type=\"http\" never populated HTTPEmbedderOpts.Circuit,\nso an embed-server crash stacked 5s timeouts behind every request with no\nfail-fast. The rerank CB (MEMDB_RERANK_CIRCUIT) already had this pattern.\n\nAdded HTTPCircuit *gokitembed.CircuitConfig to embedder.Config, populated\nin t\n[…]\n\n\nGenerated with [Devin](https://devin.ai)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(embedder): add circuit breaker for HTTP embedder (PF-8) (#364)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T19:20:54Z",
          "body_truncated": true,
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          "oid": "02f0ad5ba4c3ae67ef22b44cae70fffb0e57e6a9",
          "body": "…363)\n\nclassifyAttemptError returned retryStop immediately on IsAuth(), so an\nexpired API key or a token-rotation proxy (CLIProxyAPI) returning 401\nduring the ~30s rotation window killed the request with no recovery.\n\nAdded auth retry path: on 401/403, if attempts remain, sleep\nauthRetryDelay (env-t\n[…]\n\n\nGenerated with [Devin](https://devin.ai)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(llm): retry on 401/403 auth errors with delay for key rotation (#…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T19:20:51Z",
          "body_truncated": true,
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        {
          "oid": "7c0be5c73cf2311342a5acccf7d2d79ca8c11005",
          "body": "…hs (#362)\n\nPR #307 only fixed NativeUpdateMemory. 5 other UpdateMemoryNodeFull call\nsites left stale ce_score_topk, causing incorrect rerank results after\nmemory text changes.\n\nAdded ClearCEScoresTopK + ClearCEScoresTopKForNeighbor calls (best-effort,\nError log on failure) to:\n- reorganizer_mem_rea\n[…]\n\n\nGenerated with [Devin](https://devin.ai)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(reorganizer): invalidate CE cache on all UpdateMemoryNodeFull pat…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T19:20:49Z",
          "body_truncated": true,
          "is_coding_agent": true
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        {
          "oid": "f671065cbb8961c033730911679bb99bc62db63e",
          "body": "When detectCgroupMemLimit() returns (0, source, nil) — i.e. the cgroup file\nexists but the value is 'max' (v2) or >2^62 (v1 unlimited sentinel) —\napplyGoMemLimit previously logged 'no container memory limit detected' and\nreturned without setting any limit.  The Go runtime was left without a memory\nc\n[…]\ntHostMemLimit parser (valid, missing file, no MemTotal)\n  - resolveFallbackLimit priority (env, disabled, default)\n\nCloses #320\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(gomemlimit): add fallback when cgroup has no memory limit (#355)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T19:13:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fadf4bd6c3232c1dfa2c719ebdc02eb7af0576b5",
          "body": "The raw-mode add pipeline (nativeRawAddForCube) accumulated all nodes,\nresponse items, and embeddings into unbounded slices before any batch\ninsert. A single /product/add with 100K items would allocate everything\ninto memory simultaneously — the M7 OOM root cause.\n\nFix: chunk the processing loop int\n[…]\n- EmptyItems: nil/empty input returns empty without error\n- BatchSizeBounded: no insert batch exceeds rawBatchSize\n\nCloses #319\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(add_raw): chunk unbounded slice growth to prevent OOM (#354)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T19:13:19Z",
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        },
        {
          "oid": "40fd46039934791549328e16c5b7da35716d1088",
          "body": "* fix(config): add startup Validate() for auth and Postgres URL\n\nPF-1: AuthEnabled defaults to false and MasterKeyHash defaults to empty\n(config.go:180-182). A fresh deploy with no env vars had zero auth on all\nendpoints. Add Validate() that fails fast at server startup when\nAuthEnabled=false AND Ma\n[…]\nrs directly via os.Getenv\nand do not use config.Load(), so they are maintenance tools and are\nintentionally skipped.\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(config): add startup Validate() for auth and Postgres URL (#353)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T19:13:16Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "90f75667be0526886f270a5ed4b611be399ecbb0",
