公开记录优秀
软件健康报告模式 0.27.0 · 指标 2.3.1 · 2026-08-02 16:00 UTC
jesse-ai / jesse
An advanced crypto trading bot written in Python
jesse-ai/jesse 的健康指数为 100 分中的 87 分，处于「优秀」区间。 其得分最高的类别是Vitality（93/100），最低的是Security（54/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
87
总分 / 100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，再依据公开记录的分布进行校准，使各等级具有百分位含义；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 34（存在风险）的上限。
87
卓越93-100公开记录中的最高层级（约前 5%）；基本满足所有检验标准
优秀80-92各方面均表现强劲；仅有少量不足
良好65-79健康；不足之处有限且可控
中等50-64可接受，但存在明显不足；建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节；采用时应保持审慎
危急1-19问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
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。
加权总体分 73 经校准后在公布的指数量表上为 87（记录校准 2026-08-02）。
所有权
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 |
|---|---|---|---|---|---|
| PyPI | jesse | 3.0.0 | - | 358 | 0 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？
93
开发活跃度
96卓越
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 32.5/36 | 提交节奏 — 52 周中有 47 周有提交 |
| 18/18 | 提交量 — 最近一年 421 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 421 |
| human_commit_share | 0.99 |
| days_since_last_push | 0 |
| active_weeks_last_year | 47 |
发布纪律
88优秀
评分方式
| 16.2/27 | 有发布版本 — 10 个版本标签（无 GitHub 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 7 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 10 |
| latest_release_tag | v3.0.0 |
| releases_from_tags | 是 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 7 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
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？
76
流行度与采用
98卓越
评分方式
| 60/60 | 星标 — 8,281 个星标 |
| 25/25 | 复刻 — 1,188 个复刻 |
| 12.9/15 | 关注者 — 207 位关注者 |
所用输入
| forks | 1,188 |
| stars | 8,281 |
| watchers | 207 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| readme_badges | — |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| readme_badge_services | — |
| has_pull_request_template | 否 |
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？
68
维护者韧性（巴士系数）
41薄弱
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 8.1/22.5 | 提交分布 — 头号贡献者编写了 64% 的提交 |
| 13.5/13.5 | 贡献者广度 — 50 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 7 contributing companies or organizations |
所用输入
| bus_factor | 1 |
| contributors_sampled | 50 |
| top_contributor_share | 0.638 |
议题与 PR 响应能力
70良好
评分方式
| 40.7/42 | 议题解决 — 97% 的议题已关闭 |
| 19.8/30 | PR 接受 — 已裁定的 PR 中 278/422 已合并 |
| 0/13 | Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 278 |
| open_issues | 5 |
| closed_issues | 153 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.968 |
| closed_unmerged_prs | 144 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
已排除计分（无数据或不适用）：newcomer_pr_acceptance。 其余权重已重新归一化。
所有权与托管责任
71良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 18.4/25 | 所有者影响力 — jesse-ai 有 367 位关注者 |
| 22.2/25 | 既往记录 — 24 个公开仓库，账户约 7 年 |
所用输入
| followers | 367 |
| owner_type | Organization |
| is_verified | — |
| owner_login | jesse-ai |
| public_repos | 24 |
| account_age_days | 2,823 |
软件包维护
100卓越
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 0 天前 |
| 20/20 | 版本历史 — 358 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
| packages | jesse |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 0 |
工程质量
基础的工程与文档实践是否到位？
71
工程实践
68良好
评分方式
| 24/24 | CI 工作流 — 3 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
75良好
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://jesse.trade |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 18 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | cryptocurrency, trading-bot, trading-algorithms, trading, crypto, framework, algo-trading, algorithmic-trading, jesse, trading-strategies, python, bot, crypto-bot, bitcoin, trade, crypto-bot-trading, quantitative-finance, quantitative-trading |
| has_wiki | 是 |
| homepage | https://jesse.trade |
| has_readme | 是 |
| has_docs_dir | 否 |
| has_description | 是 |
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？
54
安全态势
43薄弱
评分方式
| 0.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 3.5/5 | SAST — SAST tool detected but not run on all commits |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 23 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 4.3 |
已排除计分（无数据或不适用）：signed_releases。 其余权重已重新归一化。
依赖安全公告
100卓越
评分方式
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 0/40 | 没有长期未处理的公告 — 没有公告带有发布日期 |
所用输入
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 2 |
| unassessed_packages | 36 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 2 个已解析依赖与 OSV 比对。 有 36 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 未对可达性进行分析。
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？权重刻意设小（4%）：代理工具链是一项真实的维护信号，但完全不具备的仓库仍可达到 100/100。
60
AI 代理上下文与指引
77良好
评分方式
| 45/45 | 代理指令 — AGENTS.md |
| 0/15 | 机器可读文档（llms.txt） |
| 31.8/40 | 可读的提交历史 — 99 次人类提交中有 59 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.596 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 10,691 |
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — Dockerfile |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 45 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 1 次为自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.45 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.01 |
面向模型的代码可读性
52中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 52.4/55 | 可控的文件大小 — 采样的 1,106 个源文件中有 53 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 6,915,612 |
| source_files_sampled | 1,106 |
| oversized_source_files | 53 |
关键数据
8,281GitHub 星标
50贡献者
421最近 12 个月提交数
0距最近推送天数
10发布版本数
1巴士系数（bus factor）
5开放议题
PyPI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
- deps.dev does not index pypi:jesse@3.0.0; advisories assessed against the repository dependency graph instead
更多细节
Star 与 Fork 历史 0 ★ / 1,188 ⇿
0Star
1,188Fork
9发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
仅显示最近的历史——该仓库超出采集窗口，因此未采集最早的历史记录。
主版本 0次版本 3修订 6
每个点涵盖 5 天。
OpenSSF Scorecard 4.3 / 10
4.3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）。
