pydantic / pydantic-ai-harness

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.

Full resolved dependency set from the GitHub dependency graph: 2 direct and 117 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

This repository publishes no package the index resolves, so its own dependency graph was assessed — 119 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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          "body": "…ce refresh (#423)\n\n* docs(agent): record heavy-capability CI scoping + post-merge resync\n\nFuture capability work that pulls heavy CI machinery (Docker, an external\nservice + secret, a large system binary, live network) now has a documented\nrecipe for scoping its expensive job to its own paths, so u\n[…]\nack's load-bearing facts (auth-token-since-2026.03.0, edge port, health\npath, localhost.localstack.cloud, AWS CLI global-option abbreviation) as the\nworked example. Route it from the agent-docs index.",
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          "body": "* Harden LocalStack capability after post-merge review\n\nIndependent review of the merged capability (#268) surfaced defects; each was\nvalidated against the merged code before fixing.\n\n- Guard against AWS CLI global-option abbreviations. Rejecting only the exact\n  --endpoint-url/--profile/--region/--\n[…]\ns the job.\n\nRefs #424\n\n* docs: note custom host_address is used as the tool endpoint host\n\nKeeps the README at parity with the endpoint_url behavior change (docs page\nalready surfaces it via autodoc).",
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          "headline": "Harden LocalStack capability after post-merge review (#425)",
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          "body": "…ite, snapshot state classification (#412)\n\n* Drop the provider-validity gate in StepPersistence, adopt pydantic-ai auto-repair\n\nWith pydantic-ai >= 2.10 (floor: 2.14.1) repairing broken tool-call/result\npairing before every model request, any partial history is sendable on\nresume, so gating error-p\n[…]\nthe missing column, with no retry.\n\n* Fix wording in the state-migration comment\n\nGrammar, and the swallowed-error consequence is a missing column on an\notherwise-present schema, not a missing schema.",
          "is_bot": false,
          "headline": "StepPersistence: drop the provider-validity gate, single error-save s…",
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          "body": "* Add LocalStack capability for emulated AWS environments\n\nAgents that build or test cloud infrastructure need a safe, resettable place\nto provision AWS resources. LocalStack gives an agent access to an emulated\nAWS environment so it can drive AWS services without touching a real account,\nleaking cr\n[…]\n grant pull-requests:read to the changes job for paths-filter API mode\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: David SF <64162682+dsfaccini@users.noreply.github.com>",
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          "headline": "feat: add LocalStack capability for emulated AWS environments (#268)",
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          "body": "…bilities coexist (#409)\n\n* fix(memory): scope-qualify injection marker so multiple `Memory` capabilities coexist\n\n`before_model_request` tagged its injected `<memory>` block with a module-global\nmarker and `_remove_previous_injection` stripped any part carrying it. With more\nthan one `Memory` on an\n[…]\ner constraint was\nwritten down anywhere a user would find it.\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>\nCo-authored-by: David SF <64162682+dsfaccini@users.noreply.github.com>",
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          "headline": "fix(memory): scope-qualify injection marker so multiple `Memory` capa…",
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          "oid": "c7bee102f1e3570e994f2ec17e209c27e9736a5e",
          "body": "… (`ToolSearchCallPart`, `LoadCapabilityCallPart`) (#411)\n\n* Fix `ClampOversizedMessages` corrupting typed `ToolCallPart` subclasses (`ToolSearchCallPart`, `LoadCapabilityCallPart`)\n\n`compact` matched tool calls with `isinstance(part, ToolCallPart)`, which also\ncaught the framework-typed subclasses \n[…]\nves the index chains, and\nunpacking the response parts needs no isinstance. The remaining\nisinstance(plain, ToolCallPart) is required -- pyright strict cannot reach\n.args on an un-narrowed part union.",
          "is_bot": false,
          "headline": "Fix `ClampOversizedMessages` clamping typed `ToolCallPart` subclasses…",
          "author_name": "David SF",
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          "oid": "4669a034013119515f62b916f56b70b41d7dc718",
          "body": "* fix step snapshot after completed tool boundary\n\n* document snapshot message boundary\n\n* test: cover the provider-validity filter at the CallToolsNode boundary\n\nFolding `result.request` into the snapshot candidate made the ordinary tool\nboundary provider-valid, which removed the only thing exercis\n[…]\nws.\n\nThe capability had no `run_stream` coverage at all, which is why every gate\nstayed green through the regression.\n\n---------\n\nCo-authored-by: David SF <64162682+dsfaccini@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix step persistence snapshot after completed tool boundary (#374)",
          "author_name": "nmoturi",
          "author_login": "nmoturi",
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        {
          "oid": "10c19054d987ef89535ef2dda0f4b46ad826566c",
          "body": "* feat: Macroscope CLI code-review capability\n\nGives a Pydantic AI agent the same local review Macroscope's editor plugins\nrun. The `run_macroscope_review` tool drives the installed `macroscope\ncodereview` binary, parses its streamed findings, and returns them structured\nso the agent validates and f\n[…]\n-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* Use the accepted parser spelling in documentation\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Macroscope CLI code-review capability (#350)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-07-22T18:23:18Z",