          "body": "Generated with [Devin](https://devin.ai)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore: scrub private-infra references + drop internal plans (#356)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-07-18T15:25:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d2da343fde1391fb9a1bd97b24d73d822d76dde7",
          "body": "…x asymmetry (#317)\n\n* feat(embedder): switch code-embed to code-rank-embed; add query-prefix asymmetry\n\nCodeRankEmbed replaces jina-code-v2 as the default code-embedding model\n(same 768-dim, served at embed.krolik.tools). Adds \"code-rank-embed-query\"\nmodel alias that prepends the required query ins\n[…]\ntrue).\n\nAlias registered in both HTTP and ONNX paths with a Warn log as\nobservability signal for the removal window.\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(embedder): switch code-embed to code-rank-embed; add query-prefi…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-06-13T01:02:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "811c458568b9ba6571965bcaf0285ce8996a7b8d",
          "body": "chore(deps): bump go-kit v0.74.0 for sparse+rerank bearer env",
          "is_bot": false,
          "headline": "Merge pull request #316 from anatolykoptev/chore/bump-gokit-v0.74",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-24T04:53:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "707e7c6f81d3b82013457c69d95e7a27c4a0de9c",
          "body": "v0.74.0 (go-kit PR #97) adds EMBED_TOKEN env auto-resolution to sparse and\nrerank v2 NewClient — completes bearer wiring for hybrid retrieval\n(SPLADE /embed_sparse) and CE rerank (/v1/rerank), both used by memdb-go.\n\n## Verification\n- GOWORK=off go build ./... → ok\n- GOWORK=off go test ./internal/embedder/... → ok\n\n[no-deploy]",
          "is_bot": false,
          "headline": "chore(deps): bump go-kit v0.73.0 → v0.74.0 for sparse+rerank bearer env",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-24T04:53:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "701626b4c55bcd38513a2d2099de3b927574d77c",
          "body": "chore(deps): bump go-kit v0.50.0 → v0.73.0 for embed bearer auth",
          "is_bot": false,
          "headline": "Merge pull request #315 from anatolykoptev/chore/bump-gokit-v0.73",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-24T04:25:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f41ce920c187db70b1db3e33d79e94a216e70e0c",
          "body": "go-kit v0.73.0 adds EMBED_TOKEN env auto-resolution for self-hosted\nembed-server bearer auth (go-kit PRs #95 #96). Once EMBED_TOKEN is\nwired in krolik-server compose, bearer header flows automatically via\ngokitembed.NewClient — no call-site changes needed here.\n\nTransitive bump: miniredis v2.37.0 → v2.38.0 (test dep only).\n\nBuild: GOWORK=off go build ./... — ok\nTest:  GOWORK=off go test ./...  — all 25 packages ok\nVet:   GOWORK=off go vet ./...   — ok",
          "is_bot": false,
          "headline": "chore(deps): bump go-kit v0.50.0 → v0.73.0 for embed bearer auth",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-24T04:24:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f86860751f7f0ba69f4ab0551162781ac850938",
          "body": "…vers (#314)\n\nThree near-identical resolveX() functions (worker, profiler, search/config)\neach parsed a positive int env var, multiplied by a time unit, warned on\ninvalid input, and logged on default. Extracted to envcfg.PositiveDuration\nin the existing envcfg package (no new package needed).\n\nLog k\n[…]\n_PROFILE_REFRESH_COOLDOWN_M=60, MEMDB_SEARCH_CACHE_TTL_S=300.\n\nFollow-up from comprehensive review LOW memdb #313 (2026-05-18).\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "refactor(envcfg): extract PositiveDuration — DRY for 3 env-knob resol…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-19T01:51:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f32c8e705b9f181f90b6cc9c297503c7b06744e6",