| 1 | Binary-Artifacts | binaries present in source code |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/28 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 7 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 7 | SAST | SAST tool detected but not run on all commits |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 23 existing vulnerabilities detected |
全部依赖 38
来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 38 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。
| 注册表 | 软件包 | 版本 | 关系 |
|---|---|---|---|
| PyPI | aiofiles | — | 间接 |
| PyPI | aioredis | — | 间接 |
| PyPI | arrow | — | 间接 |
| PyPI | blinker | — | 间接 |
| PyPI | click | — | 间接 |
| PyPI | cryptography | — | 间接 |
| PyPI | ecdsa | — | 间接 |
| PyPI | eth-account | — | 间接 |
| PyPI | fastapi | — | 间接 |
| PyPI | fnc | — | 间接 |
| PyPI | jesse-rust | 1.2.0 | 间接 |
| PyPI | joblib | — | 间接 |
| PyPI | matplotlib | — | 间接 |
| PyPI | mcp | 1.28.1 | 间接 |
| PyPI | msgpack | — | 间接 |
| PyPI | numpy | — | 间接 |
| PyPI | optuna | — | 间接 |
| PyPI | pandas | — | 间接 |
| PyPI | peewee | — | 间接 |
| PyPI | psycopg2-binary | — | 间接 |
| PyPI | pydash | — | 间接 |
| PyPI | pyjwt | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | python-dotenv | — | 间接 |
| PyPI | ray | — | 间接 |
| PyPI | redis | — | 间接 |
| PyPI | requests | — | 间接 |
| PyPI | scikit-learn | — | 间接 |
| PyPI | scipy | — | 间接 |
| PyPI | simplejson | — | 间接 |
| PyPI | starkbank-ecdsa | — | 间接 |
| PyPI | statsmodels | — | 间接 |
| PyPI | tabulate | — | 间接 |
| PyPI | timeloop | — | 间接 |
| PyPI | uvicorn | — | 间接 |
| PyPI | websocket-client | — | 间接 |
| PyPI | websockets | — | 间接 |
| PyPI | wsaccel | — | 间接 |
依赖安全公告 0
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 2 个包，其中也包含从不交付的开发与测试版本固定：0 个存在已知公告，0 个为直接依赖。 有 36 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。
没有已知公告影响已评估的依赖。
公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"cryptocurrency",
"trading-bot",
"trading-algorithms",
"trading",
"crypto",
"framework",
"algo-trading",
"algorithmic-trading",
"jesse",
"trading-strategies",
"python",
"bot",
"crypto-bot",
"bitcoin",
"trade",
"crypto-bot-trading",
"quantitative-finance",
"quantitative-trading"
],
"is_fork": false,
"size_kb": 102232,
"has_wiki": true,
"homepage": "https://jesse.trade",
"languages": {
"CSS": 1212,
"HTML": 36819,
"Shell": 250,
"Python": 3895743,
"Dockerfile": 703,
"JavaScript": 7332
},
"pushed_at": "2026-08-02T15:53:34Z",
"created_at": "2018-11-09T10:38:44Z",
"owner_type": "Organization",
"updated_at": "2026-08-02T15:58:35Z",
"description": "An advanced crypto trading bot written in Python",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "master",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://Jesse.Trade",
"name": "Jesse",
"type": "Organization",
"login": "jesse-ai",
"company": null,
"location": "Luxembourg",
"followers": 367,
"avatar_url": "https://avatars.githubusercontent.com/u/44895627?v=4",
"created_at": "2018-11-09T10:35:28Z",
"is_verified": null,
"public_repos": 24,
"account_age_days": 2823
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v3.0.0",
"kind": "major",
"published_at": "2026-08-01T16:20:58Z"
},
{
"tag": "v2.5.0",
"kind": "minor",
"published_at": "2026-07-06T16:17:43Z"
},
{
"tag": "v2.4.1",
"kind": "patch",
"published_at": "2026-06-29T15:50:46Z"
},
{
"tag": "v2.4.0",
"kind": "minor",
"published_at": "2026-06-15T16:41:19Z"
},
{
"tag": "v2.3.4",
"kind": "patch",
"published_at": "2026-06-06T14:18:14Z"
},
{
"tag": "v2.3.3",
"kind": "patch",
"published_at": "2026-06-03T17:44:21Z"
},
{
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"body": "Reverts the generic webhook driver (custom payload key + JSON template) and its\ntests. _custom_channel_notification returns to handling only Slack/Discord URLs.\nThe Telegram/Discord/Slack notification drivers are unaffected.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "Remove generic webhook notification feature",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-15T16:41:19Z",
"body_truncated": false,
"is_coding_agent": true
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{
"oid": "2357b052fbeaba94f14dfc61751e62b120f8b6c8",
"body": "Generic webhooks can now shape the request body to whatever the target service\nexpects, instead of a hardcoded {'text': ...}:\n- payload_template: user-supplied JSON of any shape with a {{message}} placeholder\n (substituted at any depth) POSTed verbatim — supports extra/nested fields.\n- payload_key:\n[…]\nld name\n (defaults to 'text'). payload_template takes precedence.\nBoth flow through the stored notification driver config + CSV import/export.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "notifier: configurable webhook payload (custom key + full JSON template)",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-15T15:54:55Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "11a92d91e43596713f4f816bee06e443938d8697",
"body": "Adds generic webhook delivery to _custom_channel_notification: non-Slack/Discord\nURLs now POST JSON ({'text': ...}) with a form-encoded fallback instead of raising,\nwith a 15s timeout matching the other senders so a slow endpoint can't stall the\nnotifier loop. Adds a stored 'webhook' driver path and\n[…]\nm colleague's stale webhook-notifcation branch onto current master to\navoid reverting the existing HTTP timeouts and notifier-loop crash guard.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "notifier: support generic webhooks (with timeout) + tests",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-15T14:44:21Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5c898169ba5e61669d158bcc691410a50ce5ee4a",
"body": "elliottech/lighter-python v1.1.1 (#158, 'allow l2 sig revoke & approve zero\nfees integrator'): the new signer can build a zero-fee integrator approve using\nonly the L2 (API-key) signature. The previous build treated zero max-fees as a\nrevoke ('ApprovalExpiry should be zero when revoking'), so a friction-free\nauto-approve was impossible. Verified live on mainnet (sendTx code 200, no L1).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Lighter: update vendored signer binaries to upstream v1.1.1",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-15T14:28:38Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "2a63d91af8f0fccd61919d6a1afa5758b5ab31d6",
