公开记录
软件健康报告模式 0.27.0 · 指标 2.3.1 · 2026-08-01 09:32 UTC

vstorm-co / pydantic-deepagents

Open-source, self-hosted Claude Code - a terminal AI assistant and the Python framework behind it. Tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, unlimited context - on Pydantic AI, any model.

PythonMIT★ 1,013 星标⑂ 118 复刻始于 2025年11月在 GitHub 上查看 ↗
类型框架如何判定

vstorm-co/pydantic-deepagents 的健康指数为 100 分中的 94 分,处于「卓越」区间。 其得分最高的类别是Engineering Quality(96/100),最低的是Security(66/100)。 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。

94
总分 / 100
卓越

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。

94
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)
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。

加权总体分 80 经校准后在公布的指数量表上为 94(记录校准 2026-08-02)。

所有权

Vstorm组织
147 关注者34 个公开仓库始于 2021年3月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

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 21%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
22.2/36提交节奏 — 52 周中有 32 周有提交
18/18提交量 — 最近一年 670 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 23 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year670
human_commit_share0.98
days_since_last_push0
active_weeks_last_year32

发布纪律

100卓越
评分方式
27/27有发布版本 — 已发布 64 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 4.4 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count64
latest_release_tag0.3.41
releases_from_tags
days_since_latest_release0
mean_days_between_releases4.4
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?

77良好 · 占总体的 17%
评分方式
48.7/60星标 — 1,013 个星标
17.2/25复刻 — 118 个复刻
5.6/15关注者 — 11 位关注者
所用输入
forks118
stars1,013
watchers11
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

77良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
18/18CONTRIBUTING 指南
0/13.5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
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template
评分方式
67.5/80月度下载量 — pypi 合计每月 116,282 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagespydantic-deep
dependents
ecosystemspypi
total_downloads
monthly_downloads116,282
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

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?

67良好 · 占总体的 23%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
2.8/22.5提交分布 — 头号贡献者编写了 87% 的提交
13.5/13.5贡献者广度 — 14 位贡献者
6/10OpenSSF Scorecard:Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor1
contributors_sampled14
top_contributor_share0.874
评分方式
40.1/42议题解决 — 96% 的议题已关闭
26.3/30PR 接受 — 已裁定的 PR 中 108/123 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
4.5/15OpenSSF Scorecard:Code-Review — Found 3/10 approved changesets -- score normalized to 3
所用输入
merged_prs108
open_issues3
closed_issues64
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.955
closed_unmerged_prs15
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。
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
15.6/25所有者影响力 — vstorm-co 有 147 位关注者
22/25既往记录 — 34 个公开仓库,账户约 5 年
所用输入
followers147
owner_typeOrganization
is_verified
owner_loginvstorm-co
public_repos34
account_age_days1,968
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 — 56 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
packagespydantic-deep
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

96卓越 · 占总体的 19%

工程实践

94卓越
评分方式
24/24CI 工作流 — 4 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

100卓越
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://vstorm-co.github.io/pydantic-deepagents/
10/10仓库描述
10/10主题标签 — 17 个主题标签
10/10Wiki
所用输入
topicspydantic-ai, agent-framework, pydantic, python, anthropic, llms, mcp, ai-agents, subagents, claude-code, cli, coding-agent, deep-research, docker-sandbox, playwright, tui, vstorm
has_wiki
homepagehttps://vstorm-co.github.io/pydantic-deepagents/
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?

66良好 · 占总体的 16%

安全态势

66良好
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
4.5/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
1.2/2.5CII-Best-Practices — badge detected: Passing
2.2/7.5Code-Review — Found 3/10 approved changesets -- score normalized to 3
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 23 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 — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.6
已排除计分(无数据或不适用):signed_releases。 其余权重已重新归一化。

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。

74良好 · 占总体的 4%
评分方式
45/45代理指令 — CLAUDE.md, apps/harbor/AGENTS.md, docs/api/agent.md, docs/concepts/agents.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 98 次人类提交中有 91 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_share0.929
agent_instruction_filesCLAUDE.md, apps/harbor/AGENTS.md, docs/api/agent.md, docs/concepts/agents.md
agent_instruction_max_bytes19,342
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
11/11Lint / 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 33 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 2 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.33
toolchain_manifests
dependency_bot_commit_share0.02
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
53.1/55可控的文件大小 — 采样的 295 个源文件中有 10 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes134,208
source_files_sampled295
oversized_source_files10
评分方式
0/40API 模式(OpenAPI/GraphQL/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_files