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          "body": null,
          "is_bot": false,
          "headline": "feat: add `ModalSandbox` for isolated cloud sandboxes (#269)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-07-22T14:00:01Z",
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          "oid": "1297012524c80dc4b67eb3b193691ffe9a0f815a",
          "body": "…lity (#327)\n\n* feat(cache_stability): observational CacheStabilityMonitor capability\n\nWarn when a run's prompt cache hit collapses between requests, so a moving\ncacheable prefix becomes visible instead of silently re-charging tokens.\n\nReads the provider's own verdict (usage.cache_read_tokens) rathe\n[…]\nfix that\nmoves every request -- warns exactly once; a genuine second collapse after the\ncache re-stabilizes warns again.\n\nDrop the \"may be added as the capability matures\" hedge from the Logfire docs.",
          "is_bot": false,
          "headline": "feat(`cache_stability`): observational `CacheStabilityMonitor` capabi…",
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          "oid": "f7be9623b2e23a4a05328578b83a992516dde017",
          "body": "…`ToolSearchReturnPart`) (#383)\n\n* Fix ClearToolResults corrupting typed ToolReturnPart subclasses\n\n`rebuild_with_cleared` matched tool results with `isinstance(part, ToolReturnPart)`,\nwhich also caught typed subclasses like `ToolSearchReturnPart`. `dataclasses.replace`\npreserves the concrete class,\n[…]\ng the tool body unexecuted and dropping coverage below 100%. Have\nthe model call the discovered tool, which both covers it and keeps the\nmulti-request sequence that re-reads the cleared search result.",
          "is_bot": false,
          "headline": "Fix `ClearToolResults` corrupting typed `ToolReturnPart` subclasses (…",
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          "oid": "a9169efbc681224cce57e69095fb5cb7b5ae82e7",
          "body": "…apabilities, raise the floor (#397)\n\n* Bump pydantic-ai to 2.14.1 and drop model_request_parameters from span snapshots\n\npydantic-ai 2.14.0 added `ToolDefinition.toolset_id` (pydantic/pydantic-ai#4977),\nwhich changed the serialized `model_request_parameters` span attribute and broke\nthe managed-pro\n[…]\nm-job\nfailures on this PR.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n* Register DBOS durability before recovery starts\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump pydantic-ai to 2.14.1, migrate durable tests to the durability c…",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-21T09:40:06Z",
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        {
          "oid": "1d5a4b389cb6a866688b9b9588c93095fa4bc8b8",
          "body": "…lity (#386)\n\n* feat: add ExaSearch web research capability\n\nResearch agents need search results that carry page text (so a source can\nbe judged without a second fetch round-trip) and a way to read one URL in\nfull. ExaSearch wraps the Exa API behind a small ExaClient protocol so the\nclient can be co\n[…]\nl Easton <williamseaston@gmail.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Kes <62210496+kesku@users.noreply.github.com>\nCo-authored-by: Bill Easton <bill@pydantic.dev>",
          "is_bot": false,
          "headline": "feat: `web_search` `text_summary` mode and deferred `ExaAgent` capabi…",
          "author_name": "Ryan Ahern",
          "author_login": "ryahern",
          "committed_at": "2026-07-21T05:55:45Z",
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          "oid": "43633b0b2406be38dcc4d29deed200ea81abe01b",
          "body": "…ction (#391)\n\nPydantic AI's docs restructure gives Capabilities a top-level section\n(/ai/capabilities/) with a page per built-in capability. Update all\n/ai/core-concepts/capabilities/ links accordingly, and make the core\nbuilt-ins explicit in the 'What goes where?' breakdown — naming and\nlinking we\n[…]\ne full built-in\nlist on the Capabilities overview.\n\nMerge together with the pydantic-ai docs restructure release: the new\n/ai/capabilities/ URLs only exist once that release is synced to\npydantic.dev.",
          "is_bot": false,
          "headline": "docs: point at the new per-capability pages in core's Capabilities se…",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-07-21T01:44:34Z",
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        {
          "oid": "6c60f7cf0d850ed30f11489db10677da6ffdbcef",
          "body": "…error (#384)\n\n* feat(step_persistence): rescue last provider-valid resume point on error\n\n`StepPersistence` previously left an errored run with no `ContinuableSnapshot`\nfor a provider-valid state that no node boundary had captured, so `continue_run`\ncould only resume from an earlier point or raise \n[…]\nses validation a second time. Simplify it to always raise\n`ModelRetry` (one retry is all the stash scenario needs), matching the sibling\n`test_rescues_newest_text_history_over_earlier_saved_snapshot`.",
          "is_bot": false,
          "headline": "feat(`step_persistence`): rescue last provider-valid resume point on …",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-21T00:40:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4ad83f8861cca75371d4e0b6c97bf7fa468b5db4",
          "body": "* Prevent empty CodeMode results through clearer guidance\n\n* Make CodeMode return guidance unambiguous",
          "is_bot": false,
          "headline": "Clarify `CodeMode` final-expression returns (#370)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-20T06:38:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f2389a893cff8c249844905cd47bfc25b29be4a1",