"body": "Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Bump version to 2.4.0",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-15T13:01:23Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "07e65ba03bd96f57ebf657c56395f10a4a2edb23",
"body": null,
"is_bot": false,
"headline": "2.4.0",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-15T12:54:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5939e96272dedf10595a4d3c6cce2a38603bd254",
"body": "_load_asset_pairs only normalized XBT->BTC, so Dogecoin was exposed as XDG-USD\ninstead of DOGE-USD — it looked 'missing' as DOGE, and XDG-USD then errored\nbecause the trade/WS API only speaks the standard DOGE name. Add a shared\nKraken<->Jesse base-alias map (XBT<->BTC, XDG<->DOGE) applied inbound and in the\noutbound altname fallback.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "kraken candle driver: normalize XDG->DOGE alias",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-14T13:31:24Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "1fd9bcdcdb50133f9656d5045d3cc56dc6abbb63",
"body": "Backtest candle-import driver for KuCoin (enums KUCOIN_SPOT / KUCOIN_USDT_PERPETUAL,\ninfo.py fees+settle, drivers/KuCoin spot+futures fetchers + symbol mapping).",
"is_bot": false,
"headline": "feat: KuCoin Spot + USDT Perpetual candle-import driver",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-12T16:35:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ecf119a64b31542cb69c93f74f0f37dff3bac7eb",
"body": "Update requirements.txt to pin jesse-rust==1.2.0 (was 1.1.0). This change upgrades the dependency to the newer release to pick up improvements or fixes in 1.2.0.",
"is_bot": false,
"headline": "Bump jesse-rust to 1.2.0",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-12T15:36:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "146d345eb1feb792d53c7746fa3b532de958ed25",
"body": "test_fast_mode_equivalence runs the same single-route real-strategy\nbacktest twice (fast_mode=False then True) over deterministic gapless\n1m candles (~5 months, seed 9001) and asserts the trades fingerprint\n(trades_hash, trade counts, net profit, finishing balance, fee) is\nidentical between the two \n[…]\nr\ntoo) that must not be codified here. Verified to pass on master\n@ 0987c304 as well (12.7s) and on this branch (7.6s); suite is now\n501 passed.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add fast/step simulator equivalence regression test (clean data)",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-12T08:43:53Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "79ac1a491216bea297e95ef4dc31d51664436799",
"body": "…results\n\nTwo slow-but-default pytest tests run full research.backtest() sessions with\nreal strategies adapted from the maintainer's bot project (Alligator multi-TF,\nDonchian-ATR trend, ADX/Williams%R) over seeded synthetic candle windows\n(~1y single-route step-sim; ~6mo x 3 routes fast-sim) and ass\n[…]\n\n\nAlso registers a 'slow' pytest marker (tests/conftest.py) and documents the\npre-existing API-singleton driver-freeze quirk the tests sidestep.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add real-strategy regression tests pinned to pre-optimization master …",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-12T08:09:09Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "c0bc92f68be3c3005d7b92d7c5b61adf923e7ae4",
"body": "… preservation)\n\nThe reuse in _simulate_new_candles returned the post-jump-fix candle for\npipeline sessions, while historical behavior built the HTF candle from the\npre-fix rows in candles_arr (the pipeline buffer write-back precedes the\nfix). Gating on (storage_1m is not None or candles_pipeline is\n[…]\n all view-backed paths and the exact old behavior for\npipelines. Fingerprints re-verified (gatecheck: fp cc8ab0d73d50ae16, no\nspeed regression).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Gate the HTF real_candle reuse to non-pipeline paths (strict behavior…",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-12T07:28:16Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "7d24a375721b0206b0adbe53e8e19d2deb842e01",
"body": "Comments/docs only — zero behavior change (verified: bench docscheck\nfingerprints cc8ab0d73d50ae16 identical to baseline after these edits).\n\n- docs-perf/REPORT.md: executive summary (suite 79.0s -> 27.5s, 2.88x,\n full per-round table), correctness methodology (fingerprint gating incl.\n trades_has\n[…]\n note the *_last call is bit-for-bit\n identical to the full-series kernel's [-1].\n- DynamicNumpyArray.__getitem__: hot-path restructuring note.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Docs: review guide + why-comments for the perf-backtests branch",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-12T07:25:02Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "15cb00d382ddd115347372eacd7c9a3dd8a2625e",
"body": "In the skip simulator, whenever a route's timeframe count equals the\nsimulation step (always true for single-timeframe sessions), the\nhigher-timeframe candle was rebuilt from the exact same rows that\n_simulate_price_change_effect_multiple_candles had just aggregated into\nreal_candle, through the exa\n[…]\ne\nstorage buffer, so no aliasing is retained.\n\nbench (fast): a 0.33->0.30s, b 5.46->5.41s, c 2.52->2.43s, d 2.11->2.05s;\nfingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Reuse the step's real candle as the HTF candle when counts align",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T21:25:32Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "55f0ad774c5521d72671c87382e52d7a546a56ce",
"body": "Position.type read qty/_min_qty through up to two stacked property chains\n(is_long -> _min_qty, is_short -> _min_qty) and is_open allocated a list\nper call; type now reads qty and _min_qty once (identical comparisons) and\nis_open compares against 'close'. Pure restructuring of per-call reads --\nno caching, nothing can go stale, safe for live trading.\n\nbench: ~0-1.5% (within noise on b, small gain on c_multi fast);\nfingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Flatten Position.type/is_open property chains",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T21:14:23Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "51be56bc5072c8e60f95884d42c81851664aaa80",