关键数据

1,013GitHub 星标
14贡献者
670最近 12 个月提交数
0距最近推送天数
64发布版本数
1巴士系数(bus factor)
3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:pydantic-deep@0.3.41; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

更多细节

Star 与 Fork 历史 0 ★ / 118 ⇿
0Star
118Fork
58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。

02040608010012011842025-122026-042026-07
主版本 0次版本 1修订 57
OpenSSF Scorecard 6.6 / 10
6.6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 · 2026-08-01 09:32 UTC

10Binary-Artifactsno binaries found in the repo
6Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests9 out of 9 merged PRs checked by a CI test -- score normalized to 10
5CII-Best-Practicesbadge detected: Passing
3Code-ReviewFound 3/10 approved changesets -- score normalized to 3
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 23 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
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 8
注册表软件包版本约束清单文件
PyPIpydantic-ai-slim>=2.0.0pyproject.toml
PyPIpydantic-ai-todo>=0.2.7pyproject.toml
PyPIpydantic-ai-backend>=0.2.16pyproject.toml
PyPIsummarization-pydantic-ai>=0.1.11pyproject.toml
PyPIsubagents-pydantic-ai>=0.2.12pyproject.toml
PyPIpydantic-ai-shields>=0.3.4pyproject.toml
PyPIpydantic>=2.0pyproject.toml
PyPIchardet>=5.0.0pyproject.toml
全部依赖 43

来自 GitHub 依赖图的完整解析依赖集合:8 个直接依赖与 35 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
PyPIchardet直接
PyPIpydantic直接
PyPIpydantic-ai-backend直接
PyPIpydantic-ai-shields直接
PyPIpydantic-ai-slim直接
PyPIpydantic-ai-todo直接
PyPIsubagents-pydantic-ai直接
PyPIsummarization-pydantic-ai直接
PyPIagent-client-protocol间接
PyPIbandit间接
PyPIbuild间接
PyPIcoverage间接
PyPIfastapi间接
PyPIgriffe间接
PyPIhtml2text间接
PyPIliteparse间接
PyPIlogfire间接
PyPImkdocs间接
PyPImkdocs-llmstxt间接
PyPImkdocs-material间接
PyPImkdocstrings间接
PyPImkdocstrings-python间接
PyPImypy间接
PyPIpillow间接
PyPIplaywright间接
PyPIpre-commit间接
PyPIprompt-toolkit间接
PyPIpy-key-value-aio间接
PyPIpydantic-ai间接
PyPIpydantic-deep间接
PyPIpyright间接
PyPIpytest间接
PyPIpytest-asyncio间接
PyPIpython-dotenv间接
PyPIpython-multipart间接
PyPIpyyaml间接
PyPIrich间接
PyPIruff间接
PyPItextual间接
PyPItwine间接
PyPItyper间接
PyPItypes-pyyaml间接
PyPIuvicorn间接
依赖安全公告 未评估

