File Storage & Sandbox Backends for Pydantic AI: console tools for file operations, Docker-isolated sandboxes for safe execution, and permission system with presets for access control. Enables secure multi-user handling and testing in agents via in-memory, local, or containerized storage.
vstorm-co/pydantic-ai-backend erreicht einen Gesundheitsindex von 90 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Engineering Quality (96/100) ab, am schwächsten bei Security (58/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
90
gesamt / 100
Exzellent
Software-Gesundheitsindex
Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.
90
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Der gewichtete Gesamtwert 76 wird auf der veröffentlichten Indexskala auf 90 kalibriert (Register-Kalibrierung 2026-08-02).
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
deps.dev does not index pypi:pydantic-ai-backend@0.2.18; advisories assessed against the repository dependency graph instead
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 23 ⇿
0Sterne
23Forks
35Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 0Minor 2Patch 33
OpenSSF Scorecard 5.8 / 10
5.8Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-08-01 09:32 UTC
Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
JSON-Rohbericht maschinenlesbar
{
"data": {
"repo": {
"topics": [
"ai-agent-framework",
"aiagentframework",
"anthropic",
"backend",
"chatgpt",
"docker",
"framework",
"gemini",
"llms",
"mcp",
"multiagent",
"openai",
"pydantic",
"pydantic-ai",
"python",
"sandbox",
"vstorm"
],
"is_fork": false,
"size_kb": 9289,
"has_wiki": true,
"homepage": "https://vstorm-co.github.io/pydantic-ai-backend/",
"languages": {
"HTML": 79310,
"Python": 1007446,
"Makefile": 782
},
"pushed_at": "2026-08-01T09:30:44Z",
"created_at": "2025-12-28T04:42:20Z",
"owner_type": "Organization",
"updated_at": "2026-08-01T09:30:29Z",
"description": "File Storage & Sandbox Backends for Pydantic AI: console tools for file operations, Docker-isolated sandboxes for safe execution, and permission system with presets for access control. Enables secure multi-user handling and testing in agents via in-memory, local, or containerized storage.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "vstorm.co",
"name": "Vstorm",
"type": "Organization",
"login": "vstorm-co",
"company": null,
"location": "Poland",
"followers": 147,
"avatar_url": "https://avatars.githubusercontent.com/u/80465946?v=4",
"created_at": "2021-03-11T13:24:07Z",
"is_verified": null,
"public_repos": 34,
"account_age_days": 1968
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "0.2.18",
"kind": "patch",
"published_at": "2026-08-01T09:30:22Z"
},
{
"tag": "0.2.17",
"kind": "patch",
"published_at": "2026-07-31T23:06:45Z"
},
{
"tag": "0.2.16",
"kind": "patch",
"published_at": "2026-07-17T22:38:40Z"
},
{
"tag": "0.2.15",
"kind": "patch",
"published_at": "2026-06-27T09:08:08Z"
},
{
"tag": "0.2.14",
"kind": "patch",
"published_at": "2026-06-22T11:46:13Z"
},
{
"tag": "0.2.13",
"kind": "patch",
"published_at": "2026-06-17T14:26:48Z"
},
{
"tag": "0.2.12",
"kind": "patch",
"published_at": "2026-06-12T17:55:39Z"
},
{
"tag": "0.2.11",
"kind": "patch",
"published_at": "2026-06-07T17:31:35Z"
},
{
"tag": "0.2.10",
"kind": "patch",
"published_at": "2026-06-01T15:13:10Z"
},
{
"tag": "0.2.9",
"kind": "patch",
"published_at": "2026-05-24T14:56:22Z"
},
{
"tag": "0.2.8",
"kind": "patch",
"published_at": "2026-05-24T11:56:15Z"
},
{
"tag": "0.2.7",
"kind": "patch",
"published_at": "2026-05-14T01:22:50Z"
},
{
"tag": "0.2.6",
"kind": "patch",
"published_at": "2026-05-05T11:30:45Z"
},
{
"tag": "0.2.5",
"kind": "patch",
"published_at": "2026-04-20T21:33:43Z"
},
{
"tag": "0.2.4",
"kind": "patch",
"published_at": "2026-04-11T10:39:50Z"
},
{
"tag": "0.2.3",
"kind": "patch",
"published_at": "2026-04-06T22:00:29Z"
},
{
"tag": "0.2.2",
"kind": "patch",
"published_at": "2026-03-31T15:04:42Z"
},
{
"tag": "0.2.1",
"kind": "patch",
"published_at": "2026-03-28T03:45:35Z"
},
{
"tag": "0.2.0",
"kind": "minor",
"published_at": "2026-03-28T03:24:34Z"
},
{
"tag": "0.1.14",
"kind": "patch",
"published_at": "2026-03-12T01:42:09Z"
},
{
"tag": "0.1.13",
"kind": "patch",
"published_at": "2026-02-26T23:48:56Z"
},
{
"tag": "0.1.12",
"kind": "patch",
"published_at": "2026-02-25T21:30:49Z"
},
{
"tag": "0.1.11",
"kind": "patch",
"published_at": "2026-02-24T17:59:34Z"
},
{
"tag": "0.1.10",
"kind": "patch",
"published_at": "2026-02-20T15:56:34Z"
},
{
"tag": "0.1.9",
"kind": "patch",
"published_at": "2026-02-20T12:47:42Z"
},
{
"tag": "0.1.8",
"kind": "patch",
"published_at": "2026-02-19T15:38:49Z"
},
{
"tag": "0.1.7",
"kind": "patch",
"published_at": "2026-02-15T23:12:04Z"
},
{
"tag": "0.1.6",
"kind": "patch",
"published_at": "2026-02-07T01:14:35Z"
},
{
"tag": "0.1.5",
"kind": "patch",
"published_at": "2026-01-28T22:02:41Z"
},
{
"tag": "0.1.4",
"kind": "patch",
"published_at": "2026-01-22T23:50:55Z"
},
{
"tag": "0.1.3",
"kind": "patch",
"published_at": "2026-01-22T19:46:23Z"
},
{
"tag": "0.1.2",
"kind": "patch",
"published_at": "2026-01-21T22:02:17Z"
},
{
"tag": "0.1.1",
"kind": "patch",
"published_at": "2026-01-20T13:35:17Z"
},
{
"tag": "0.1.0",
"kind": "minor",
"published_at": "2026-01-16T23:46:39Z"
},
{
"tag": "0.0.4",
"kind": "patch",
"published_at": "2026-01-16T20:38:17Z"
},
{
"tag": "0.0.3",
"kind": "patch",
"published_at": "2025-12-28T04:54:24Z"
},
{
"tag": "0.0.2",
"kind": "patch",
"published_at": "2025-12-28T04:47:33Z"
},
{
"tag": "0.0.1",
"kind": "patch",
"published_at": "2025-12-28T04:45:47Z"
}
],
"recent_commits": [
{
"oid": "ca4a8eb20d618637a82ad61e49f352242bc64644",
"body": null,
"is_bot": false,
"headline": "chore: release 0.2.18 (#75)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-08-01T09:30:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1c3af28d4211ec40caeb37825833156e36a95e0f",
"body": "…s socket (#74)\n\nThe last two class-level `# pragma: no cover` — `KubernetesPodSandbox` and\n`DaytonaSandbox` — and the fourth time removing one has surfaced a real bug.\n\n`_execute_api` defaulted a missing return code to 0. The read loop exits as\nsoon as the output cap is reached, with the command st\n[…]\nliveness, config loading, the `mode=\"http\"` listing failures and the\n`mode=\"api\"` fallbacks to the shell, plus Daytona's readiness probe and failure\nhandlers. No blanket pragma remains in the package.",
"is_bot": false,
"headline": "fix: Kubernetes exec reported unknown status as success and leaked it…",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-08-01T09:27:38Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d8ddebd69d2377a20ec96b5f1ae3089a8c2f2aa0",
"body": "Every tool body sat behind a blanket `# pragma: no cover`, so how a listing, a\nglob, a grep or a background shell is rendered *for the model* was unmeasured —\nand both `hashline` variants, which register only under\n`edit_format=\"hashline\"`, had no coverage at all.\n\nCovers the empty and truncated for\n[…]\nale hash and a failing write-back, and the background tools both with and\nwithout a sandbox that has a shell.\n\nOne pragma remains, on a helper reached only through `read_file`, with its\njustification.",