          "body": "* Add .macroscope/ignore.md to skip mechanical files in code review\n\nMacroscope's managed review bills per KB of diff reviewed. This drops the\nmechanical, non-hand-reviewed files from the reviewed/billed diff: uv.lock\n(large on dependency bumps), recorded VCR cassettes, and doc images.\n\nCo-Authored-\n[…]\nored via the explicit\nrule.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Bill Easton <bill@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add .macroscope/ignore.md to skip mechanical files in review (#387)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-07-19T16:45:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e4839c654b855ce52d09348930e6858c165a1e74",
          "body": "…#311)\n\nLimitWarner rebuilds history each request, dropping any ModelRequest left with no\nparts after warning markers are stripped. An already-empty ModelRequest -- which\npydantic-ai's empty-response retry appends when a model returns an empty response\nagainst a non-optional output type -- has no pa\n[…]\nty; only drop one that became empty because every\npart was a warning marker. Regression test covers the empty-response-retry tail.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Keep already-empty ModelRequests in LimitWarner._strip_old_warnings (…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-17T04:03:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "67f8d870a5031959cee3d059aec500fc21320cbd",
          "body": null,
          "is_bot": false,
          "headline": "Prevent search result format from becoming a return type (#377)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-16T08:44:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73513a60bc8c9db44f08e48fb7bdf861a6e11f06",
          "body": "* Use local tools in harness skill quick start\n\n* Align CodeMode skill security guidance",
          "is_bot": false,
          "headline": "Remove third-party MCP endpoint from `pydantic-ai-harness` skill (#368)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-14T16:19:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "818808d6fec59f966384919a38041ab92f884363",
          "body": "* feat: add Memory capability\n\n* feat(memory): add SQLite and PostgreSQL stores\n\n* fix(memory): address CI pyright and CodeRabbit review\n\n* style(memory): ASCII dashes, labeled README fence (review follow-up)\n\n* fix(memory): SQLite in-memory rejection and case-sensitive listing\n\n* fix(memory): use q\n[…]\nrs in SQLite prefix listing\n\n* Make memory safe for durable shared use\n\n* Harden memory trust and recovery boundaries\n\n---------\n\nCo-authored-by: David SF <64162682+dsfaccini@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: add Memory capability (#354)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-07-13T21:15:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "39b4c569cb7bd3ad9435aa94c1585855c76d54fc",
          "body": null,
          "is_bot": false,
          "headline": "Stop attributing every AICA comment to Claude (#362)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-13T19:20:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ee2b3291ffa463d706d0fd24342186bda6ce14c",
          "body": "The v2-beta job was a non-blocking visibility signal, not a required\ncheck. Removing it since it is no longer needed.",
          "is_bot": false,
          "headline": "ci: drop the pydantic-ai v2 beta early-warning job (#359)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-13T16:08:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ba9e2f9a51bc2dc12f58bcd48edff94d3be307a",
          "body": "…gate (#329)\n\n* docs: publish capability docs to the unified site + add README/doc parity gate\n\nEvery capability shipped only a README (kept for GitHub/PyPI). This adds a\nparallel, cleaned-up page per capability under docs/ for the new unified docs\nsite (pydantic.dev/docs/harness), migrated from eac\n[…]\nrd-party 'acp' package -- the\nharness module exists, its extra just isn't installed. Distinguish a genuinely\nmissing harness module (fail) from a missing extra (skip) by the ImportError's\nmodule name.",
          "is_bot": false,
          "headline": "docs: capability pages for the unified docs site + README/doc parity …",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-13T16:00:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "310ffadf09f586f3221c80535da1c55e776d4d7b",
          "body": "…(#347)\n\n* refactor: graduate capabilities out of `experimental` (ACP excepted)\n\nThe `experimental` label suppressed the try->fail->report->improve loop we\nwant from real usage, so drop it from the harness. Ten capabilities move to\ntop-level submodules; ACP stays experimental (it may still be reshap\n[…]\nage in favor of \"API subject to change\".\n\n* docs: tell capability authors to ask the user when unsure about a name\n\nPer PR review: a name is a public commitment once shipped, so ask rather than guess.",
          "is_bot": false,
          "headline": "refactor: graduate capabilities out of `experimental` (ACP excepted) …",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-11T02:31:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d13cdae9cb0d0b014a8ad9e95e113687067e951f",
          "body": "…e (#348)\n\n* docs: link shipped guardrails package from README (fix docs-parity CI)\n\n* test: use FunctionModel for OutputGuard retry test (survives pyai #6403 text-recovery removal)",
          "is_bot": false,
          "headline": "Fix docs-parity gate and OutputGuard retry test after guardrails merg…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-11T01:39:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ab8dd3d81ff12822183a4999ad45581e72635f4",
          "body": "* feat: add input and output guardrails\n\n* chore: use single backticks\n\n* fix: run InputGuard only on the first model request\n\n* fix: replace list[Any] with Sequence[ModelMessage]\n\n* fix: pass raw output to OutputGuard, not str(result.output)\n\n* refactor: organize tests into TestCapabilityName class\n[…]\narately. Update the test\nfixtures to the new shape.\n\n---------\n\nCo-authored-by: Kacper Włodarczyk <kacperwlodarczyk@protonmail.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: input and output guardrails (block, redact, retry) (#249)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-10T19:21:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1229858a575641534cecc4f4757f78199d93d47d",