          "body": "…#313)\n\n* chore(llm): env-knob 3 hardcoded constants — wave 2 token reduction\n\nConvert three hardcoded timing constants to env-overridable vars with\naggressive new defaults to reduce periodic LLM traffic:\n\n- MEMDB_REORG_INTERVAL_H: periodicReorgInterval 6h → 24h (4× reduction)\n- MEMDB_PROFILE_REFRES\n[…]\n regardless of interval. Round-robin across cubes within the hour is\npreserved; just the first-fire delay is capped.\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore(llm): env-knob 3 hardcoded constants — wave 2 token reduction (…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-18T22:50:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "294807dbed53589311a1f38faa95d05751f9d718",
          "body": "Dockerfile.mcp was pinned to golang:1.26rc3 release-candidate, but\ngo.mod requires 'go 1.26.0'. RC < stable per Go toolchain check, so\nbuild failed with:\n  'go.mod requires go >= 1.26.0 (running go 1.26rc3)'.\nThe companion Dockerfile (memdb-go target) was already on golang:1.26\nstable — this one was\n[…]\nd\nlocally-built images (containerd-snapshotter migration).\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(memdb-mcp): pin golang base to 1.26 stable (was 1.26rc3) (#312)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-12T21:15:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2f6957916e82b3a1092e21b7b3ffbe2f63b661cb",
          "body": "…now in shared Client) (#311)\n\nCleanup after lift-to-go-kit refactor (go-kit PR #48 → tagged v0.49.0,\nv0.50.0 includes it + tracing/httpmw OTEL code.* attributes).\n\nRemoves wrapper-level chunking from `internal/embedder/http.go` (the\ndefense-in-depth chunkSize field + chunking loop + embedChunk help\n[…]\n_chunks_per_call /\n  embed_chunk_size from go-kit instead.\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(embedder): bump go-kit v0.50.0 + remove duplicate chunking (…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-09T20:25:38Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "75c6370a8d5e2939b0470a86d438eab4ca3464a5",
          "body": "…th for ox-embed-server input cap) (#310)\n\n* fix(memory): deterministic lock order to prevent DELETE/UPDATE deadlock\n\nBulk DELETE on properties->>'id' = ANY($1) deadlocked with concurrent\nIncrRetrievalCount UPDATE on the same table. Both used unsorted ANY()\nin autocommit — Postgres acquired row lock\n[…]\nd-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(embedder): client-side chunking for HTTPEmbedder (defense in dep…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-09T19:38:28Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ae9440d1d0b6227beae04f02223ad94b1193c46f",
          "body": "…ck (#309)\n\n* fix(memory): deterministic lock order to prevent DELETE/UPDATE deadlock\n\nBulk DELETE on properties->>'id' = ANY($1) deadlocked with concurrent\nIncrRetrievalCount UPDATE on the same table. Both used unsorted ANY()\nin autocommit — Postgres acquired row locks in scan order, which\ndiverged\n[…]\n\n  and confirms the deadlock-avoidance contract still holds because\n  both queries lock in sorted property-id order.\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(memory): deterministic lock order to prevent DELETE/UPDATE deadlo…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-08T10:15:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a6375d08e6a91e4789a66ce61f3793c098d4ff84",
          "body": "…tgres param (#308)\n\n- cmd/mcp-server/main.go: mcpNativeToolCount 9 → 10 (actual count\n  after recent registrations; the constant was a stale comment)\n- internal/mcptools/memory_update_proxy_test.go: cover the\n  UserID!=\"\" / CubeID!=\"\" precedence path (was: only the CubeID\n  fallback branch exercise\n[…]\nt no caller needs it)\n- internal/mcptools/proxy.go: update call site to match new signature\n\nRefs: PR #307 code-quality review.\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(mcp): tool count comment, CubeID fallback test, drop dead *db.Pos…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-07T12:31:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "baf1441f60f2e158d85af5b5794c1878fcff1f46",