"is_bot": false,
"headline": "test: cover the console tools' own rendering (#73)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-08-01T09:17:02Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "b150fc83ae5b821f9de61b8b0242cc85435d2b56",
"body": "…kend`'s failure paths (#72)\n\n* fix: skip a bad glob entry instead of truncating the answer, and cover LocalBackend's failure paths\n\n`LocalBackend.glob_info` wrapped its whole walk in one `try`, so a single entry\nthat could not be stat'd — deleted between the glob and the stat, or in an\nunreadable d\n[…]\nan\nexisting test happened to take the ripgrep branch wherever ripgrep is\ninstalled. Coverage that depends on what the machine has installed is not\ncoverage. Verified now with and without `rg` on PATH.",
"is_bot": false,
"headline": "fix: skip a bad glob entry instead of truncating, and cover `LocalBac…",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-08-01T09:10:16Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "60ca9b5935f0f35c23d8a3d066cb18ff78eaa477",
"body": "`ls_info` built each row's `path` from the shell-quoted directory, so listing\n`/my work` returned `'/my work'/notes.md` — a path that does not exist. A model\nhanded that row and asking to read it got a failure it could not recover from,\nand the directory was effectively unreachable. Plain paths quote to themselves,\nwhich is why nobody hit it.\n\nPreserved verbatim when the shell derivation moved into `_shell.py`, so it\npredates that; it affects every shell-derived sandbox.",
"is_bot": false,
"headline": "fix: report usable paths from a directory listing (#71)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-08-01T09:04:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "76739ea86d5d741b95197115bf2d7578137a8f38",
"body": "0.2.17 announced it as public API and documented it, but only added it to\n`adapter.py` — so `from pydantic_ai_backends import is_async_backend` raised\nImportError and the only way in was the submodule path, unlike its sibling\n`ensure_async`. Caught smoke-testing the published wheel.",
"is_bot": false,
"headline": "fix: export `is_async_backend` from the package root (#70)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-07-31T23:20:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e195fbd7603ca64fb6a1fc6b833b0f1c14d26602",
"body": null,
"is_bot": false,
"headline": "chore: release 0.2.17 (#69)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-07-31T23:06:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ffde885c0bd3aff59ee43b4ee1abd5194d82d3bb",
"body": "Found reviewing main after #67. The class shipped as the recommended way to\nwrite an async backend did not work with the library's own multi-user entry\npoint, and nothing said so.\n\n`SessionManager` broke it three ways at once. `start` was handed to a worker\nthread, which called the coroutine functio\n[…]\nary as a failed file operation\nhides the bug.\n\n`describe` now requires its `alive` argument rather than defaulting to False,\nso omitting it is a type error instead of a session silently reported dead.",
"is_bot": false,
"headline": "fix: make AsyncBaseSandbox actually work, and guard every tool (#68)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-07-31T23:02:04Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "511c23959d5cb0afbc0f038fed2744e2019bf81f",
"body": "… (#67)\n\nAll four came out of a user describing how they integrate the library: a\nKubernetes pod reached over asyncssh, wrapped as a backend by hand.\n\n`AsyncBaseSandbox` gives a natively async sandbox what `BaseSandbox` gives a\nsynchronous one — every file operation derived from `execute`, so a subc\n[…]\nch was load-bearing and written\nnowhere, and removes two `# pragma: no cover` that were hiding the gap: the\nshell derivation behind every sandbox we ship was unmeasured, and so was the\n`execute` tool.",
"is_bot": false,
"headline": "feat: AsyncBaseSandbox, and stop a backend's exception ending the run…",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-07-31T22:46:14Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a6d67a0f01dd5b7f72e5a7bed4258f4d2247bff6",
"body": "…or (#66)\n\n* feat: remote sandbox service, operator dashboard, library-wide refactor\n\n* build: pin ruff and apply its Markdown formatting\n\nCI resolved ruff 0.16.1 against `ruff>=0.8.0`, and 0.16 began formatting\nfenced code blocks inside Markdown — which failed `ruff format --check` on\n23 files nobo\n[…]\ncode, with the\ncaveat that its widely quoted memory figure is a Kubernetes/CRI-O\nmeasurement that does not transfer to a Docker deployment unchanged, and\nadds the research note the change came out of.",
"is_bot": false,
"headline": "feat: remote sandbox service, operator dashboard, library-wide refact…",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-07-31T22:22:57Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e2952267dd8b4b60c9caf18b8aff62a1db5d94d3",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>\nCo-authored-by: Kacper Włodarczyk <111304236+DEENUU1@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): update actions/setup-python action to v7 (#64)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-07-22T09:52:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f97a8bb3f6fe2ec3ad2799f3223495695c4beca1",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): update astral-sh/setup-uv action to v9 (#65)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-07-22T09:49:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c8b0af1079e03d3706bb520e5351017f46ba4054",
"body": "…te paths (#63)\n\n* fix: enforce permission rules on read_bytes, grep, ls, glob and execute paths\n\n* docs: update CHANGELOG.md and bump project version",
"is_bot": false,
"headline": "fix: enforce permission rules on read_bytes, grep, ls, glob and execu…",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-07-17T22:37:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf1d6d61eba6dfc03da03a024e814ba63b91e59e",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): update astral-sh/setup-uv action to v8.3.2 (#61)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-07-17T22:03:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fe1780b5d2f8ad54f066bc38f0cab9bc5dd3c77a",
"body": "Brings this repo in line with the Pydantic Deep Agents brand system:\n\n- New 1280x640 social preview card (assets/social-preview.{png,svg})\n- Real Pydantic favicon + logo wired into mkdocs (docs/favicon.ico)\n- README: unified header (social hero, full badge row, feature pills),\n single \"Part of Pyda\n[…]\ns\" callout, Vstorm OSS Ecosystem\n table, Star History, consistent footer\n- docs/index.md: brand hero + \"Part of Pydantic Deep Agents\" callout\n- mkdocs: logo/favicon + site_name aligned to brand title",
"is_bot": false,
"headline": "docs: refresh social preview, README & docs branding (#60)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-07-03T18:12:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "22297d974615d2688a292696734071e0e51d07cc",