          "body": "* Announce harness releases on Twitter\n\nMirror pydantic-ai's post-release tweet so a PyPI publish also posts to\nthe shared @pydantic account, keeping release visibility consistent\nacross the workspace. Version is read from the tag ref since the\nrelease job emits no version output.\n\nRequires the TWIT\n[…]\necrets without a dedicated environment. Bind it\nto the release environment, matching the release job's convention for\nsecret-using jobs (the harness has no zizmor ignore config like\npydantic-ai does).",
          "is_bot": false,
          "headline": "Announce harness releases on Twitter (#341)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-09T14:45:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "545a703227e6f9199acd2083a65d0a789c5d885d",
          "body": "* feat(dynamic-workflow): orchestrate sub-agents from a model-written script\n\nTurn-by-turn sub-agent delegation makes every composition step (chain, vote,\nloop) a separate model turn and pushes each intermediate result back through the\norchestrator's context. DynamicWorkflow is Code Mode with sub-ag\n[…]\nude Code's session scale, not this specific API).\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: Adds Dynamic Workflows (#273)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-09T11:23:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "77c08faeb73a43da7563e91b09b8386520cf1771",
          "body": "…I (#342)\n\n* docs: reconcile README with shipped capabilities; enforce parity in CI\n\nThe README undersold the package: the \"capability matrix\" still listed\ncapabilities as unmerged PRs after they shipped as experimental/*, the\nversion floor was three minors stale, and the ecosystem example used an\nA\n[…]\nweep still missing after the\nshipped-row updates.\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": "docs: reconcile README with shipped capabilities; enforce parity in C…",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-09T09:50:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b4365440b55acd492b429583d89ec206dc8b12d1",
          "body": "…274)\n\n* feat: add ACP capability to serve agents to editors\n\nEditors and TUIs that speak the Agent Client Protocol (Zed and others)\ncan drive an external coding agent, but plugging a Pydantic AI agent\ninto one previously meant implementing the ACP server side by hand.\nrun_acp_stdio serves any Agent\n[…]\nr option.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "feat: serve a Pydantic AI agent to editors over ACP (experimental) (#…",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-07T18:06:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b5b93704c3d997bf1910528d964306118589738c",
          "body": "…ies (#326)\n\nA delegate that crashes with anything other than an expected soft\ndegradation (a provider ModelAPIError/FallbackExceptionGroup, a plain\nValueError from a bad tool argument) aborts the whole parent run. For an\norchestrator fanning out to flaky delegates that is too fragile: one\ncrash kil\n[…]\ness. Orthogonal to on_failure (which only sets the message for\nexpected soft degradations). Cancellation, a shared UsageLimitExceeded,\npydantic-ai control-flow signals, and UserError always propagate.",
          "is_bot": false,
          "headline": "feat(subagents): contain unexpected sub-agent crashes as bounded retr…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-06T22:13:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "069d1ffacff4edc533a2c7e0d84e16858caeb633",
          "body": "* feat(subagents): configurable delegate-tool retries\n\nA sub-agent that errors (e.g. exhausts its own output retries) surfaces as a\nToolRetryError on the parent's delegate_task tool, which defaults to retries=1 --\nso one flaky sub-agent run crashes the whole parent run with no chance to\nre-delegate.\n[…]\ngent does not abort the parent run on its first repeat. The retry\ncounter resets after any successful delegation, so this bounds\nconsecutive failures. `None` still inherits the parent agent's default.",
          "is_bot": false,
          "headline": "feat(subagents): configurable delegate-tool retries (#324)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-04T04:50:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3c5ec34f9e603f041a52f608eca7ed916b355d5b",
          "body": "Resolves Dependabot alert GHSA-rpj2-4hq8-938g: vcrpy < 8.2.1 loads\ncassette files with PyYAML's unsafe loader, allowing arbitrary code\nexecution on cassette load (e.g. in CI). 8.2.1 switches to SafeLoader.",
          "is_bot": false,
          "headline": "Bump vcrpy to 8.2.1 to fix YAML deserialization RCE (#300)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-01T12:20:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6eb91dfe86b106d0348254900f0cebb7b4a312a7",
          "body": null,
          "is_bot": false,
          "headline": "Bump pydantic-ai floor to 2.1 (#303)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-30T18:32:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51ba5693bf5db9278aaf5dc2b277d2c0c5c538ef",
          "body": "…orts and…\" (#317)\n\nThis reverts commit 3f4cbd0a66a0b17c9e4ff75154fddf49986ff9a6.",
          "is_bot": false,
          "headline": "Revert \"fix(code_mode): tighten `run_code` prompt against phantom imp…",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-30T17:06:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "326c3d648d491c89986789be4418569da4c65cc4",