本报告未能完成公告比对:No resolved dependencies carried a version and a supported ecosystem

原始 JSON 报告 机器可读
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          "body": "Replace the framework-only OG card with one that leads with the dual\nvalue prop — \"Open-source Claude Code — that you can also build on\" — a\nterminal AI assistant + the Python framework, with Live Run Forking\nhighlighted. SVG source + 1280x640 PNG (rsvg-convert).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "body": "The two-column HTML table forced the long curl install command past the\n50% cell width, overflowing the page with a horizontal scrollbar. Switch\nto full-width stacked subsections (1. Use the assistant / 2. Build your\nown) so the commands fit cleanly.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "docs(readme): stack the \"Two ways to use it\" section (no h-scroll)",
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          "headline": "docs: rewrite documentation in the FastAPI tutorial style",
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          "body": "…them\n\nThe DeepAgentSpec drift-guard test (test_overloads_match_impl_signature)\nread create_deep_agent's @overloads via typing_extensions.get_overloads,\nwhich returned [] on Python 3.10 — typing.overload only registers\noverloads in a get_overloads-readable registry on 3.11+. Importing\noverload from typing_extensions registers them on every version, so the\nguard works on 3.10 too.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "fix(py3.10): use typing_extensions.overload so get_overloads() finds …",
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          "oid": "f63dd92e515b8a74b2d545e166031a3b223cfae4",
          "body": "…end 0.2.15\n\nDocument the release in CHANGELOG.md (Added: Monitor, background tools,\nToolSearch, general-purpose subagent, /retry · /export · /shells, Ctrl+P\nhistory, fuzzy pickers, shells panel, multiline paste, attachments,\n/settings, amber theme; Changed: @file passes path, off-event-loop\n!shell/\n[…]\ng;\nFixed: RunUsage crash, context-warning spam, /undo widgets, status\noverflow, edge cases, CI docs+mypy). Bump version to 0.3.34.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): 0.3.34 — CLI overhaul, features/ reorg, Monitor, back…",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T13:03:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "940e8d6a159377182936710479f9f41fb2350945",
          "body": "- docs: mkdocstrings referenced pydantic_deep.features.eviction.create_content_preview\n  which wasn't exported there. Re-export create_content_preview from the\n  eviction package (imported from its definition site _text, so strict\n  re-export rules are satisfied).\n- mypy: drop 4 unused `# type: igno\n[…]\ngent\n  in the /retry tests; narrow ChatScreen.BINDINGS to Binding before reading\n  .action/.key (items are typed Binding | tuple).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): docs build + mypy errors",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T09:18:37Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0d01064a2efef331dea34cbc9c9fd186a25f6ae5",
          "body": "0.2.15 is published, so remove the local [tool.uv.sources] editable\noverride and bump the console/docker pins from 0.2.14 to 0.2.15. The\nagent now gets background processes, the read/glob/grep/edit/image tool\nimprovements, and AsyncCompositeBackend from the published release —\nmatching what terminal-bench installs from PyPI.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(deps): pin pydantic-ai-backend>=0.2.15, drop editable override",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T09:12:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0ef5bc8c5198c45578de38a222c7fe77c54dc769",
          "body": "Attaching a file by path failed for names with spaces (e.g. a macOS\n\"Screenshot 2026-06-27 at 10.34.39.png\"): the @-ref regex stopped at the\nfirst space, so the image was never recognized or attached and the agent\nfell back to globbing for it and gave up (\"can't view images\").\n\n- _expand_file_refs n\n[…]\ne @ file picker and drag-drop now quote paths that contain spaces.\n\n4 new tests (quoted image, quoted text, unquoted still works).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): @file refs with spaces (quoted) — attach images by path",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T08:39:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d36f8ba4f13b632a281960e117a1808fe9b5762f",
          "body": "…gent\n\nAdd a Monitor feature mirroring Claude Code's Monitor tool: the agent\nstarts a long-lived command (log tail, CI poll, file watch, dev server)\nand new output is delivered back into the conversation so it reacts\nwithout polling.\n\n- features/monitoring/: MonitorManager drains a background proces\n[…]\np-level\n  exports, and CLAUDE.md. Disabled for subagents and team members.\n- 13 tests, 100% coverage; mypy + pyright + ruff clean.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Monitor (watch & react) — background watches that push to the a…",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T08:07:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6b9f42abcd7c7121299068dda6369cbf576b39d0",
          "body": "@file references inlined the entire file body into the prompt, which\nwastes context and takes the read strategy away from the agent. Now a\ntext/code @ref resolves to the bare (backticked) path so the agent\ndecides how to read it — full read_file, an offset/limit slice, or grep.\nImages are still attached as multimodal content (the model reads those\ndirectly), and unknown paths are left as typed.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): @file passes the path, not the whole file contents",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:39:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6084005a7c5345d3d6759c9612e5957e3d73f6b9",
          "body": "Three fixes to the session picker:\n- Loaded + JSON-parsed up to 50 messages.json files synchronously in\n  compose(), freezing the UI when opening /load on a big history. Now\n  loads in a worker thread with a \"loading…\" placeholder.\n- Sorted by directory name (a uuid) instead of recency; now sorts by\n[…]\nmatcher, consistent\n  with the other pickers.\n\n(Method named _populate, not _render, to avoid the Textual collision.)\n5 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): /load session picker — async load, mtime sort, fuzzy filter",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:35:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ad95a4eb32a50bc1b6b73bbbeca2ff656339cb76",
          "body": "Adds a test for /export with no argument (writes conversation-*.md to\ncwd), complementing the explicit-path case.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(cli): cover /export default-path branch",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:32:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "68e5cd7bff36c79aceeeac3ccbe167646b6ac3d5",