"body": "…nts, AsyncCompositeBackend (#59)\n\nFinalize the 0.2.15 changelog (PR refs #57/#58) and bump the version.\n\n- #58: background (long-lived) process support, read output ceiling,\n glob mtime sort, edit staleness guard, image downscaling on read,\n Python grep build-dir skip.\n- #57: AsyncCompositeBackend (async path-prefix routing).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(release): 0.2.15 — background processes, console tool improveme…",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-27T08:57:50Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bfaef013b11cfb9c3ed588199635a565c5a58252",
"body": "Co-authored-by: Kacper Włodarczyk <111304236+DEENUU1@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add AsyncCompositeBackend (#57)",
"author_name": "Or Levi",
"author_login": "orlevii",
"committed_at": "2026-06-27T08:54:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "069c6061a04f901d0084da6ceba6ee004be722a9",
"body": "* feat: background (long-lived) process support for LocalBackend\n\nAdd full A-Z support for spawning, draining, and killing long-lived\nbackground processes (e.g. dev servers) that must outlive a single\nexecute() call. execute() kills its whole process tree on timeout, so\nservers can never survive it \n[…]\nbuild-dir skip. Version bump\ndeferred to release.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Feat/tool improvements (#58)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-27T08:48:54Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "ee1cc899acec7f2bc82b958b2a027219b128759c",
"body": null,
"is_bot": false,
"headline": "docs: bump version to 0.2.14 and update CHANGELOG.md",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-22T11:45:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6677b6e4ee2cf2123ddc9a72748f8235249abf5e",
"body": "* fix: add async backend adapter support\n\nCloses #54\n\n* fix: preserve async sandbox execution\n\n* style: format async adapter tests\n\n---------\n\nCo-authored-by: Kacper Włodarczyk <111304236+DEENUU1@users.noreply.github.com>",
"is_bot": false,
"headline": "fix: add async backend adapter support (#55)",
"author_name": "Paweł Kiszczak",
"author_login": "pawelkiszczak",
"committed_at": "2026-06-22T11:42:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eee8be5ba4a375282925bd026d654566a61a2524",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): update actions/checkout action to v7 (#56)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-06-18T22:05:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65ab78d3dc150267773a2fb0dca55fa7145b6579",
"body": "Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(release): 0.2.13 — fix LocalBackend CR doubling on Windows (#53)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-17T14:25:09Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3e76aae816a05b90df8da5c5d95728c6ef1e2834",
"body": "Path.write_text() opens in text mode, translating \\n to os.linesep on\nwrite while leaving existing \\r untouched. Content already containing\n\\r\\n (commonly emitted by LLMs) became \\r\\r\\n on Windows, leaving files\nwith blank lines between every line of code.\n\nStrip \\r before writing so text mode re-adds clean platform-native line\nendings, regardless of the line endings in the incoming content.\n\nFixes #51\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(backends): normalize line endings in LocalBackend write/edit (#52)",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-17T14:23:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "64aa8f9204e05f5bf95e1782176a1da67b44ed39",
"body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(release): 0.2.12 — KubernetesPodSandbox",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-12T17:54:50Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "76475cc49fd6ed047d5a397ea2d0cf8db7e99544",
"body": "* feat(backends): add KubernetesPodSandbox\n\nNew optional backend that runs each session as a dedicated Pod with a\nsmall in-pod HTTP exec server. Mirrors the DockerSandbox surface:\nexecute/edit/read/write/read_bytes/ls_info/glob_info/grep_raw,\noutput truncation, last-activity tracking, idempotent sto\n[…]\n docstring, _execute_api, and docs/concepts/kubernetes.md\n- add HTTP-mode tests for read, read_bytes, write, edit (incl. the\n api-mode [Error:] sentinel path) — the missing coverage flagged in review",
"is_bot": false,
"headline": "feat(backends): add KubernetesPodSandbox (#46)",
"author_name": "Numa",
"author_login": "NumaCornec",
"committed_at": "2026-06-12T17:52:33Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "9adfdeaeb1f4d26ca1b6e23bd21596c460ee02e4",
"body": "chore(release): 0.2.11 — document_support (PDF BinaryContent) in read_file",
"is_bot": false,
"headline": "Merge pull request #50 from vstorm-co/feat/0.2.11",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-07T17:31:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f8ae805f02aecfafc35a9fbe484676277e3138f0",
"body": "…_file\n\nBump version 0.2.10 → 0.2.11 and add the CHANGELOG entry for #48, which\nadds document_support / max_document_bytes to create_console_toolset so\nread_file returns PDFs as BinaryContent(application/pdf) for document-capable\nmodels, kept separate from image_support.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(release): 0.2.11 — document_support (PDF BinaryContent) in read…",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-07T17:30:28Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3f632736e01b09016933fec29fd72be7f663f733",
"body": "feat(console): return PDFs as BinaryContent in read_file",
"is_bot": false,
"headline": "Merge pull request #48 from Gby56/feat/console-read-file-pdf-support",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-07T17:11:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "919ecb01dccd20dfc39c445676a740d94c57d331",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into feat/console-read-file-pdf-support",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-07T17:09:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0cced8faf99efdff0ec640344c007464877487a6",
"body": "chore(deps): update astral-sh/setup-uv action to v8.2.0",
"is_bot": false,
"headline": "Merge pull request #49 from vstorm-co/renovate/astral-sh-setup-uv-8.x",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-03T23:36:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca1bd33f216063fd4b5909ff2abebed3727bea49",
"body": null,
"is_bot": true,
"headline": "chore(deps): update astral-sh/setup-uv action to v8.2.0",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-06-03T15:56:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "118f261874a19bebc9f69bb67fd7692d9de942b1",
"body": "Split PDF/document handling out from the image path so the two content\nkinds stay clearly distinct and can evolve independently (e.g. OCR for\nimages, native document understanding or text-extraction fallbacks for\nPDF/DOCX).\n\n- Add a dedicated `document_support` flag and `max_document_bytes` limit\n \n[…]\nary_within_limit` for the not-found/empty and\n size-limit guards. read_file checks image_support then document_support\n in both edit_format variants.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "refactor(console): separate document support from image support",