          "body": "…es full update path (#307)\n\n- NativeUpdateMemory now calls ClearCEScoresTopK + the neighbor\n  cascade after content change. Without this, reranked search results\n  carry stale CE scores computed against the OLD text. Best-effort\n  (logs error, does not fail the request).\n- MCP update_memory tool wa\n[…]\nemdb-go).\n- proxyCall nil-logger guard added for test ergonomics.\n\nRefs: 2026-05-07 infrastructure-auditor primer findings 1+3.\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(memory): NativeUpdateMemory clears CE cache; MCP update_memory us…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-07T12:18:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3abe063b9d55672085af093d8ac556eb33b7aa7c",
          "body": "feat(proto): add chat_time + message_id to Message (matches HTTP /add)",
          "is_bot": false,
          "headline": "Merge pull request #306 from anatolykoptev/feat/proto-message-metadata",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-04T07:48:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "882166d4bfe25e64f7f42389724d6cbd72c430f8",
          "body": "Brings the gRPC Message proto into parity with the OpenAPI/HTTP path\nwhich already accepts chat_time on ChatCompletion*MessageParam\n(api/openapi.yaml). Services routing messages through gRPC AddRequest\nno longer silently drop timestamps.\n\n  - chat_time  (string, RFC3339-UTC) — first 10 chars indexed\n[…]\n With\nbuf.gen.yaml updated, `buf generate` is reproducible from clean.\n\nAligns with go-kit/llm v0.43 + go-session v0.4.1 + dozor's\nprovider.Message — one shape from in-flight LLM call to MemDB ingest.",
          "is_bot": false,
          "headline": "feat(proto): add chat_time + message_id to Message (matches HTTP /add)",
          "author_name": "Anatoly Koptev",
          "author_login": null,
          "committed_at": "2026-05-04T05:55:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "92772d53a1fd7c6bae9807b1d5a7c17eee466ef8",
          "body": "…ase 4) (#305)\n\nRule #10 tells the LLM to copy shared-event facts from person Y onto\nperson X. This is correct for LoCoMo cat-5 adversarial gold where the\neval specifically rewards cross-applying family events, but it is a\nhallucination policy in production (copying facts about the wrong\nperson).\n\nC\n[…]\nse)\n- Add tests: CrossCharBleedDefault (absent) + CrossCharBleedEnabled\n- Update existing tests: remove mustContain assertion for rule 10\n\nEval harness: set MEMDB_CROSS_CHAR_BLEED=true in compose env.",
          "is_bot": false,
          "headline": "feat(chat): make rule #10 (cross-character bleed) env-conditional (Ph…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T10:49:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ebe3f41186280a553af2d385644e73ddaaaac411",
          "body": "…efs (Phase 1.5) (#304)\n\n* fix(scheduler): thread observation_date through mem_read actions + prefs (Phase 1.5)\n\nThree scheduler write paths lacked observation_date:\n\n1. reorganizer_mem_read_actions.go: buildLTMNode omitted observation_date.\n   Fix: thread info.observationDate from processRawMemoryF\n[…]\nrename now → wallclockNow for clarity (Phase 5)\n\nCosmetic: the variable is wall-clock ingest time, not conversation time\n(which is info.observationDate). Renaming removes ambiguity for future\nreaders.",
          "is_bot": false,
          "headline": "fix(scheduler): thread observation_date through mem_read actions + pr…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T10:49:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "da94997407bf9e5bc759dd696824b13e0b7dc904",
          "body": "…s (Phase 1.5) (#303)\n\nSkillMemory and ToolTrajectoryMemory rows were written with hand-rolled\nproperty maps that omitted observation_date, causing today-leak on\ncefix17 (6 SkillMemory rows with 0/6 observation_date coverage).\n\nChanges:\n- add_fine_async.go: pass in.ObservationDate to generateSkillMe\n[…]\nd_skill_test.go: update signatures, add observation_date assertion\n\nFollows the identical skip-on-empty pattern established in Phase 1A\n(add_episodic.go) to avoid poisoning memory with wall-clock NOW.",
          "is_bot": false,
          "headline": "fix(handlers): thread observation_date through skill + tool extractor…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T10:49:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "63adfaebb234ad0c586ae14f9e0e651ab9864c2b",