          "body": "* Emit compaction telemetry for observability\n\nCompaction silently rewrites a run's message history, so an operator could\nnot see when or how much it reclaimed. Each compacting strategy now emits a\n`compact_messages` span (with before/after message and token counts) when it\nactually runs, so compact\n[…]\nctually changed, so the flag is only ever true. The\n`compaction.*` attributes have no convention equivalent and stay harness-specific.\n\n---------\n\nCo-authored-by: Aditya Vardhan <adtyavrdhn@gmail.com>",
          "is_bot": false,
          "headline": "Emit a span when compaction happens (#312)",
          "author_name": "Marcelo Trylesinski",
          "author_login": "Kludex",
          "committed_at": "2026-06-30T12:33:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4e21f7bcbff0440a7b224aee19409fdd6647ce63",
          "body": "Keep tests pinned to each capability's public surface so they keep\npassing across internal refactors of the `_`-prefixed modules, and\npoint genuinely unreachable branches at `# pragma: no cover` instead\nof reaching into private helpers.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(agents): discourage private-helper imports in tests (#316)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-30T11:38:21Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f460861435869dcd186ce7d0d355783bb0b7dea9",
          "body": "…oad, docs, authoring (#304)\n\nRepoContext (instruction autoload + asset inventory), SubAgents disk-load, PyaiDocs (on-demand pyai docs), RuntimeAuthoring (runtime capability authoring). Reviewed + hardened; validated under pydantic-ai 1.107 and 2.0.0.",
          "is_bot": false,
          "headline": "Add experimental CE-discovery capabilities: context, subagents disk-l…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-25T02:48:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0418280d1e984f2db56b022def18b4884f075945",
          "body": "pydantic-ai 2.0.0 reworked Instrumentation: the agent run span was\nrenamed from `agent run` to `invoke_agent agent`, the tool span from\n`running tool` to `execute_tool noop`, and several span attribute keys\nwere renamed. The `test on latest pydantic-ai` CI job (newest pyai =\n2.0.0) failed on the two\n[…]\nst_baggage_propagates_to_run_and_child_spans`: skipif on 2.0.0\n  since its full span-tree snapshot needs a separate 2.0.0 refresh.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(logfire): tolerate pydantic-ai 2.0.0 agent-span rename (#305)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-24T22:42:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bb6da9948db7689cbb862a91cbb7cb66ccfa8077",
          "body": "* Keep framework tools native in CodeMode\n\n* test(code_mode): cover load_capability bootstrap through Agent\n\nThe existing unit test exercises the native/sandbox split via a static\ntoolset. Add an Agent-level test for the actual issue #276 scenario: a\ndeferred capability plus CodeMode(tools='all'), a\n[…]\nden, so its body never runs.\nMark it `# pragma: no cover` to satisfy the 100% coverage gate, matching the\nsibling deferred-tool tests.\n\n---------\n\nCo-authored-by: Aditya Vardhan <adtyavrdhn@gmail.com>",
          "is_bot": false,
          "headline": "Keep framework tools native in CodeMode (#296)",
          "author_name": "King Star",
          "author_login": "jstar0",
          "committed_at": "2026-06-23T12:44:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6232e0762ba2f34db4ebc93f8b9a90dfe6279808",
          "body": "* feat(subagents): replace name-keyed mappings with a SubAgent list\n\nReferencing sub-agents by dict keys across `agents`, `descriptions`, and\n`limits` meant the same name was repeated in several places and a typo in one\nmapping silently desynced from the others. A single `SubAgent` entry now pairs\na\n[…]\n _by_name source.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: Aditya Vardhan <adtyavrdhn@gmail.com>",
          "is_bot": false,
          "headline": "feat(subagents): replace name-keyed mappings with a SubAgent list (#298)",
          "author_name": "Marcelo Trylesinski",
          "author_login": "Kludex",
          "committed_at": "2026-06-23T12:05:38Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "50638595fd9b23368d6552109daeca5518b88a59",
          "body": "Links the marketing pages for Pydantic AI, Pydantic Logfire, and\nLogfire AI Gateway so readers can discover the rest of the stack\nin one place. UTM params attribute traffic back to this repo.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add \"Part of the Pydantic Stack\" footer to README (#297)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-20T19:39:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3f4cbd0a66a0b17c9e4ff75154fddf49986ff9a6",
          "body": "… bad inputs (#295)\n\n* fix(code_mode): tighten run_code prompt against phantom imports and bad inputs\n\nCodeMode agents repeatedly waste run_code turns on avoidable mistakes -- importing\nunavailable modules (textwrap) or a phantom `functions`/`sandbox_tools` module,\npasting oversized one-line literal\n[…]\no are mutually exclusive (UserError on both set).\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": "fix(code_mode): tighten `run_code` prompt against phantom imports and…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-19T19:06:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1b709d8e302293fb0329e2facd68cbe301e91e47",
          "body": "… of raising (#293)\n\n* fix(overflow): read_tool_result returns on a missing handle instead of raising\n\nA wrong handle (e.g. a model passing a tool-call id) or a result no longer in the\nstore made `read_tool_result` raise `ModelRetry`, which consumes a tool retry and,\nonce the budget is spent, escala\n[…]\nrned message.\n\nAddresses review feedback on #293.\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": "fix(overflow): `read_tool_result` returns on a missing handle instead…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-18T16:03:21Z",
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          "is_coding_agent": true
        },
        {