"author_name": "Gby56",
"author_login": "Gby56",
"committed_at": "2026-06-03T12:42:23Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "c55d7305c983fe762687e75162089f62250fd133",
"body": "With image_support=True, read_file already returns raster images as\npydantic_ai.BinaryContent so multimodal models can see them, but PDFs\nfell through to the text path. BaseSandbox.read uses an awk command that\nemits an empty string for binary PDFs, so read_file(\"report.pdf\")\nreturned \"\" instead of \n[…]\neping the public API unchanged.\n\nThis unblocks multimodal PDF document understanding for downstream agents\non capable models (OpenAI/Anthropic/Gemini).\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "feat(console): return PDFs as BinaryContent in read_file",
"author_name": "Gby56",
"author_login": "Gby56",
"committed_at": "2026-06-03T11:44:06Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "a355c99d1f4a6df32b87c5dece9c44add8c2f06b",
"body": "feat/docs: update docs, fix errors and security issues",
"is_bot": false,
"headline": "Merge pull request #47 from vstorm-co/feat/0.2.9",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-06-01T15:11:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c4f6fdc7053cd7a178bceec6f3fd110bbd48b5be",
"body": null,
"is_bot": false,
"headline": "style/fix: ruff formatting",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-06-01T15:10:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1fab78f522cd5aeda325e28aa6a5e60704a48da",
"body": null,
"is_bot": false,
"headline": "style: ruff format'",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-06-01T15:08:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "08bc23b948612dc9e4cd243faabede9480907a56",
"body": "# Conflicts:\n#\tCHANGELOG.md",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main' into feat/0.2.9",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-06-01T15:06:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "31ddb91eb10e5b4fc814643b6808ec47038c767e",
"body": null,
"is_bot": false,
"headline": "feat/docs: update docs, fix errors and security issues",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-06-01T15:03:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ab50e24672ff1bc7601234ba845cc71e56c1de14",
"body": "chore: release 0.2.9 — CI action bumps",
"is_bot": false,
"headline": "Merge pull request #43 from vstorm-co/chore/ci-action-bumps",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T14:55:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f906be9184e0e906391e9b29a881658b79e79067",
"body": "Folds the action bumps (#41) under a release tag so downstream Renovate\nin pydantic-deep picks them up.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: bump to 0.2.9 for CI action bumps",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T12:09:36Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "73ec5509d52c02166196777b7f7360c505bfec29",
"body": "Folds in the two rate-limited bumps from the Renovate Dependency\nDashboard (#41). Pure CI / workflow changes — no library code touched,\nno version bump.\n\n- astral-sh/setup-uv@v4 -> @v8.1.0 across ci.yml (x3) and publish.yml.\n Pinned to the specific patch because setup-uv does not maintain a\n rolli\n[…]\n.1.0 exist. (Same lesson as\n summarization-pydantic-ai#23.)\n- actions/setup-python@v5 -> @v6 in docs.yml (rolling v6 tag exists).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: bump astral-sh/setup-uv to v8.1.0 + actions/setup-python to v6",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T12:08:01Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "b3bb150e7b6c62b1bb8b6788b9a113f8b5d13033",
"body": "chore: release 0.2.8",
"is_bot": false,
"headline": "Merge pull request #42 from vstorm-co/chore/release-0.2.8",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T11:55:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8f1f6bfd9198fd198cdbb9941ba74d3f76dfdb19",
"body": "Cuts the 0.2.8 release covering:\n\n- #37 exists() predicate on BackendProtocol + read_bytes rename\n (private -> public, breaking) + hashline_edit per-(backend,path)\n serialization + console.execute wires to async_execute when\n available\n- #38 renovate.json config\n- #39 CI: docs.y\n[…]\n(Renovate)\n- #40 CI: actions/checkout -> v6 (Renovate)\n\nGate green: 478 tests passed, 100% coverage, ruff + pyright + mypy\nclean.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release 0.2.8",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T11:54:36Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "1ede39033e90a8b01072368c3af337818c3daf21",
"body": "chore(deps): update actions/checkout action to v6",
"is_bot": false,
"headline": "Merge pull request #40 from vstorm-co/renovate/actions-checkout-6.x",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T11:51:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3e2d3b317f5f6cfa709fc4d020e15bca04a3c089",
"body": "chore(deps): update dependency python to 3.14",
"is_bot": false,
"headline": "Merge pull request #39 from vstorm-co/renovate/python-3.x",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T11:51:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2f8b3cebf0e955839d71c4b23749cb95c17b9f3c",
"body": "feat: add exists() predicate to BackendProtocol",
"is_bot": false,
"headline": "Merge pull request #37 from vstorm-co/feat/backend-exists-predicate",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T11:51:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "30c6a4980b7bf998d1e2b540a123bb51d47e0768",
"body": null,
"is_bot": true,
"headline": "chore(deps): update actions/checkout action to v6",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-05-24T11:48:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db2a3edb3a97cb8516d5b921105912e6c31dbae9",
"body": null,
"is_bot": true,
"headline": "chore(deps): update dependency python to 3.14",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-05-24T11:48:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96bad882d17987ccb731d59651a61cce596d4dae",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into feat/backend-exists-predicate",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T11:47:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b47b7b1ec0fff26d62bd2491f4fb8677de814cab",
"body": "chore: Configure Renovate",
"is_bot": false,
"headline": "Merge pull request #38 from vstorm-co/renovate/configure",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-05-24T11:46:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a6031c8f44c6b41a568079aff24f68739d5625de",
"body": null,
"is_bot": true,
"headline": "Add renovate.json",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-05-24T11:29:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a03908081bf78b08614bc3c9bd6ba5be2e418d7",
"body": null,
"is_bot": false,
"headline": "fix: serialize concurrent hashline_edit",
"author_name": "OchnikBartek",
"author_login": "OchnikBartek",
"committed_at": "2026-05-21T09:30:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c7ca7d852f4a653d90bec331f3edce36e8cb0db3",
"body": null,
"is_bot": false,
"headline": "fix: serialize concurrent hashline_edit",