          "body": "…can fire (#302)\n\nThe Go struct (AtomicFact.NamedEntitiesInText) and the promotion path\n(atomicToExtracted → namedEntitiesToMentions → collectHandlerEntityPairs →\nlinkAtomicEntitiesAsync → entity_nodes upsert) were already wired in\nPR #291 but the LLM never returned the field because the atomic extr\n[…]\ng field when no proper nouns present\n\nNo Go code changes — the struct already has the json tag.\nExisting test suite (add_fine_atomic_entities_test.go) covers the\nfull promotion path with fixture data.",
          "is_bot": false,
          "headline": "fix(atomic-extractor): emit named_entities_in_text so PR #291 wiring …",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T10:49:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "64fd660fe61f3119005610eff053c3278fda6e9c",
          "body": "…vation_date (Phase 1B) (#301)\n\n* fix(memprops): tree_reorganizer parents inherit observation_date (Phase 1B)\n\nCloses the second-largest today-leak surface (2219 tree_reorganizer rows\nglobally with no observation_date) by:\n\n- Extending ListMemoriesByHierarchyLevel SQL projection with\n  COALESCE(obse\n[…]\n; the atomic sibling must mirror\nit. fc.ObservationDate is already populated by runAtomicFineForCube via\nh.resolveObservationDate(ctx, req.Messages) — just was not being passed\ninto the props builder.",
          "is_bot": false,
          "headline": "fix(memprops): tree_reorganizer parents + atomic LTM/WM inherit obser…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T08:54:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2954930f394157c494f133a02fa7aaf71f259bdc",
          "body": "… 1A) (#299)\n\nPre-fix: 15 derived-write paths hand-rolled their own props maps without\nobservation_date. evaluation/locomo/query.py::_extract_ts falls through\nobservation_date → chat_time → created_at, so derived rows that only\ncarry created_at (= ingest wall-clock) poison cat-2 temporal answers\n('2\n[…]\nPhase 2)\n- remaining derived sites: prefs / wm refresh / wm compact / skill /\n  tool / mem_read_legacy / mem_read_actions (Phase 2)\n- rule #10 cross-character bleed env-conditional (Phase 3, optional)",
          "is_bot": false,
          "headline": "fix(memprops): observation_date invariant for derived memories (Phase…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T08:35:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "40542baaad39003995a57feef2db3d0e9dd25e21",
          "body": "…(#300)\n\nCloses the loop on RerankerBatchWaitHigh: when local gte-multi-rerank\nsaturates (CE batch wait p95 > 3s, breaker opens, timeouts, OOM), the\nReranker-interface fallback in go-kit v0.40 routes those degraded\nrequests to Voyage rerank-2.5 instead of returning Score=0 placeholders\nto math-fallb\n[…]\n the gate sees zero\nbehaviour change. When enabled, dashboards see new metric\nmemdb_rerank_fallback_used_total{primary,secondary} with\nsecondary=voyage-rerank-2.5 (auto-derived from WithFallbackName).",
          "is_bot": false,
          "headline": "feat(rerank): wire Voyage rerank-2.5 as opt-in fallback for local CE …",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T08:32:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d05d334c10360da0ffc5f7ec8a76242dc7f15c29",
          "body": "… Degraded (#298)\n\nRoot cause of 0% precompute hit rate observed 2026-05-03:\nclient.Rerank() (the convenience wrapper) drops the error and on\nStatus=Degraded returns docs in original order with Score=0. The\nprecompute writer was persisting those zeroes to ce_score_topk.\nSearch-time read could not di\n[…]\nes overwrite them once CE pressure\ndrops (the very effect of this fix breaking the loop).\n\nRegression tests in tree_ce_precompute_skip_degraded_test.go cover\neach Status value and locked the contract.",
          "is_bot": false,
          "headline": "fix(precompute): skip persisting Score=0 placeholders when CE returns…",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T07:43:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c4448ef7196ce1f27f93dbbe14784e68a3502a64",
          "body": null,
          "is_bot": false,
          "headline": "chore: trigger rebuild for go-kit v0.39.0 bump (dozor dedup miss)",