          "oid": "e6dfd4c3037d133b9918ad7c1b31eb4a68e6ce2f",
          "body": "…2 compatible (#291)\n\n* ci: add non-blocking pydantic-ai v2 beta test job\n\nThe harness targets the pydantic-ai v1 line, but the `>=1.105.0` floor also\nadmits v2 prereleases once prerelease resolution is enabled. Nothing in CI\nexercised that path, so v2-breaking changes were invisible until release.\n\n[…]\nt) <noreply@anthropic.com>\n\n* test: keep managed prompt v2 signal\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "ci: add pydantic-ai v2 beta early-warning job and make code_mode v1/v…",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-17T08:48:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "caf50108fecbdd21381baa588681e62bf756b8d7",
          "body": null,
          "is_bot": false,
          "headline": "Explain code mode metadata selection (#292)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-16T23:49:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24fd30e70c0e12c4d4b4507b1643141830ba6cbf",
          "body": "…iew guidance (#288)\n\n* docs: add stale-PR re-eval, experimental-export, and consumer-lens guidance\n\nAdopting a months-old PR (#243) surfaced three gaps in the AICA review/authoring\nguides:\n\n- no discipline for re-evaluating a stale or pre-merge PR (retire temporary\n  uv.sources pins once upstream l\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: stale-PR re-eval, experimental-export, and background-coder rev…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-15T22:15:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2924277b17adb5bef22ecd0181b79ebabbb31941",
          "body": "…(#243)\n\n* feat(code_mode): add CodeModeDynamicCatalog for cache-stable tool disclosure\n\nMoves CodeMode's per-tool signature catalog out of `run_code.description`\n(which lives in the prompt-cache-keyed tool-definitions block) and into\nagent instructions as a dynamic `InstructionPart`, then announces\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add CodeMode `dynamic_catalog` flag for cache-stable tool disclosure …",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-06-15T21:42:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9821aab0d5265a4e6fabc86c1b04ecf4b0eedcb2",
          "body": "…(#286)\n\nA single runaway model response (degenerate whitespace) or giant tool-call\npayload can produce one part large enough to blow the next request past the\nprovider context cap. No existing strategy can reach it: SlidingWindow drops\nthe oldest messages, ClearToolResults only touches tool results\n[…]\nscope. Composes as the first zero-LLM tier of TieredCompaction.\n\nCloses #285\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(compaction): add ClampOversizedMessages for runaway generations …",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-15T20:34:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3ac6034f7e04cf15c3bb93cb470c0ff79471eb38",
          "body": "…ol returns (#290)\n\n* feat(experimental): OverflowingToolOutput capability for oversized tool returns\n\nAn oversized tool return persists in history and is re-sent on every later\nmodel request, paying its token cost for the rest of the run. This capability\nintercepts a return in `after_tool_execute`,\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(experimental): OverflowingToolOutput capability for oversized to…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-15T18:11:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c56a4b42f8a7b59f5fef211632c8880f30555244",
          "body": "* feat(code_mode): expose host-backed OS access to the sandbox\n\nSandboxed `run_code` had no way to reach the filesystem, environment, or\nwall clock: Monty supports it through an OS callback / `AbstractOS` and\ndirectory mounts, but `CodeMode` never threaded `os`/`mount` into\n`feed_start` or the snaps\n[…]\nf the public API.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "Add host-backed OS and filesystem access to CodeMode sandbox (#262)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-15T16:32:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "05ae737182a1dce0c625a44f7bd5a86d6fa54b18",
          "body": "* bumping pydantic ai\n\n* Fix breakage from pydantic-ai 1.107: capability toolsets no longer cross runs\n\nAll three failures came from pydantic-ai #5230 (on-demand capabilities):\n\n- SubAgents inherit_tools transplanted capability-contributed toolsets into\n  sub-agent runs where the owning capability i\n[…]\n below the new SubAgentLimits dataclass;\nmoved it back into the import block.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "bumping pydantic ai (#280)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-12T11:25:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e34c30ae54fb61a535905849624aeb46c43e9f92",
          "body": "…e (#284)\n\n* feat(shell): control subprocess environment to stop secret inheritance\n\nShell spawned every command with the inherited parent environment, so an\nagent running model-written commands in a sandbox could read the host's\nLLM API keys and tokens. This blocked replacing Pydanty's hand-rolled\n\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(shell): control subprocess environment to stop secret inheritanc…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-12T03:51:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "34dcbf83529eb928fe5d68fb2d73f2a965b18941",
          "body": "…ll budget, soft-failure) (#283)\n\n* feat(subagents): per-delegate run controls via SubAgentLimits\n\nDelegations through SubAgents ran with no per-child budgets, so an\norchestrator that needs one child capped at N requests, another bounded by\na wall-clock deadline, or a per-run delegation cap had to k\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(subagents): per-delegate run controls (usage limits, timeout, ca…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-12T03:50:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6f2aa1143888b172f0e4d841ffa1bb71e9c5533b",