"author_name": "OchnikBartek",
"author_login": "OchnikBartek",
"committed_at": "2026-05-21T09:28:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcd2265d84ddc5af607fecc600372dcbd2943180",
"body": null,
"is_bot": false,
"headline": "fix after review",
"author_name": "OchnikBartek",
"author_login": "OchnikBartek",
"committed_at": "2026-05-18T08:21:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "138534854769cfe7fb2b3a6f1d2a75d109897bb3",
"body": null,
"is_bot": false,
"headline": "promote _read_bytes → public read_bytes",
"author_name": "OchnikBartek",
"author_login": "OchnikBartek",
"committed_at": "2026-05-15T12:54:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5a086f9d650618ed7d8bae750bd41f09ea657cd",
"body": null,
"is_bot": false,
"headline": "feat: add exists() predicate to BackendProtocol",
"author_name": "OchnikBartek",
"author_login": "OchnikBartek",
"committed_at": "2026-05-14T13:37:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8712def9625ccb9fdcaaa40327ea50e765b27ef5",
"body": "fix: add async_execute with Windows support",
"is_bot": false,
"headline": "Merge pull request #36 from vstorm-co/fix/93",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-05-14T01:22:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a1b20637c7379dbbb799f49cbf1e4d416eb574be",
"body": "Add TestKillProcTree class with two cases that monkeypatch sys.platform\nto win32 and pass a MagicMock for the subprocess. Without these tests\nthe Windows branch (lines 706-708) was unreachable on Linux/macOS CI.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: cover Windows branch of _kill_proc_tree to reach 100% coverage",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-05-14T01:21:25Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3917d9e4f56f562b206b27acc7ba85ef8fc8dad8",
"body": "Review fixes for the async_execute path:\n\n- Launch the subprocess with start_new_session=True on Unix so cancelled\n or timed-out runs can kill the whole process tree via os.killpg.\n Previously proc.kill() only terminated the shell, leaving grandchildren\n (e.g. the actual `sleep` inside `sh -c \"sl\n[…]\nandchild dies after cancelling the parent task on\n Unix. Skipped on Windows.\n\nAlso bump version to 0.2.7 and update CHANGELOG.md.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: reap process tree on cancel, harden cleanup, cover shell selection",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-05-14T01:19:19Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f88a01701cf1bb471a53d54c85878f344258172a",
"body": null,
"is_bot": false,
"headline": "fix after review",
"author_name": "OchnikBartek",
"author_login": "OchnikBartek",
"committed_at": "2026-05-12T07:02:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a271c2dc9d4bca341e1ca22e5884d868c1d9fad5",
"body": null,
"is_bot": false,
"headline": "fix: add async_execute with Windows support",
"author_name": "OchnikBartek",
"author_login": "OchnikBartek",
"committed_at": "2026-05-08T08:18:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8f4d68a30d0091abdb83c1328519dbdd8441c383",
"body": null,
"is_bot": false,
"headline": "docs: update documentation",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-05-05T11:41:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4ffdd44fa0d8fccf00f37721dae1e8903fc505aa",
"body": null,
"is_bot": false,
"headline": "docs: bump package version and update CHANGELOG.md",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-05-05T11:29:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "73ce64d58a81f947f69cb15035e0759d6fe87519",
"body": " fix: normalize trailing slashes in CompositeBackend route matching",
"is_bot": false,
"headline": "Merge pull request #34 from vstorm-co/fix/33",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-05-05T11:28:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dc1ae85f1bf1c6ec12c6341a0df9da09680c0c7a",
"body": null,
"is_bot": false,
"headline": "fix: linting & typing",
"author_name": "Paweł Kiszczak",
"author_login": "pawelkiszczak",
"committed_at": "2026-04-29T12:42:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d9ea433c818620d911f16eb9010e2095f68383fb",
"body": null,
"is_bot": false,
"headline": "fix: linting & typing",
"author_name": "Paweł Kiszczak",
"author_login": "pawelkiszczak",
"committed_at": "2026-04-29T12:41:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6309d3340b591307f9a288f3218629ef39987379",
"body": null,
"is_bot": false,
"headline": " fix: normalize trailing slashes in CompositeBackend route matching",
"author_name": "Paweł Kiszczak",
"author_login": "pawelkiszczak",
"committed_at": "2026-04-29T12:33:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d837f1cd77c7a6752910150bca2fbcb23e95a817",
"body": null,
"is_bot": false,
"headline": "docs/fix: fix lint error, bump version and update CHANGELOG.md",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-04-20T21:32:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80335e93a5b0193fe832e6a0dc450a570107d081",
"body": "Improve BaseSandbox glob_info",
"is_bot": false,
"headline": "Merge pull request #32 from ilayu-blip/main",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-04-20T21:29:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "15b66732159d5954d8deabc04221ae694a1a2dec",
"body": null,
"is_bot": false,
"headline": "Improve BaseSandbox glob_info",
"author_name": "ilayu",
"author_login": "ilayu-blip",
"committed_at": "2026-04-19T13:23:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55f99b1ce045f8bb1fab3bb59c809166a504bb12",
"body": "feat: add docker and daytona session manager",
"is_bot": false,
"headline": "Merge pull request #30 from vstorm-co/feat/sandbox_sessions",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-04-11T10:39:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "267298c3c1913e76b1484e722cd2725f1e71b52c",
"body": null,
"is_bot": false,
"headline": "style: fix ruff errors",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-04-11T10:38:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3c92d316b93e1131031a64e848b763b998d61098",
"body": null,
"is_bot": false,
"headline": "feat: add docker and daytona session manager",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-04-11T10:33:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5f4a7ca3256b9dcddb821dccb40fb444834d5be",
"body": "feat: wrap sync backend calls in asyncio.to_thread",
"is_bot": false,
"headline": "Merge pull request #26 from pedroallenrevez/feat/async-protocol",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-04-06T21:59:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33b9b4fc7d956f099a9cf44e36cb755d0d038e60",
"body": null,
"is_bot": false,
"headline": "docs: bump to 0.2.3 version and update CHANGELOG.md",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-04-06T21:58:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aceb2cf9928e3889074498bfccaa206d07d08eda",
"body": null,
"is_bot": false,
"headline": "style: ryff format",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-04-06T21:56:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "30fe34929c5b6e3fa939eb2704a4bd0d44e17a87",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into feat/async-protocol",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-04-06T21:52:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f641cf2239016be9f2d70ecab6535952857b4605",