          "author_name": "anatolykoptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T06:51:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b432bf45fbe94922cbb329c60380d9d854ebaa3f",
          "body": "Pulls in cache key correctness fixes from go-kit PR #40:\n- embed.cacheKey now includes role (query/passage)\n- rerank.cacheKey now includes maxCharsPerDoc + maxTokensPerDoc\n\nBoth bumped to cacheKeyVersion=v2; old v1 cache entries in Redis\nwill naturally miss after deploy and be repopulated.\n\nVerified: build clean, embedder + rerank tests green.",
          "is_bot": false,
          "headline": "chore(deps): bump go-kit v0.38.0 → v0.39.0 (#297)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T06:47:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b95d15eaff0363fca29f2fc0f4839793b67d9f38",
          "body": "* fix(cache): cotCacheKey now includes Model + MaxSubQueries\n\nThe CoT decomposer prompt template interpolates MaxSubQueries (\"Output a\nJSON array of 1-%d simpler sub-questions\"), so two callers using the same\nquery but different MaxSubQueries values were silently sharing cached\nsub-query lists. Mode\n[…]\nnfig.Model and a 'v2' version sentinel. Pairs are\nsorted by ID so candidate iteration order does not affect the key.\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(cache): LLM-output cache key correctness (PR B) (#296)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T06:45:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4b8680e8fd7b8f8b39613a9aac3abe532bdbc779",
          "body": "* fix(cache): post_get_memory_filter key now includes full request — fixes Page=2 returning Page=1 body\n\nPrevious key only hashed Filter+limit, so requests differing only by Page\n(or include_preference, include_tool_memory, etc.) collided in cache. The\nnew derivation hashes a JSON marshal of the ful\n[…]\ncubeID for cubes without a recorded owner).\n\nAdds focused unit tests covering Bug 1 (page/include flag isolation),\nBug 2 + Bug 4 (filter cache invalidation on delete), and Bug 5 (composite\nkey sweep).",
          "is_bot": false,
          "headline": "fix(cache): DB-cache pagination + invalidation correctness (PR A) (#295)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T06:45:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "15ea09507da148b30d9b07945da891deb25dd0b2",
          "body": "Bump in PR #293 updated go.mod but vendor/modules.txt still listed\nv0.37.0 → docker build failed with inconsistent vendoring error.\n\ngo mod vendor (GOWORK=off per krolik convention) syncs:\n- vendor/modules.txt: go-kit explicit version\n- vendor/github.com/anatolykoptev/go-kit/rerank/voyage.go (new)\n-\n[…]\noptev/go-kit/llm/client.go (ExtractJSON fix)\n- vendor/github.com/anatolykoptev/go-kit/metrics/{prom,prom_bridge}.go (panic fix)\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(vendor): sync vendor/ to go-kit v0.38.0 (#294)",
          "author_name": "Anatoly Koptev",
          "author_login": "anatolykoptev",
          "committed_at": "2026-05-03T04:05:07Z",
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          "body": "…ass for internet/dual-speaker (#293)\n\n* chore(deps): bump go-kit v0.37.0 → v0.38.0\n\nv0.38.0 ships VoyageRerankClient + JinaRerankClient (drop-in Reranker\nimplementations) and a fix to llm.ExtractJSON for the array+object case.\n\nNo memdb-go code changes required for the bump itself; both new\nclients\n[…]\ney.\n\nThree test cases cover internet_search variants, speakers cardinality\n0/1/2/3, and malformed JSON fall-through.\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
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          "body": "* fix(precompute): exclude WorkingMemory from CE neighbour pool — fixes 0% hit rate\n\nmemdb_search_ce_precompute_hit_total{outcome=hit} = 0 in production\ndespite 13,161 cached rows. Root cause: ListMemoriesByHierarchyLevel\nSQL includes memory_type=WorkingMemory (intentional, for D3 small-cube\ncluster\n[…]\n reading the description from /metrics or Grafana\ngot a misleading enum. Aligned both descriptions with preregNames.\n\n---------\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>",
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          "headline": "fix(rerank): precompute hit-rate, math errors, MMR kill-switch (#292)",