          "body": "DiffViewModal ran four blocking git subprocesses inside compose(), so\nopening /diff on a large repo froze the UI for up to the combined\ntimeout. Show a \"Loading…\" placeholder and gather the diff in a worker\nthread (asyncio.to_thread), then fill it in. 4 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): load /diff off the event loop (no freeze on open)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:27:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "31ad9dbb01dbc136f699ed7e5d401317262fa52e",
          "body": "run_shell_command used a blocking subprocess.run(timeout=60) on the\nevent loop, so a long !command (e.g. !make test, !npm install) froze the\nwhole TUI — no rendering, no input — until it finished. Move the\nsubprocess into a worker thread via asyncio.to_thread + _spawn_tracked;\nthe user message shows immediately and output streams in when ready.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): run !shell commands off the event loop (no UI freeze)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:25:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c3971fdd36d639a65a00851d1b8df338285a1369",
          "body": "/theme with no argument lists the available themes, which is more useful\nthan staging a blind \"/theme \" the user must complete from memory. Keep\npre-fill for /goal and /export where the argument is the whole point.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(cli): don't pre-fill /theme — its no-arg form lists themes",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:22:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a3cb5ed4220277e1d1f7c9dd3a37fb8e7c45627c",
          "body": "Up/down only walks input history linearly; Ctrl+P opens a fuzzy-\nsearchable picker over recent, de-duplicated prompts and stages the\nchosen one in the input (multiline-aware) for editing before resend.\nReuses the fuzzy matcher and FilterInput. Documented in /help; 7 tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): Ctrl+P input-history picker (fuzzy search past prompts)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:21:03Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "72e8af895ca917a7acdafa59ead7235d7e952e6a",
          "body": "Pasting a code block into the single-line prompt previously lost its\nnewlines (Textual's Input is single-line). Detect a multi-line paste in\nPromptInput._on_paste and route it to multiline mode via a new\nMultilinePasteRequested message + InputArea.enter_multiline_with(),\nprepending any already-typed text. 2 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): preserve multi-line pastes by switching to multiline input",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:18:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "717799cc27bf23e31fe39e354b81ab304f98fadf",
          "body": "/bug, /copy-all, /improve, /info, /screenshot, and /theme were\nregistered but undocumented in /help (and /bug was also missing from the\npicker). Add them all, and add a regression guard that fails if any\nregistered command is ever missing from the picker or /help.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(cli): document all commands in /help + picker, add coverage guard",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:13:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f75d25a66a9edfe43c86decac780aecc1f2d9254",
          "body": "Complements the pinned Background panel: /shells reports running/exited\nbackground shells (from run_in_background) even when the panel is\ncollapsed or scrolled away — running count, total, and per-shell\nid/state/command. Registered in the picker and /help; 3 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): add /shells to list background processes on demand",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:11:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "771d6cd253baaab8f6491e680485793ec984f281",
          "body": "…blind\n\nPicking /goal, /export, or /theme from the command picker now pre-fills\n\"/cmd \" into the input (cursor at end, focused) so the user can type the\nargument and submit — rather than the command running immediately with\nno argument. Adds InputArea.prefill().\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): stage arg-taking commands in the input instead of running …",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:25:10Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "82ab2369238990ac86b1d2f53c3358a42c415e4c",
          "body": "/undo trimmed message_history but left the removed turn's widgets on\nscreen, so the user kept seeing a turn the model no longer remembered.\nAdd MessageList.remove_last_turn() and call it from /undo (and /retry,\nso a retry shows one clean turn instead of stacking the old reply).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): /undo now also removes the turn from the screen",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:23:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a0b33e63943fc67ffd2d08fa5f0ee5d570e93fdd",
          "body": "Replace substring filtering with an fzf-style subsequence matcher so\ntyping \"mainpy\" finds apps/cli/main.py and \"cpy\" finds /copy. Matches\nare ranked — contiguous runs, word-boundary hits, and early matches\nscore higher; gaps are penalised — so the best candidate lands on top.\n\nNew apps/cli/fuzzy.py (fuzzy_score / fuzzy_filter), wired into both the\n/ command picker and the @ file picker. 11 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): fuzzy subsequence matching in command & file pickers",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:21:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ac17337be893cf22f74e0450b9f708beb12fb190",
          "body": "The >=90% context heads-up fired on every ContextUpdated event, which\narrives many times per turn — flooding the UI with identical warnings.\nGate it on the rising edge with a _context_warned latch that re-arms\nbelow 85% (hysteresis), so the user sees one warning per crossing and a\nfresh one if usage climbs back after /compact.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): stop context-warning spam, warn once per crossing",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:18:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "689a2d68d97d29d151062966f59a504d3decc88a",
          "body": "- /retry: re-run the last user prompt, dropping the previous (bad or\n  aborted) turn from history first. Guards against running mid-turn and\n  during an active fork. Backed by a new app.last_user_prompt, set on\n  every submit.\n- /export [path]: write the conversation to a Markdown file (## You /\n  #\n[…]\nssistant sections); defaults to ./conversation-<timestamp>.md.\n- Registered in the command picker and /help; 5 new dispatch tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): add /retry and /export commands",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:16:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3faee81c741746e78d75ec2046a6bc37e835c184",