"body": "Bump minimum to for compatibility with async on toolsets",
"is_bot": false,
"headline": "Merge pull request #27 from vstorm-co/bump/31-03-2026",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-03-31T15:04:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b785f370b91f6defcc8e75c922075e299354d45a",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into bump/31-03-2026",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-03-31T15:01:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d6a6046c53fee039f7a49aff36c252c8edafebf4",
"body": null,
"is_bot": false,
"headline": "Bump minimum to for compatibility with async on toolsets",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-03-31T14:57:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "850123387dd7a28bf6a4525d5ee352cfa4c4a9de",
"body": "…event loop\n\nAll console toolset tools are async def but were calling synchronous\nBackendProtocol methods directly, blocking the event loop during file\nI/O and shell execution.\n\nWrap every sync backend call (ls_info, read, _read_bytes, write, edit,\nglob_info, grep_raw, execute) in asyncio.to_thread() so they run in a\nthread pool without blocking the async agent runtime.\n\nThis is a non-breaking change — the BackendProtocol stays synchronous,\nonly the toolset layer becomes properly async.",
"is_bot": false,
"headline": "feat: wrap sync backend calls in asyncio.to_thread to avoid blocking …",
"author_name": "pedroallenrevez",
"author_login": "pedro-at-noxus",
"committed_at": "2026-03-30T11:36:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "590d5576fc6ae79d523506924ec97259a43724f2",
"body": "Add network_mode parameter to DockerSandbox",
"is_bot": false,
"headline": "Merge pull request #24 from ggozad/feat/configure-docker-network",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-03-28T03:45:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b910ecfc8906a6993263662950e3547dea57f68",
"body": null,
"is_bot": false,
"headline": "fix: resolve merge conflicts",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-03-28T03:42:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b6d2c7130d61a9196c22c27a7647f3c5d130bc3a",
"body": null,
"is_bot": false,
"headline": "fix: conflicts",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-03-28T03:36:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3e6e926c3fd35c6a5d462b7fd1ef6d6d54a31a40",
"body": null,
"is_bot": false,
"headline": "test/docs: bump lib version, update CHANGELOG and fix tests",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-03-28T03:33:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c6aa66f2b010547335cb520b680994135bf0665",
"body": "feat: add pydantic-ai capabilities",
"is_bot": false,
"headline": "Merge pull request #25 from vstorm-co/feat/capabilities",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-03-28T03:24:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1569bbda6c00705a5566fbdfe488edb69f844cd8",
"body": null,
"is_bot": false,
"headline": "style: fix mypy issues",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-03-28T03:23:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6fc9c7ff3a6cd609e122656d3588823f80e21121",
"body": null,
"is_bot": false,
"headline": "style: ruff format",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-03-28T03:21:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "78e286667982f7e08febca332a2d2b275bd48d22",
"body": null,
"is_bot": false,
"headline": "feat: add pydantic-ai capabilities",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-03-28T03:20:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "957067e7a020fa5658647551017cbfee6488cd63",
"body": null,
"is_bot": false,
"headline": "Add network_mode parameter to DockerSandbox",
"author_name": "Yiorgis Gozadinos",
"author_login": "ggozad",
"committed_at": "2026-03-27T16:05:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "539878df9050e7e2828ce7b458a0385dc1860ea4",
"body": null,
"is_bot": false,
"headline": "fix: resolve relative paths in DockerSandbox, bump to 0.1.14",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-03-12T01:41:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8fa59d7464ecc0bde16ec3011480d3f8c2f9d33e",
"body": null,
"is_bot": false,
"headline": "test: fix test_read_bytes_nonexistent_path assertion",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-03-12T01:40:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ecb4d4f0552703b4e4c7ac549a3a80b436600cf2",
"body": "…e-paths-and-missing-files\n\nfix: resolve relative paths and report missing files properly in DockerSandbox",
"is_bot": false,
"headline": "Merge pull request #22 from trail-of-forks/fix/docker-sandbox-relativ…",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-03-12T01:39:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "645e7b42a8f5a783a42f11eff66e985eb467d7d8",
"body": null,
"is_bot": false,
"headline": "tests: fix linting",
"author_name": "Riccardo Schirone",
"author_login": "ret2libc",
"committed_at": "2026-03-11T08:19:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5bb05a3d0bb268b04509fd8b796344f71b636295",
"body": null,
"is_bot": false,
"headline": "Fix interface type",
"author_name": "Riccardo Schirone",
"author_login": "ret2libc",
"committed_at": "2026-03-10T14:16:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "032e20f290f2acdecc4b9176594d067177b89d98",
"body": "…erSandbox\n\nDockerSandbox file operations (read, write, edit) passed relative paths\ndirectly to Docker's get_archive/put_archive APIs, which resolved them\nagainst the container root `/` instead of the configured work_dir.\nAdditionally, read() returned ugly double-wrapped errors for missing\nfiles ins\n[…]\n Update read() and edit() to return clean \"Error: File '...' not found\"\n messages using the original user-supplied path, matching LocalBackend\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: resolve relative paths and report missing files properly in Dock…",
"author_name": "Riccardo Schirone",
"author_login": "ret2libc",
"committed_at": "2026-03-05T13:20:30Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "63f381a480f03dfc7539946e76671a375fddc721",
"body": "docs: update README.md",
"is_bot": false,
"headline": "Merge pull request #20 from vstorm-co/docs/readme_vstorm",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-02-27T01:01:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2241f4bde1e8c146b5600d316866f3d26842ae0b",
"body": null,
"is_bot": false,
"headline": "docs: update README.md",
"author_name": "DEENUU1",
"author_login": "DEENUU1",
"committed_at": "2026-02-27T00:57:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2ee70fc3b6c39bd0e1665d7080a280042cbcd62b",
"body": "Feat/custom tool description",
"is_bot": false,
"headline": "Merge pull request #19 from vstorm-co/feat/custom_tool_description",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-02-26T23:48:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3a0136648a8d5e9ffd3a8b9723209debafb45089",