"body": "Mirror of the step simulator's prefill (e86ac0d2) for fast mode, which is\nthe default path for dashboard/MCP users. For pipeline-less pairs the\nper-step loop's only input mutations are the step-boundary jumped-candle\nfixes (which read only the previous close, never written by any fix), so\nthey are a\n[…]\nty) with fallback to the old path.\n\nbench (fast): a 0.38->0.34s, b 5.81->5.62s, c 2.78->2.58s, d 2.63->2.43s\nvs round 2; fingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Prefill 1m candle storage upfront in the skip simulator too",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T21:05:47Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "20c6b834309458b0d0dcdd627ed93f618119a14f",
"body": "For arrays of <= 8 elements (the buy/sell/stop-loss/take-profit pairs\ncompared every candle), compare elements directly instead of paying\nufunc dispatch — identical float/NaN semantics.\n\nbench: b_heavy_15m:fast 6.09s -> 5.78s, fingerprint identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Scalar-compare tiny order arrays in _np_array_equal",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:47:15Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3453688e17ad9ceca9ab8f463de36a854be8ab9d",
"body": "- Strategy._detect_and_handle_entry_and_exit_modifications: replace\n np.array_equal with a semantically-identical helper that skips\n numpy's dispatch overhead for the small ndarray pairs compared on\n every candle (~58K calls per heavy backtest).\n- candle_service.get_candles: same logic, but plain\n[…]\nm:fast 6.31s -> 6.09s, fingerprint identical.\ntests: test_parent_strategy/test_state_candle/test_candle_service/\ntest_simulator_parity all pass.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Cheapen per-candle Python hot paths: array compares and get_candles",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:44:21Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e86ac0d2db3b9c1af5c189a5cc9f5151f2d9bb24",
"body": "For pipeline-less pairs, gap-fix the whole 1m series once via\njesse_rust.fix_jumped_candles, bulk-copy it into the storage buffer,\nand replace the per-minute add_candle + DynamicNumpyArray.append with\na single index bump. Guards (dtype/writeable/zero-ts/strictly\nincreasing timestamps/warmup continui\n[…]\nexactly as before.\n\nbench: a_simple_1h:step 2.21s -> 1.25s, b_heavy_15m:step 11.85s ->\n7.56s (1.81x / 1.57x vs round 1), fingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Prefill 1m candle storage upfront in the step simulator",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:39:44Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "cdd8b8e618b01d7ea59b49b9e3a8aae8fae4f297",
"body": "generate_candle_from_one_minutes and the real_candle construction in\n_simulate_price_change_effect_multiple_candles now call\njesse_rust.candle_from_one_minutes (bit-exact vs the numpy expression,\nverified for all block sizes <= 4320 rows; numpy fallback above).\n\nbench: b_heavy_15m:fast 6.82s -> 6.31s, a_simple_1h:step 2.27s -> 2.21s,\nfingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Build higher-timeframe candles via the jesse_rust kernel",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:32:16Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "23ec9fe110df0bc7578547dbb42b7d6b2e3d4e12",
"body": "ema/sma/rsi/atr/bollinger_bands now call the new jesse_rust *_last\nfunctions when sequential=False: identical recurrence (bitwise-equal\noutput), but no full-series allocation, no [-1] indexing, and no\nastype(float64) copy in bollinger_bands when the source is already\nf64 (the Rust side accepts strided views).\n\nbench: b_heavy_15m:fast 9.90s -> 6.82s (1.45x vs round 1),\nfingerprint identical. tests/test_indicators.py: 178 passed.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Use jesse_rust scalar *_last indicator kernels for sequential=False",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:25:46Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "fdbd016691a5a1f4edebcdd380b005fb9f573cd4",
"body": "The previous membership-test version still went through\nMapping.__contains__, which internally raises/catches KeyError on every\ncall when the env var is absent — that lookup alone was ~0.5s per heavy\nbacktest via get_config() -> slice_candles() on every indicator call.\n\nNew logic: if 'pytest' is in \n[…]\n failures, 80 passed).\n\nBench b_heavy_15m fast: 10.29s -> 9.85s (-12.2% vs baseline 11.22s).\nFingerprint 760596ae71bcce7b identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Make is_unit_testing() near-free outside pytest processes",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:01:38Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "30dcc470d3026df4e3b5fac327893374ddbf92c2",
"body": "- _simulate_price_change_effect: only re-add the real candle to storage\n when at least one order actually executed (i.e. partial candles were\n written that need to be overwritten). When nothing executed, the\n caller (_step_simulator) added this exact candle object immediately\n before, so the sec\n[…]\ne 5.33s),\nb_heavy_15m step 14.65s -> 12.17s (-24.8% vs baseline 16.17s).\nFingerprints cc8ab0d73d50ae16 / 760596ae71bcce7b identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Skip redundant candle re-store and duplicate position lookup per minute",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:56:34Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5dfa632078fd4c70c86f28ecc097a313f5aaef43",
"body": "Precompute once before the loop instead of per minute (x ~260K-1M):\n- per-route candle arrays / pipelines / exchange / symbol tuples\n (replaces 3 dict lookups per route per minute)\n- (timeframe, minutes) pairs for higher-timeframe generation (replaces\n config['app']['considering_timeframes'] looku\n[…]\n.05s (-20%; -42.8% vs baseline 5.33s),\nfast 0.74s -> 0.60s (combined with previous commits).\nFingerprint cc8ab0d73d50ae16 identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Hoist loop invariants out of the _step_simulator per-minute loop",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:52:35Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8048b4cb6efe4c14b631a0ed1f19a8838ebd9d3e",