          "body": "Temporary [tool.uv.sources] override so the CLI picks up the unreleased\nbackground-process support from the local feat/background-processes\nbranch. Revert once the backend ships a release with these tools.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: point pydantic-ai-backend at local editable checkout (LOCAL DEV)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:07:48Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4a8f88c8c8992cfad15d3bf203da65a2b569a752",
          "body": "Surface long-lived background processes (run_in_background) in the TUI,\nmatching the existing subagents/todos panel language:\n\n- ShellsWidget: pinned activity-strip panel showing tracked background\n  shells — ● running (accent), ✓ exited 0 (dim), ✗ exit N (error) — with\n  shell id + truncated comman\n[…]\nell).\n  Extracted shell/web/search previews into _special_args_preview to keep\n  _format_args_preview under the complexity budget.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): background shells panel in the activity dock",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:07:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c0b6d8f2c00a00343ba1feabff3b1a19508a9963",
          "body": "Two terminal-UX gaps:\n\n- Textual captures the mouse, so drag-selection makes a Textual selection but\n  nothing copied it — ctrl+c is bound to interrupt, leaving Textual's copy\n  action unreachable. Bind ctrl+shift+c to copy_text (copies the selection to\n  the clipboard).\n- Assistant text renders as \n[…]\nome clickable hyperlinks; existing markdown links and\n  autolinks are left untouched, trailing sentence punctuation stays outside.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ui(cli): copy mouse selection (ctrl+shift+c) + clickable bare URLs",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T22:07:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3b525e9508b982c4aeaf9552658800bf3886e629",
          "body": "The tool-search discovery result was dumped as a raw ~8k-char JSON blob in the\nconversation. Render it as a compact \"discovered N tools\" line plus the tool\nnames as accent chips; the header shows the search query. Parses both JSON and\nPython dict-repr forms of the result.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ui(cli): pretty-print search_tools (tool-search) results",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T21:53:46Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8bc93a6781a61253bc694a94b30f4983db32ecb6",
          "body": "The agent could only delegate to `planner` (plans) and `research` (investigate)\n— both described as non-implementers — and the `task` tool only accepts a\nregistered subagent_type, with general-purpose disabled. So when asked to write\ncode it concluded \"no subagent can create files\" and did everythin\n[…]\n (and the CLI panel baseline), so the agent can hand off\nself-contained build work via task(subagent_type=\"general-purpose\", ...).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add a general-purpose subagent so the agent can delegate real work",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T21:43:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a9382fb1f319cf5a48e352dd4ff8584eb6eca578",
          "body": "Only anthropic_cache_* model settings were set, which the OpenRouter model\n(a common default, e.g. openrouter:anthropic/claude-opus-4.6) silently ignores.\nLive traces showed zero cache reads: a research subagent re-sent its growing\n145k→310k-token prefix at full price every turn — 5 calls >100k toke\n[…]\ntions\nsettings (each provider reads its own keys, ignores the other's), so the stable\nprefix is cached on the OpenRouter path too.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: enable prompt caching on the OpenRouter path",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T21:16:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        }
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      "releases_count": 64,
      "commits_last_year": 670,
      "latest_release_at": "2026-08-01T09:25:20Z",
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      "days_since_last_push": 0,
      "active_weeks_last_year": 32,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 4.4
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    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
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          "name": "pydantic-deep",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "agent-framework",
            "agentic",
            "ai-agent",
            "autonomous-agent",
            "claude",
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            "Operating System :: OS Independent",
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            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Software Development :: Libraries :: Python Modules",
            "Typing :: Typed"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pydantic-deep/",
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                "max_points": 7.5
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                "points": 0,
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                "key": "vulnerabilities",
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            "key": "high_risk_jurisdiction_exposure",
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      }
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        "mcp-server": 3,
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      "evidence": [
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        },
        {
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        {
          "tier": "tags",
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          "weight": 2
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          "weight": 2
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          "label": "tui",
          "source": "tag:tui",
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      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
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  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:pydantic-deep@0.3.41; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T09:32:41.840591Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/v/vstorm-co/pydantic-deepagents.svg",
  "full_name": "vstorm-co/pydantic-deepagents",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v2.3.1、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PyPI.