          "body": "…egates (#251)\n\n* Add StepPersistence capability for step-event durability across delegates\n\nSupersedes PR #176 (SessionPersistence): orchestrators like pydanty need\nvisible event trails for delegate runs that may time out before a\n\"save full session after the run\" hook can fire, and need to continu\n[…]\ne is now em-dash-free.\n\nDocs only; 100% branch coverage retained.\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "Add `StepPersistence` capability for step-event durability across del…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-11T04:55:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d347d08e3c6335111638ca40648162ab73e41aa9",
          "body": "…nts (#267)\n\nSubAgents exposes a single delegate_task(agent_name, task) tool that runs\na named child agent in a fresh, isolated run, with the available agents\nlisted in the system prompt as a cache-stable instruction.\n\n- deps are forwarded to every sub-agent; usage is shared by default\n  (forward_us\n[…]\nto the caller\n- soft sub-agent failures (ModelRetry / UnexpectedModelBehavior) convert\n  into a parent ModelRetry it can react to; hard limits propagate\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(subagents): add SubAgents capability for delegating to child age…",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-09T16:12:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ae371bbdaffb21289c5ca77c315938d274bcf372",
          "body": "Add a Writing style section to AGENTS.md so docs, comments, and PR text\nread as human-written: no em-dashes (use `--`), no marketing superlatives\nor editorializing adjectives, sparing bold, no decorative Unicode.\n\nBring the tree into compliance by converting every em-dash to `--` across\n16 files. Al\n[…]\ne character. The one literal em-dash left is in\nAGENTS.md, where it names the banned character.\n\nhttps://claude.ai/code/session_01LQ9NTr8q95A99UnVcq6Nzf\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: ban em-dashes and codify writing style (#270)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-09T16:08:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3d3247110c687998dcf29c5cb08096ffe77ca202",
          "body": "…s (#266)\n\nPlanning gives the model a single write_plan(items) tool that owns the plan\nvia whole-plan replacement (no fragile indices). The current plan is surfaced\nback as an ephemeral reminder appended to the request tail in\nwrap_model_request, behind a CachePoint:\n\n- the reminder reaches the mode\n[…]\n the\n  small reminder falls outside the cache\n\nStatic usage guidance goes in the system prompt (cache-stable); the mutable\nplan is never injected there.\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(planning): add Planning capability with cache-safe plan reminder…",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-09T16:05:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "442e9ff493118f60c337e67d2729f00eaf0585b9",
          "body": "…al (#191)\n\nCompaction capabilities (SlidingWindow, ClearToolResults, DeduplicateFileReads, SummarizingCompaction, TieredCompaction, LimitWarner) shipped as experimental, with a HarnessExperimentalWarning + single category-wide silence filter. 100% coverage; ruff + pyright strict.",
          "is_bot": false,
          "headline": "Add experimental compaction menu under pydantic_ai_harness.experiment…",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-06-05T00:00:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bee3f02ca736243ec0b75a61046b143337d4e3f7",
          "body": "* feat(logfire): add ManagedPrompt capability\n\nBack an agent's instructions with a Logfire-managed prompt, resolved once per\nrun inside wrap_run so the selected label/version are attached as baggage to\nevery child span. Lets prompts be iterated, versioned, and rolled out from the\nLogfire UI without \n[…]\nrs.noreply.github.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: Bill Easton <williamseaston@gmail.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "feat(logfire): add ManagedPrompt capability (#257)",
          "author_name": "David Montague",
          "author_login": "dmontagu",
          "committed_at": "2026-06-02T03:19:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e1654ccfe24a6f22b437a52b401ace3867bf1551",
          "body": "* feat: add FileSystem and Shell capabilities with exhaustive testing\n\n- FileSystemToolset: 8 tools (read, write, edit, list, search, find, mkdir, info)\n  with path-traversal prevention, allow/deny patterns, optimistic concurrency\n- ShellToolset: 1 tool (run_command) with command validation, timeout handling,\n  and async subprocess execution via anyio\n\n---\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: David Sanchez <64162682+dsfaccini@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: add FileSystem and Shell capabilities (#260)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-02T01:47:07Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ad1a2014ef831d652d0c2151a6dac01d1c336c9a",
          "body": "  Add a harness agent skill\n\n  Documents Code Mode for Pydantic AI, following the agentskills.io spec and matching the existing building-pydantic-ai-agents skill.\n\n  - Skill directory matches the name field (spec requirement)\n  - Deps aligned with pyproject.toml: pydantic-ai-slim>=1.95.1 plus the co\n[…]\nso CodeMode wraps the tools\n  - Documents the Monty timing-primitive restriction; adds a Code Mode API section\n  - Examples linted via pytest-examples (model-free ones executed) so they can't go stale",
          "is_bot": false,
          "headline": "add SKILL for harness, including a reference to code mode (#228)",
          "author_name": "gordonblackadder",
          "author_login": "gblackadder",
          "committed_at": "2026-06-01T06:56:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d4be271de99b3b7350ca8573eebb4e8731ccda76",