"body": "…, keys)\n\n- utils.timeframe_to_one_minutes: use the existing module-level\n TIMEFRAME_TO_ONE_MINUTES constant instead of rebuilding a 17-entry\n dict + running two function-level imports on every call (~145K calls\n per heavy backtest). Error path unchanged (same InvalidTimeframe).\n- helpers.timefra\n[…]\nn: inline jh.key() f-strings.\n\nBench b_heavy_15m fast: 11.22s -> 10.29s (-8.3% vs baseline).\nFingerprint 760596ae71bcce7b identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Cheapen per-indicator-call helpers (timeframe lookup, is_unit_testing…",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:50:01Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "c9d33d0920ac9ddd539e938b9f0f29be9f00e376",
"body": "- _simulate_price_change_effect: skip the candle copy and the execution\n while-loop entirely when no order falls inside the candle (the common\n case); the closing add_candle + position price update now run once at\n the tail, which is exactly what the old loop's single break path did.\n Removed re\n[…]\n baseline 5.33s),\nb_heavy_15m step 16.17s -> 14.65s (-9.4% vs baseline). Fingerprints\ncc8ab0d73d50ae16 / 760596ae71bcce7b identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Early-exit order simulation paths in the per-minute hot loop",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:46:25Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e2860dc4d3c8195d1e7b0f0a42b6bc11351798ee",
"body": "…mpyArray)\n\n- add_candle: read the last candle's timestamp once as a scalar\n (arr.array[index, 0]) instead of up to 3 arr[-1][0] row-view builds per\n call; write last-candle updates directly (arr.array[index] = candle);\n hoist the duplicated jh.is_live() call; early-return on initial append.\n- Ca\n[…]\nse-branch)\npreserved.\n\nBench a_simple_1h: step 5.33s -> 4.27s (-19.9%), fast 0.74s -> 0.72s.\nFingerprint cc8ab0d73d50ae16 identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Cheapen hot candle-storage access (add_candle, get_storage, DynamicNu…",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:42:29Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f86521f80293fc0311c99238e435e0fb30657721",
"body": "In research/backtest sessions outside a Jesse project the per-trade\nClosedTrade.update() always raised 'Query must be bound to a database',\ngot caught, and pretty-printed a debugging block to the terminal for\nevery closed trade. Guard on database.is_open() instead — exactly the\ncases that previously\n[…]\nrminal I/O.\n\nBench: a_simple_1h step 5.33s -> 5.33s (neutral here; scales with trade\ncount), fingerprint cc8ab0d73d50ae16 identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Skip closed-trade DB write when no database is available",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:39:58Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "41d0f80424244aef24b482ef1c8c526a557a0a16",
"body": "Adds KRAKEN_SPOT / KRAKEN_PERPETUAL / KRAKEN_PERPETUAL_TESTNET enums and info.py\nentries, plus REST candle-import drivers used for live warm-up candles:\n- Kraken Spot (api.kraken.com /0/public/OHLC; rolling ~720-candle window so\n backtesting=False; OHLC time is seconds -> ms, candle open-time, olde\n[…]\nutures.kraken.com charts API; time already in ms, deep history).\nBoth translate Jesse BASE-USD symbols to Kraken naming (XBT<->BTC, PF_ perps).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add Kraken Pro Spot + Futures: enums, info.py, candle-import drivers",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-08T18:41:10Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e499b3eae3f24be246ddb306e0d509a0807a2b59",
"body": "Rebuilt jesse/static from the current dashboard-v1 master, which includes the merged\noptimizationStore.ts _ensureResultsShape fix (recovers MCP-created + older optimization\nsessions that previously failed to load). Generated via dashboard-v1 'npm run generate'.\n\nCo-authored-by: Saleh Mir <liveproduction@special.lu>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Rebuild dashboard static (optimization session-loading fix) (#587)",
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"body": "Rebuilt jesse/static from the current dashboard-v1 master, which includes the merged\noptimizationStore.ts _ensureResultsShape fix (recovers MCP-created + older optimization\nsessions that previously failed to load). Generated via dashboard-v1 'npm run generate'.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Rebuild dashboard static (optimization session-loading fix)",
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"body": "create_optimization_draft_service persisted an incomplete session results state ({alert}\nonly). The dashboard's loadSession patches that state in and then reads\nresults.progressbar.current / results.exception.error directly, so MCP-created sessions\ncrashed with 'Failed to load session' (dashboard-ru\n[…]\nready-saved broken sessions).\nThe dashboard must be rebuilt into jesse/static at release.\n\nCo-authored-by: Saleh Mir <liveproduction@special.lu>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix MCP optimization sessions failing to load in the dashboard (#586)",
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"committed_at": "2026-06-08T17:30:16Z",
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"body": "jesse/services/env.py validates that a project .env exists at import time and, if\nmissing, called jh.error(). But jh.error() -> is_live() -> jesse.config ->\njesse.modes.utils -> jesse.services.logger -> jesse.services.redis, and\nservices.redis is exactly what imports env.py — so it is still mid-impo\n[…]\n process exits cleanly. Behaviour with a valid .env\nis unchanged; full suite still green.\n\nCo-authored-by: Saleh Mir <liveproduction@special.lu>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "Fix circular-import crash when a project .env is missing (#585)",