"body": null,
"is_bot": false,
"headline": "style: ruff format",
"author_name": "Kacper Włodarczyk",
"author_login": "DEENUU1",
"committed_at": "2026-02-26T23:44:05Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 38,
"commits_last_year": 167,
"latest_release_at": "2026-08-01T09:30:22Z",
"latest_release_tag": "0.2.18",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 27,
"days_since_latest_release": 0,
"mean_days_between_releases": 7.6
},
"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": {
"packages": [
{
"name": "pydantic-ai-backend",
"exists": true,
"license": "MIT",
"keywords": [
"Development Status :: 4 - Beta",
"Intended Audience :: Developers",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python",
"Programming Language :: Python :: 3",
"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-ai-backend/",
"is_deprecated": false,
"latest_version": "0.2.18",
"repository_url": "https://github.com/vstorm-co/pydantic-ai-backend",
"versions_count": 36,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 191233,
"first_published_at": "2025-12-28T04:54:49.233767Z",
"latest_published_at": "2026-08-01T09:30:57.789697Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 23,
"stars": 117,
"watchers": 4,
"fork_history": {
"days": [
{
"date": "2025-12-28",
"count": 1
},
{
"date": "2026-01-04",
"count": 1
},
{
"date": "2026-01-15",
"count": 1
},
{
"date": "2026-01-19",
"count": 1
},
{
"date": "2026-02-11",
"count": 1
},
{
"date": "2026-02-22",
"count": 1
},
{
"date": "2026-02-25",
"count": 1
},
{
"date": "2026-03-01",
"count": 1
},
{
"date": "2026-03-05",
"count": 1
},
{
"date": "2026-03-25",
"count": 1
},
{
"date": "2026-03-26",
"count": 1
},
{
"date": "2026-03-27",
"count": 1
},
{
"date": "2026-03-30",
"count": 1
},
{
"date": "2026-04-02",
"count": 1
},
{
"date": "2026-04-04",
"count": 2
},
{
"date": "2026-04-09",
"count": 1
},
{
"date": "2026-04-16",
"count": 1
},
{
"date": "2026-04-19",
"count": 1
},
{
"date": "2026-05-29",
"count": 1
},
{
"date": "2026-06-03",
"count": 1
},
{
"date": "2026-06-25",
"count": 1
},
{
"date": "2026-07-10",
"count": 1
}
],
"complete": true,
"collected": 23,
"total_forks": 23
},
"star_history": null,
"open_issues_and_prs": 1
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 130628,
"source_files_sampled": 84,
"oversized_source_files": 2,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 3819
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": null,
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "pydantic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0"
},
{
"name": "wcmatch",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=8.0"
}
],
"all_dependencies": {
"error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"source": null,
"packages": [],
"collected": false,
"truncated": false,
"total_count": null,
"direct_count": null,
"indirect_count": null
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 62,
"open_issues": 1,
"closed_ratio": 0.889,
"closed_issues": 8,
"closed_unmerged_prs": 4
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "DEENUU1",
"commits": 124,
"avatar_url": "https://avatars.githubusercontent.com/u/111304236?v=4"
},
{
"type": "User",
"login": "boazkatzir",
"commits": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/229754927?v=4"
},
{
"type": "User",
"login": "OchnikBartek",
"commits": 7,
"avatar_url": "https://avatars.githubusercontent.com/u/171076817?v=4"
},
{
"type": "User",
"login": "pawelkiszczak",
"commits": 4,
"avatar_url": "https://avatars.githubusercontent.com/u/117113911?v=4"
},
{
"type": "User",
"login": "ret2libc",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/562321?v=4"
},
{
"type": "User",
"login": "Gby56",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/6706472?v=4"
},
{
"type": "User",
"login": "NumaCornec",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/72559995?v=4"
},
{
"type": "User",
"login": "orlevii",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/13447456?v=4"
},
{
"type": "User",
"login": "ggozad",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/183103?v=4"
},
{
"type": "User",
"login": "ilayu-blip",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/252436296?v=4"
}
],
"contributors_sampled": 11,
"top_contributor_share": 0.765
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"docs.yml",
"publish.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "26 out of 26 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 1,
"reason": "Found 4/23 approved changesets -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 6,
"reason": "project has 2 contributing companies or organizations -- score normalized to 6",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "ca4a8eb20d618637a82ad61e49f352242bc64644",
"ran_at": "2026-08-01T09:32:15Z",
"aggregate_score": 5.8,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-08-01T09:31:04Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-08-01T09:30:11Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 41,
"created_at": "2026-05-24T11:48:17Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/vstorm-co/pydantic-ai-backend",
"host": "github.com",
"name": "pydantic-ai-backend",
"owner": "vstorm-co"
},
"metrics": {
"overall": {
"key": "overall",
"band": "excellent",
"name": "Overall health",
"note": "The weighted overall 76 is calibrated to 90 on the published index scale (record calibration 2026-08-02).",
"notes": [
{
"code": "overall_calibration",
"params": {
"raw": 76,
"calibrated": 90,
"calibration": "2026-08-02"
}
}
],
"value": 90,
"inputs": {
"security": 58,
"vitality": 90,
"community": 68,
"governance": 66,
"calibration": "2026-08-02",
"engineering": 96,
"ai_readiness": 67,
"weighted_overall_raw": 76
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 90,
"weight": 0.21,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"commits_last_year": 167,
"human_commit_share": 0.92,
"days_since_last_push": 0,
"active_weeks_last_year": 27
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "27/52 weeks with commits",
"points": 18.7,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 27
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "167 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 167
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "exceptional",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 38,
"latest_release_tag": "0.2.18",
"releases_from_tags": false,
"days_since_latest_release": 0,
"mean_days_between_releases": 7.6
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "38 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 38
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~7.6 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 7.6
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "exceptional",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 1,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 1 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 1
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 68,
"weight": 0.17,
"metrics": [
{
"key": "popularity",
"band": "weak",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 47,
"inputs": {
"forks": 23,
"stars": 117,