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          "body": "…s section (Memobase parity) (#288)\n\nForensic Karpathy r3 (2026-05-01) — atomic facts ALREADY extracted in DB\n(kind='atomic_fact' rows look high-quality, e.g. \"Caroline attended LGBTQ\nsupport group on May 7, 2023...\"). НО они surface ТОЛЬКО через generic\nsearch competing на cosine с paragraph rows и\n[…]\nhe LLM on every chat\nquery — больше не competition cosine.\n\nCo-authored-by: Anatoly Koptev <anatolykoptev@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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            "reason": "project is fuzzed",
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                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 12,
                      "login": "anatolykoptev"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "91 public repos, account ~0 yr old",
                "points": 14.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 91
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "packages": [
                "github.com/anatolykoptev/memdb/memdb-go"
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              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "2 published versions",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 79,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "9 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".golangci.yaml, .golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yaml, .golangci.yml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "5 out of 11 merged PRs checked by a CI test -- score normalized to 4",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 45,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 45,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 4.5
            },
            "components": [
              {
                "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",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "5 out of 11 merged PRs checked by a CI test -- score normalized to 4",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/22 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 12 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is fuzzed",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "excellent",
        "name": "AI Readiness",
        "value": 88,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "CLAUDE.md",
                "memdb-go/vendor/github.com/jackc/pgx/v5/CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 3880
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md, memdb-go/vendor/github.com/jackc/pgx/v5/CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md, memdb-go/vendor/github.com/jackc/pgx/v5/CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "84 of 84 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 84,
                      "sampled": 84
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "memdb-go/vendor/connectrpc.com/connect/Makefile",
                "memdb-go/vendor/github.com/alicebob/miniredis/v2/Makefile",
                "memdb-go/vendor/github.com/alicebob/miniredis/v2/fpconv/Makefile",
                "memdb-go/vendor/github.com/alicebob/miniredis/v2/proto/Makefile",
                "memdb-go/vendor/github.com/alicebob/miniredis/v2/server/Makefile",
                "memdb-go/vendor/github.com/anatolykoptev/go-stealth/Makefile",
                "memdb-go/vendor/github.com/anatolykoptev/skillkit/Makefile",
                "memdb-go/vendor/github.com/daulet/tokenizers/Makefile",
                "memdb-go/vendor/github.com/exaring/otelpgx/Makefile",
                "memdb-go/vendor/github.com/felixge/httpsnoop/Makefile",
                "memdb-go/vendor/github.com/munnerz/goautoneg/Makefile",
                "memdb-go/vendor/github.com/oapi-codegen/runtime/Makefile",
                "memdb-go/vendor/github.com/prometheus/procfs/Makefile",
                "memdb-go/vendor/github.com/redis/go-redis/v9/Makefile",
                "memdb-go/vendor/github.com/yuin/gopher-lua/Makefile",
                "memdb-go/vendor/github.com/yuin/gopher-lua/parse/Makefile",
                "memdb-go/vendor/go.opentelemetry.io/otel/Makefile",
