Public record
Software health reportschema 0.27.0 · metrics 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 stars⑂ 118 forkssince Nov 2025View on GitHub ↗
KindLibraryFrameworkhow this is determined

vstorm-co/pydantic-deepagents holds a health index of 94 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (96/100) and lowest on Security (66/100). It was last updated today. A single contributor accounts for most of its recent work.

94
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

94
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 80 is calibrated to 94 on the published index scale (record calibration 2026-08-02).

Ownership

VstormOrganization
147 followers34 public repossince Mar 2021

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

92Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
22.2/36Commit cadence — 32/52 weeks with commits
18/18Commit volume — 670 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 23 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year670
human_commit_share0.98
days_since_last_push0
active_weeks_last_year32

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 64 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~4.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count64
latest_release_tag0.3.41
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases4.4
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

77Good · 17% of overall
How it's scored
48.7/60Stars — 1,013 stars
17.2/25Forks — 118 forks
5.6/15Watchers — 11 watchers
Inputs used
forks118
stars1,013
watchers11
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateyes
How it's scored
67.5/80Monthly downloads — 116,282 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagespydantic-deep
dependents
ecosystemspypi
total_downloads
monthly_downloads116,282
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

67Good · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
2.8/22.5Commit distribution — top contributor authored 87% of commits
13.5/13.5Contributor breadth — 14 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled14
top_contributor_share0.874
How it's scored
40.1/42Issue resolution — 96% of issues closed
26.3/30PR acceptance — 108/123 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
4.5/15OpenSSF Scorecard: Code-Review — Found 3/10 approved changesets -- score normalized to 3
Inputs used
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
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
15.6/25Owner reach — 147 followers of vstorm-co
22/25Track record — 34 public repos, account ~5 yr old
Inputs used
followers147
owner_typeOrganization
is_verified
owner_loginvstorm-co
public_repos34
account_age_days1,968

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 56 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespydantic-deep
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://vstorm-co.github.io/pydantic-deepagents/
10/10Repository description
10/10Topics — 17 topics
10/10Wiki
Inputs used
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_wikiyes
homepagehttps://vstorm-co.github.io/pydantic-deepagents/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

66Good · 16% of overall
How it's scored
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
2.5/2.5License — 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 — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.6
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

74Good · 4% of overall
How it's scored
45/45Agent instructions — CLAUDE.md, apps/harbor/AGENTS.md, docs/api/agent.md, docs/concepts/agents.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 91 of 98 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
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
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config
0/11Static type checking
10/10Reproducible environment — Dockerfile
10/10Demonstrated agent practice — 33 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 2 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.33
toolchain_manifests
dependency_bot_commit_share0.02
How it's scored
0/45Type-checkable code — Python without a type-check config
53.1/55Manageable file sizes — 10/295 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes134,208
source_files_sampled295
oversized_source_files10
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files

Key facts

1,013GitHub stars
14contributors
670commits, last 12 months
0days since last push
64releases
1bus factor
3open issues
PyPIpackage ecosystems

Data collection 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

More detail

Star and fork history 0 ★ / 118 ⇿
0Stars
118Forks
58Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

02040608010012011842025-122026-042026-07
Major 0Minor 1Patch 57
OpenSSF Scorecard 6.6 / 10
6.6aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).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
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 8
RegistryPackageVersion constraintManifest
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
All dependencies 43

Full resolved dependency set from the GitHub dependency graph: 8 direct and 35 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIchardetdirect
PyPIpydanticdirect
PyPIpydantic-ai-backenddirect
PyPIpydantic-ai-shieldsdirect
PyPIpydantic-ai-slimdirect
PyPIpydantic-ai-tododirect
PyPIsubagents-pydantic-aidirect
PyPIsummarization-pydantic-aidirect
PyPIagent-client-protocolindirect
PyPIbanditindirect
PyPIbuildindirect
PyPIcoverageindirect
PyPIfastapiindirect
PyPIgriffeindirect
PyPIhtml2textindirect
PyPIliteparseindirect
PyPIlogfireindirect
PyPImkdocsindirect
PyPImkdocs-llmstxtindirect
PyPImkdocs-materialindirect
PyPImkdocstringsindirect
PyPImkdocstrings-pythonindirect
PyPImypyindirect
PyPIpillowindirect
PyPIplaywrightindirect
PyPIpre-commitindirect
PyPIprompt-toolkitindirect
PyPIpy-key-value-aioindirect
PyPIpydantic-aiindirect
PyPIpydantic-deepindirect
PyPIpyrightindirect
PyPIpytestindirect
PyPIpytest-asyncioindirect
PyPIpython-dotenvindirect
PyPIpython-multipartindirect
PyPIpyyamlindirect
PyPIrichindirect
PyPIruffindirect
PyPItextualindirect
PyPItwineindirect
PyPItyperindirect
PyPItypes-pyyamlindirect
PyPIuvicornindirect
Dependency advisories not assessed

Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem

Raw JSON report machine-readable
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          "headline": "feat: improve system prompt",
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          "body": "Refactor/code quality report",
          "is_bot": false,
          "headline": "Merge pull request #164 from vstorm-co/refactor/code-quality-report",
          "author_name": "Kacper Włodarczyk",
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          "committed_at": "2026-06-27T15:26:28Z",
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          "oid": "b013c64d6682b85655acb1ccf1f35302571ede1a",
          "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>",
          "is_bot": false,
          "headline": "assets: new social preview card (dual positioning)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T15:25:25Z",
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        },
        {
          "oid": "cae1c509b7ddb7ffe3cc9b7d347661b9501a3e84",
          "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>",
          "is_bot": false,
          "headline": "docs(readme): stack the \"Two ways to use it\" section (no h-scroll)",
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          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T15:19:02Z",
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          "headline": "add missing files",
          "author_name": "Kacper Włodarczyk",
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          "committed_at": "2026-06-27T15:17:31Z",
          "body_truncated": false,
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          "oid": "d5d9bd7770d31437882fb02bac3b3a9613c1bcb0",
          "body": "Reposition the README to make the two-in-one offer obvious above the\nfold: a self-hosted, open-source Claude-Code-style terminal assistant\nAND the framework behind it (one create_deep_agent() call). New tagline,\na \"Two ways to use it\" side-by-side (curl-install the CLI vs pip + build\nyour own), with Live Run Forking kept as the standout differentiator.\nSwap in the new assets/cli_demo_v2.gif.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(readme): lead with the dual value prop; new CLI demo",
          "author_name": "Kacper Włodarczyk",
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        },
        {
          "oid": "262762e8a2ddad42bceca7ffad658c385236cda3",
          "body": "Point the Core Concepts hub at the new Learn tutorial track, and expand\nthe 0.3.34 changelog entry to describe the full FastAPI-style docs\nrestructure (Learn/Advanced/CLI/Applications + new reference pages).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: link concepts to the new tutorial; expand 0.3.34 changelog note",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T15:07:48Z",
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        },
        {
          "oid": "8f89d330cb4324c7dccdf03790aba20078adba91",
          "body": "Restructure the docs around FastAPI's Learn → Advanced → Reference model\nand rewrite/expand the content in that voice (second person, show → run →\nobserve → dissect → Recap), covering the framework, the CLI app, and the\nreference apps.\n\n- Tutorial — User Guide (docs/learn/, 13 pages): first agent → \n[…]\nd fix cross-links.\n- Use the real Pydantic logo (docs/favicon.ico) in the navbar + favicon.\n\n`mkdocs build --strict` passes clean.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: rewrite documentation in the FastAPI tutorial style",
          "author_name": "Kacper Włodarczyk",
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          "committed_at": "2026-06-27T15:03:37Z",
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          "oid": "ee7181b4407ff8216513559629ee406b07c04cbb",
          "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>",
          "is_bot": false,
          "headline": "fix(py3.10): use typing_extensions.overload so get_overloads() finds …",
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          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T14:30:59Z",
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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…",
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          "committed_at": "2026-06-27T13:03:20Z",
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          "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",
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          "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",
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          "committed_at": "2026-06-27T09:12:15Z",
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        {
          "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",
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          "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",
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          "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
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          "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",
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          "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",
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        },
        {
          "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,
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        },
        {
          "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,
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        },
        {
          "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,
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          "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
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          "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
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          "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",
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          "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",
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          "committed_at": "2026-06-26T23:18:41Z",
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          "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",
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          "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",
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          "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",
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          "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",
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          "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",
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          "committed_at": "2026-06-26T21:53:46Z",
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          "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",
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          "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",
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      "components": []
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    "categories": [
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        "key": "vitality",
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        "name": "Vitality",
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        "metrics": [
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            "note": null,
            "notes": [],
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                "key": "push_recency",
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                      "days": 0
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              {
                "key": "commit_cadence",
                "name": "Commit cadence",
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              {
                "key": "watchers",
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          },
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            "key": "community_health",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "readme_badges": null,
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                "key": "license",
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                "points": 22.5,
                "status": "met",
                "details": [
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                  {
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
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        "name": "Sustainability & Governance",
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        "weight": 0.23,
        "metrics": [
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                "key": "commit_distribution",
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                "max_points": 22.5
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                "key": "openssf_scorecard_contributors",
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                "max_points": 10
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            ]
          },
          {
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            "components": [
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                "key": "issue_resolution",
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                "points": 40.1,
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                "max_points": 42
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "key": "newcomer_pr_acceptance",
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              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 66,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 9 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "badge detected: Passing",
                "points": 1.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 3/10 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "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 23 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 12
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 74,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.929,
              "agent_instruction_files": [
                "CLAUDE.md",
                "apps/harbor/AGENTS.md",
                "docs/api/agent.md",
                "docs/concepts/agents.md"
              ],
              "agent_instruction_max_bytes": 19342
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md, apps/harbor/AGENTS.md, docs/api/agent.md, docs/concepts/agents.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md, apps/harbor/AGENTS.md, docs/api/agent.md, docs/concepts/agents.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "91 of 98 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 91,
                      "sampled": 98
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.33,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.02
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "33 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 33,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "2 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 134208,
              "source_files_sampled": 295,
              "oversized_source_files": 10
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "10/295 source files over 60KB",
                "points": 53.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 295,
                      "oversized": 10
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library",
        "framework"
      ],
      "scores": {
        "cli": 2,
        "tui": 2,
        "library": 6,
        "framework": 4,
        "mcp-server": 3,
        "network-service": 2
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        },
        {
          "tier": "tags",
          "label": "cli",
          "source": "tag:cli",
          "weight": 2
        },
        {
          "tier": "description",
          "label": "framework",
          "source": "description:framework",
          "weight": 2
        },
        {
          "tier": "tags",
          "label": "framework",
          "source": "tag:agent-framework",
          "weight": 2
        },
        {
          "tier": "description",
          "label": "network-service",
          "source": "description:network-service",
          "weight": 2
        },
        {
          "tier": "tags",
          "label": "tui",
          "source": "tag:tui",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "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"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.1, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.