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"body": "Introduce _print_import_progressbar to render a compact visual progress bar for CLI/research candle imports (show_progressbar=True). The new helper builds a 32-char bar using filled/empty blocks, clamps the filled width, formats a human-readable ETA (h/m/s), and displays the symbol, exchange, percent, reached date, and ETA. Replace the previous single-line progress print in run() with a call to this helper for clearer import feedback.",
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"body": "Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Bump version to 2.3.4",
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{
"oid": "511aa42e823ea6a0b685209f5fde9039b921af89",
"body": "Guests (no license token) get 0 research runs by default; the message states a free account is required (no premium mention). Free 100/day and paid unlimited unchanged. Client-side; fail-open only on a real backend error.",
"is_bot": false,
"headline": "MCP usage limits: guests need an account (0 runs by default) (#584)",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-06T13:51:04Z",
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{
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"body": "… and Monte Carlo runs\n\nfast_mode now defaults to True in create_backtest_draft (tool + service) and\nthe Monte Carlo run-payload fallback, matching the existing optimization default.\nResource docs updated to reflect the new defaults.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(mcp): enable fast_mode by default for all MCP-executed backtests…",
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"committed_at": "2026-06-06T12:25:35Z",
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{
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"body": "MCP usage limits: daily free-plan allowance for research runs (client-side)",
"is_bot": false,
"headline": "Merge pull request #583 from jesse-ai/feat/mcp-usage-limits",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-05T15:47:10Z",
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"body": "Per Saleh: a missing license token now means GUEST (not fail-open) — metered at a\nsmaller daily budget (50) and nudged to log in when over. A logged-in non-paid\nuser is FREE (100/day, nudged to upgrade to premium). Paid plans stay unlimited.\nOnly a real backend error (token present but /v2/user-info\n[…]\nis client-side (local Redis daily counter) and fail-open, per Saleh's call: a\nsoft nudge toward premium, not a hard wall (a determined user can bypass it).\n\nAdds a paid-plans test and updates the doc.",
"is_bot": false,
"headline": "mcp limits",
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"body": "Fix fast/full simulator divergence on synthetic (Monte Carlo) candles",
"is_bot": false,
"headline": "Merge pull request #582 from jesse-ai/fix/backtest-fastmode-parity",
"author_name": "Saleh Mir",
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"body": "The step simulator (fast_mode=False) built higher-timeframe candles and its\ngap-fix reference from the ORIGINAL candles array, because it never wrote the\npipeline's synthetic candle back into it (the skip simulator does). So with a\ncandle pipeline active (Monte Carlo), the strategy's indicators were\n[…]\nPipeline, plus a\nregression test asserting fast and full feed the strategy identical candles\nunder a pipeline (the test fails before this fix).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "Fix fast/full simulator divergence on synthetic (pipeline) candles",
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"committed_at": "2026-06-04T21:42:24Z",
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"body": "The full step-simulator blows up on synthetic bootstrapped candles for\nrisk-sized strategies: positions get sized off a momentarily tiny ATR, the\nbalance compounds into an overflow, and scenarios die with InsufficientMargin\n/ Infinity (the Infinity also broke the session API's JSON, surfacing as\n\"In\n[…]\noff produce byte-identical results (a\npre-existing step-vs-skip simulator divergence on synthetic candles) is in\nprogress on a separate branch.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "MCP/dashboard Monte Carlo: default fast_mode=True (robust path)",
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"body": "Parity with the other modes' resources (jesse://monte_carlo,\njesse://significance_test, jesse://backtest_management): a per-feature guide that\nthe resources loader auto-registers from the .md filename. Documents the\ntrain/test split, the hyperparameters() precondition, objective functions,\nper-hyper\n[…]\nal counts, train-vs-test overfit interpretation, the full\ntool reference, an adaptive check schedule, the standard workflow, and common\nerrors.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add jesse://optimization MCP resource doc",
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"body": "…lures\n\nFix silent MCP backtest/RST failures and harden config handling",
"is_bot": false,
"headline": "Merge pull request #580 from jesse-ai/fix/mcp-backtest-rst-silent-fai…",
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"body": "Mirrors the Monte Carlo MCP tools so an agent can stage, run, and poll\nhyperparameter optimizations with the same draft/run/poll workflow it already\nuses for backtests, RST, and Monte Carlo.\n\n- jesse/mcp/tools/services/optimization.py: service layer over the /optimization\n HTTP endpoints. Folds obj\n[…]\nand 10 ranked candidates (train/test Sharpe per candidate); a no-data symbol\nstops fast with a clear \"import candles for both windows\" message.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"body": "The two set_config tests mutated Jesse's module-global config, which leaks into\nlater tests in the same process: reset_config() rebinds the config global and\nuses a shallow backup_config, and several mode helpers are lru_cached, so the\nmutations couldn't be cleanly contained without breaking other g\n[…]\nonte Carlo / optimization run.\n\nFull suite now passes (477 passed) under the CI invocation\n(PYTEST_DISABLE_PLUGIN_AUTOLOAD=1 python -m pytest).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "test_config_safety: drop global-mutating set_config tests to fix CI",