"watchers": 4,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "117 stars",
"points": 33.5,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 117
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "23 forks",
"points": 11.2,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 23
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "4 watchers",
"points": 2.7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 4
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"has_readme": true,
"has_license": true,
"readme_badges": null,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"readme_badge_services": [],
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "excellent",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 88,
"inputs": {
"packages": [
"pydantic-ai-backend"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 191233
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "191,233 downloads/month across pypi",
"points": 70.4,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 191233,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 66,
"weight": 0.23,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 34,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 11,
"top_contributor_share": 0.765
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 76% of commits",
"points": 5.3,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 76
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "11 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 11
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 6,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"newcomer_pr_acceptance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 77,
"inputs": {
"merged_prs": 62,
"open_issues": 1,
"closed_issues": 8,
"prs_merged_7d": null,
"prs_decided_7d": null,
"prs_merged_30d": null,
"prs_decided_30d": null,
"issue_closed_ratio": 0.889,
"closed_unmerged_prs": 4,
"first_time_authors_30d": null,
"first_time_prs_merged_30d": null,
"first_time_prs_decided_30d": null
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "89% of issues closed",
"points": 37.3,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 89
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "62/66 decided PRs merged",
"points": 28.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 62,
"decided": 66
}
}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
"name": "Newcomer PR acceptance",
"detail": "no first-time contributor's PR decided in 30d",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_newcomer_prs",
"params": {
"days": 30
}
}
],
"max_points": 13
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 4/23 approved changesets -- score normalized to 1",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"followers": 147,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "vstorm-co",
"public_repos": 34,
"account_age_days": 1968
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "147 followers of vstorm-co",
"points": 15.6,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 147,
"login": "vstorm-co"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "34 public repos, account ~5 yr old",
"points": 22,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 34
}
},
{
"code": "account_age_years",
"params": {
"years": 5
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "exceptional",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"pydantic-ai-backend"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "36 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 36
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "exceptional",
"name": "Engineering Quality",
"value": 96,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "exceptional",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "26 out of 26 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "exceptional",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"ai-agent-framework",
"aiagentframework",
"anthropic",
"backend",
"chatgpt",
"docker",
"framework",
"gemini",
"llms",
"mcp",
"multiagent",
"openai",
"pydantic",
"pydantic-ai",
"python",
"sandbox",
"vstorm"
],
"has_wiki": true,
"homepage": "https://vstorm-co.github.io/pydantic-ai-backend/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://vstorm-co.github.io/pydantic-ai-backend/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "17 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 17
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 58,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 58,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.8
},
"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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "26 out of 26 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": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 4/23 approved changesets -- score normalized to 1",
"points": 0.8,
"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 2 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 not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "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": 10
},
"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": 67,
"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": 0.815,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 3819
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "75 of 92 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 75,
"sampled": 92
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.14,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.08
},
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "14 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 14,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "8 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 8,
"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": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 130628,
"source_files_sampled": 84,
"oversized_source_files": 2
},
"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": "2/84 source files over 60KB",
"points": 53.7,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 84,
"oversized": 2
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "weak",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"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": 0,
"status": "missed",
"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"
],
"scores": {
"library": 6,
"framework": 2
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "tags",
"label": "framework",
"source": "tag:framework",
"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",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"deps.dev does not index pypi:pydantic-ai-backend@0.2.18; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-08-01T09:32:35.244272Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/v/vstorm-co/pydantic-ai-backend.svg",
"full_name": "vstorm-co/pydantic-ai-backend",
"license_state": "standard",
"license_spdx": "MIT"
}
Verwandte Einträge
Geprüfte Repositories, die Katalog-Tags oder Ökosysteme mit vstorm-co/pydantic-ai-backend teilen. Nebeneinander lesen →
Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v2.3.1, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.