                "memdb-go/vendor/go.uber.org/atomic/Makefile",
                "memdb-go/vendor/google.golang.org/grpc/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.38,
              "toolchain_manifests": [
                "examples/go/quickstart/go.mod",
                "examples/go_client/go.mod",
                "memdb-go/go.mod",
                "memdb-go/vendor/github.com/daulet/tokenizers/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, memdb-go/vendor/connectrpc.com/connect/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/fpconv/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/proto/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/server/Makefile, memdb-go/vendor/github.com/anatolykoptev/go-stealth/Makefile, memdb-go/vendor/github.com/anatolykoptev/skillkit/Makefile, memdb-go/vendor/github.com/daulet/tokenizers/Makefile, memdb-go/vendor/github.com/exaring/otelpgx/Makefile, memdb-go/vendor/github.com/felixge/httpsnoop/Makefile, memdb-go/vendor/github.com/munnerz/goautoneg/Makefile, memdb-go/vendor/github.com/oapi-codegen/runtime/Makefile, memdb-go/vendor/github.com/prometheus/procfs/Makefile, memdb-go/vendor/github.com/redis/go-redis/v9/Makefile, memdb-go/vendor/github.com/yuin/gopher-lua/Makefile, memdb-go/vendor/github.com/yuin/gopher-lua/parse/Makefile, memdb-go/vendor/go.opentelemetry.io/otel/Makefile, memdb-go/vendor/go.uber.org/atomic/Makefile, memdb-go/vendor/google.golang.org/grpc/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, memdb-go/vendor/connectrpc.com/connect/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/fpconv/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/proto/Makefile, memdb-go/vendor/github.com/alicebob/miniredis/v2/server/Makefile, memdb-go/vendor/github.com/anatolykoptev/go-stealth/Makefile, memdb-go/vendor/github.com/anatolykoptev/skillkit/Makefile, memdb-go/vendor/github.com/daulet/tokenizers/Makefile, memdb-go/vendor/github.com/exaring/otelpgx/Makefile, memdb-go/vendor/github.com/felixge/httpsnoop/Makefile, memdb-go/vendor/github.com/munnerz/goautoneg/Makefile, memdb-go/vendor/github.com/oapi-codegen/runtime/Makefile, memdb-go/vendor/github.com/prometheus/procfs/Makefile, memdb-go/vendor/github.com/redis/go-redis/v9/Makefile, memdb-go/vendor/github.com/yuin/gopher-lua/Makefile, memdb-go/vendor/github.com/yuin/gopher-lua/parse/Makefile, memdb-go/vendor/go.opentelemetry.io/otel/Makefile, memdb-go/vendor/go.uber.org/atomic/Makefile, memdb-go/vendor/google.golang.org/grpc/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yaml, .golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yaml, .golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "38 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 38,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
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            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 658395,
              "source_files_sampled": 675,
              "oversized_source_files": 3
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "3/675 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 675,
                      "oversized": 3
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": [
                "docs/openapi.json",
                "memdb-go/api/openapi.yaml",
                "memdb-go/internal/server/static/openapi.json",
                "memdb-go/proto/memdb/v1/chat.proto",
                "memdb-go/proto/memdb/v1/memory.proto",
                "memdb-go/proto/memdb/v1/scheduler.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "docs/openapi.json, memdb-go/api/openapi.yaml, memdb-go/internal/server/static/openapi.json, memdb-go/proto/memdb/v1/chat.proto, memdb-go/proto/memdb/v1/memory.proto, memdb-go/proto/memdb/v1/scheduler.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/openapi.json, memdb-go/api/openapi.yaml, memdb-go/internal/server/static/openapi.json, memdb-go/proto/memdb/v1/chat.proto, memdb-go/proto/memdb/v1/memory.proto, memdb-go/proto/memdb/v1/scheduler.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T10:42:06.188217Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/anatolykoptev/memdb.svg",
  "full_name": "anatolykoptev/memdb",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计Go.