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"body": "Host the Lighter native signer binaries in the jesse package (like Apex's omni_files), so\nthey ship as plain package data in jesse's pure-Python wheel. jesse-live's compiled\ncibuildwheel build runs auditwheel/delocate, which reject these prebuilt binaries (macOS-26\ndylib, too-recent GLIBC in the Go .so); the pure-Python jesse wheel has no such repair step.\nThe jesse-live Lighter signer loads them from this package at runtime.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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{
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"detail": "50 contributors",
"points": 13.5,
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"details": [
{
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}
],
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{
"key": "openssf_scorecard_contributors",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"notes": [
{
"code": "excluded_no_data",
"params": {
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},
{
"code": "weights_renormalized",
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],
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"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "97% of issues closed",
"points": 40.7,
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"details": [
{
"code": "issues_closed_share",
"params": {
"share": 97
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}
],
"max_points": 42
},
{
"key": "pr_acceptance",
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"status": "partial",
"details": [
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"code": "decided_prs_merged",
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}
],
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{
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{
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}
],
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{
"key": "openssf_scorecard_code_review",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
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"components": [
{
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{
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"points": 0,
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},
{
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"status": "partial",
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{
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"status": "partial",
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},
{
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]
},
{
"key": "package_maintenance",
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"note": null,
"notes": [],
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"inputs": {
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"jesse"
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"ecosystems": "pypi",
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"components": [
{
"key": "published_resolvable",
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"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
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{
"code": "packages_published",
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"count": 1,
"ecosystems": "pypi"
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}
],
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},
{
"key": "publish_recency",
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"detail": "latest publish 0 days ago",
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"details": [
{
"code": "publish_recency",
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"days": 0
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}
],
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{
"key": "version_history",
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"points": 20,
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{
"code": "published_versions",
"params": {
"count": 358
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}
],
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{
"key": "not_deprecated",
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"details": [
{
"code": "package_not_deprecated",
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}
],
"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": 71,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
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"note": null,
"notes": [],
"value": 68,
"inputs": {
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"has_linter_config": false,
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"components": [
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"status": "met",
"details": [
{
"code": "ci_workflows",
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}
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{
"key": "tests_present",
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"detail": null,
"points": 24,
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"details": [],
"max_points": 24
},
{
"key": "linter_config",
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"points": 0,
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{
"key": "pre_commit_hooks",
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"points": 0,
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"details": [],
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{
"key": "editorconfig",
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"points": 0,
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"details": [],
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{
"key": "openssf_scorecard_ci_tests",
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"details": [],
"max_points": 20
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]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
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"inputs": {