          "body": "…esting (…\" (#259)\n\nThis reverts commit 7fd372d9fd90ffd695a8272cabba722d08f78eba.",
          "is_bot": false,
          "headline": "Revert \"feat: add FileSystem and Shell capabilities with exhaustive t…",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-05-27T01:01:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fd372d9fd90ffd695a8272cabba722d08f78eba",
          "body": "…#258)\n\n- FileSystemToolset: 8 tools (read, write, edit, list, search, find, mkdir, info)\n  with path-traversal prevention, allow/deny patterns, optimistic concurrency\n- ShellToolset: 1 tool (run_command) with command validation, timeout handling,\n  and async subprocess execution via anyio\n- 152 tes\n[…]\n (89.7%), 60 equivalent mutants documented\n- All survivors proven equivalent (trampoline defaults, encoding case-insensitivity,\n  unreachable except blocks, dead branches, name=None fallback behavior)",
          "is_bot": false,
          "headline": "feat: add FileSystem and Shell capabilities with exhaustive testing (…",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-05-27T00:56:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc444299782e43fc0fd6406979f61bb9dcc3fdca",
          "body": "It is per-developer local config (already listed in .gitignore), so it should\nnot be committed. Untracked here while keeping the local file on disk.",
          "is_bot": false,
          "headline": "chore: stop tracking .agents/settings.local.json (#256)",
          "author_name": "David Montague",
          "author_login": "dmontagu",
          "committed_at": "2026-05-26T08:52:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d85b6b20312282e7d86c9629db7b9e899632a77e",
          "body": null,
          "is_bot": false,
          "headline": "Guide agents building harness capabilities (#247)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-05-20T23:01:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11189a59511ea34f183c246ceb112c04bc31860a",
          "body": "The hardcoded team-member allowlist auto-closed legitimate PRs from\ncontributors not in the list (e.g. #244), which was too aggressive.",
          "is_bot": false,
          "headline": "ci: remove guard-dependencies workflow (#245)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-05-18T14:33:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "503ee7d0890b56de071034acc4e748562f6cfbbf",
          "body": "Matches the actual floor set in #241. Same pattern as #237.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: bump README's pydantic-ai-slim floor to >=1.95.1 (#242)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-13T19:20:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cda9f873f5647845c956c982df92a6ccf4033bac",
          "body": "pydantic-ai 1.95.1 is on PyPI with the eager-import fix from pydantic/pydantic-ai#5422\n(`current_otel_traceparent` no longer trips Temporal's workflow sandbox).\nRemove the temporary `[tool.uv.sources]` git pin and bump the floor.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "deps: bump pydantic-ai-slim>=1.95.1, drop temporary git pin (#241)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-13T19:06:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "59e65b7a1233f378dc49f41dfa391aedf64c0279",
          "body": "* fix(code_mode): honor Tool Search's deferred-loading contract\n\nCodeMode flattened `defer_loading=True` tools into `run_code`'s description\nregardless of discovery state — defeating progressive disclosure, and on\nproviders with native tool search also double-listing the same tool on the\nwire (top-l\n[…]\n the floor in a follow-up once the release lands.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(code_mode): honor Tool Search's deferred-loading contract (#240)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-13T18:00:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "518ae87f90a97106cfd3e6933fafd85f813cb22e",
          "body": null,
          "is_bot": false,
          "headline": "Allow fresh PydanticAI package installs (#238)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-05-12T17:12:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "986830abf28573c59563a9c92140a1baa46dd6e2",
          "body": null,
          "is_bot": false,
          "headline": "docs: bump README's pydantic-ai-slim floor to >=1.89.1 (#237)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-09T00:13:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf692aff32162334beaf49bc3c6e73ff69d657e0",
          "body": "* Rework README hero example and add full ecosystem agent showcase\n\nThe previous hero example used GitHub's MCP server, which requires\nauthentication and ships tools without `outputSchema` -- triggering\nCodeMode warnings and producing weakly-typed sandbox stubs. Replaced\nwith the open-source Hacker \n[…]\no `tests/` top level. It's an\n  end-to-end check on the README's flagship example -- it composes\n  `CodeMode` + `MCP` + `WebSearch` -- so it doesn't belong in any\n  single capability's test directory.",
          "is_bot": false,
          "headline": "Rework README hero example and add ecosystem agent showcase (#226)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-09T00:05:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e56c60313a54eac7e9f7f0a0e80620d4cc0431c3",
          "body": "…e` description (#236)\n\n`asyncio.sleep`, `datetime.datetime.now()`, `datetime.date.today()`,\nand the `time` module are gated by the sandbox (timing primitives\nare restricted to avoid timing-based side channels). Without this\nhint in the `run_code` description, models occasionally generate\nsandbox-rejected code patterns -- `asyncio.sleep` between tool\ncalls (cargo-culted \"polite rate-limiting\") and `datetime.now()`\nfor recency filters.",
          "is_bot": false,
          "headline": "Document monty's missing wall-clock and timing primitives in `run_cod…",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
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