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"python",
"bot",
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"bitcoin",
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"crypto-bot-trading",
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"homepage": "https://jesse.trade",
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"has_docs_dir": false,
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"components": [
{
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"details": [],
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{
"key": "documentation_directory",
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "documentation_homepage_site",
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"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
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"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
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}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 54,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 43,
"inputs": {
"source": "openssf_scorecard",
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 4.3
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"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 0.8,
"status": "partial",
"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",
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"points": 2.5,
"status": "met",
"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": [],
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},
{
"key": "code_review",
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"detail": "Found 0/28 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 7 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": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"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 9 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 detected but not run on all commits",
"points": 3.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "23 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 2 resolved dependencies against OSV; 36 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
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}
},
{
"code": "weights_renormalized",
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},
{
"code": "advisories_scope_repository",
"params": {
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}
},
{
"code": "advisories_unassessed",
"params": {
"count": 36
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
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"advisories": 0,
"affected_packages": 0,
"assessed_packages": 2,
"unassessed_packages": 36,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
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"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
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"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
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"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
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}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"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": {
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"min_commit_share": 0.1
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"review_only_matches": 0,
"below_threshold_exposures": [],
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},
"components": [
{
"key": "policy_exposure_multiplier",
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"detail": "no confirmed policy-scope location match",
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"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
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}
],
"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",
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"name": "AI Readiness",
"value": 60,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
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"code": "file_list",
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}
],
"max_points": 45
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{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "legible_commit_history",
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"status": "partial",
"details": [
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"code": "legible_history",
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}
],
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 50,
"inputs": {
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"components": [
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"points": 0,
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},
{
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},
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},
{
"key": "static_type_checking",
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"points": 0,
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},
{
"key": "reproducible_environment",
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}
],
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{
"key": "demonstrated_agent_practice",
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"points": 10,
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"details": [
{
"code": "agent_authored_commits",
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}
],
"max_points": 10
},
{
"key": "automated_maintenance",
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"points": 8,
"status": "met",
"details": [
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"code": "dependency_bot_commits",
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
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]
},
{
"key": "ai_code_legibility",
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"notes": [],
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"components": [
{
"key": "type_checkable_code",
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"status": "missed",
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