cavemem

Bash input={"command":"git push origin release/staging"} output={"stdout":"remote: \nremote: Create pull request for release/staging: \nremote: https://bitbucket.org/finaccelteam/osprey/pull-requests/new?source=release/staging&t=1 \nremote: \nTo https://bitbucket.org/finaccelteam/osprey.git\n 7f68a21..637a32e release/staging -> release/staging","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"gitOperation":{"push":{"branch":"release/staging"}}}

Bash input={"command":"git checkout release/staging && git merge --no-ff improve/token-budget-review-gate -m \"Merge improve/token-budget-review-gate: token-budget PR-review gate\n\nCo-Authored-By: Beehive Agent by Data Team using model claude-sonnet-5\""} output={"stdout":"Switched to branch 'release/staging'\nYour branch is up to date with 'origin/release/staging'.\nMerge made by 'ort' strategy.\n application/models/review_event.py | 8 +\n application/services/review_service.py | 235 ++++++++++++--\n application/utils/diff_classify.py | 122 ++++++++\n application/utils/diff_split.py | 65 ++++\n application/utils/diff_tokens.py | 79 +++++\n.../token-budget-review-g…

Bash input={"command":"git fetch origin 2>&1\necho \"--- local release/staging vs origin ---\"\ngit rev-parse release/staging origin/release/staging\necho \"--- current branch ---\"\ngit branch --show-current\necho \"--- status ---\"\ngit status"} output={"stdout":"--- local release/staging vs origin ---\n7f68a2156d7e7a57f048401124a84ce9daa8aacd\n7f68a2156d7e7a57f048401124a84ce9daa8aacd\n--- current branch ---\nimprove/token-budget-review-gate\n--- status ---\nOn branch improve/token-budget-review-gate\nnothing to commit, working tree clean","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"git commit -m \"$(cat <<'EOF'\nReplace  file-count PR-review gate with token-budget-driven flow\n\nThe old gate rejected any PR touching more than REVIEW_SKIP_MAX_FILES files,\nregardless of what those files contained — 3-file PR with huge\nregenerated changelog could still blow model's context, while 45-file\nPR of small fixes was rejected for no real reason. Classifies each changed\nfile (generated/trivial/needs-review) via path/marker/whitespace rules, then… output={"stdout":"[improve/token-budget-review-gate 99839ae] Replace file-count PR-review gate with token-budget-driven flow\n 14 files changed, 1609 insertions(+), 19 deletions(-)\n create mode 100644 application/utils/diff_classify.py\n create mode 100644 application/utils/diff_split.py\n create mode 100644 application/utils/diff_tokens.py\n create mode 100644 documentation/improver/token-budget-review-gate-assessment.md\n create mode 100644 documentation/improver/token-budget-review-gate-implementation-log.md\n create mode 100644 documentation…

Bash input={"command":"git add application/models/review_event.py application/services/review_service.py pyproject.toml uv.lock \\\n tests/test_review_service.py application/utils/diff_classify.py application/utils/diff_split.py application/utils/diff_tokens.py \\\n documentation/improver/token-budget-review-gate-assessment.md documentation/improver/token-budget-review-gate-implementation-log.md \\\n documentation/improver/token-budget-review-gate-improvement-plan.md \\\n tests/test_diff_classify.py tests/test_diff_split.py tests/test_diff_tokens.py\ngit status"} output={"stdout":"On branch improve/token-budget-review-gate\nChanges to be committed:\n (use \"git restore --staged <file>...\" to unstage)\n\tmodified: application/models/review_event.py\n\tmodified: application/services/review_service.py\n\tnew file: application/utils/diff_classify.py\n\tnew file: application/utils/diff_split.py\n\tnew file: application/utils/diff_tokens.py\n\tnew file: documentation/improver/token-budget-review-gate-assessment.md\n\tnew file: documentation/improver/token-budget-review-gate-implementation-log.md\n\tnew file:…

Bash input={"command":"git status"} output={"stdout":"On branch improve/token-budget-review-gate\nChanges not staged for commit:\n (use \"git add <file>...\" to update what will be committed)\n (use \"git restore <file>...\" to discard changes in working directory)\n\tmodified: application/models/review_event.py\n\tmodified: application/services/review_service.py\n\tmodified: pyproject.toml\n\tmodified: tests/test_review_service.py\n\tmodified: uv.lock\n\nUntracked files:\n (use \"git add <file>...\" to include in what will be committed)\n\…

AskUserQuestion input={"answers":{"Implementation done and verified (80/80 new/updated tests pass; full-suite regression check shows same 71 pre-existing failures byte-identical before and after this change, zero new ones). Commit these changes locally now, or leave them uncommitted so you can review first?":"Commit now (recommended)"},"questions":[{"header":"Commit","multiSelect":false,"options":[{"description":"Stage only files this run touched (code, tests, documentation/improver/**) and create one local commit on … output={"questions":[{"header":"Commit","multiSelect":false,"options":[{"description":"Stage only files this run touched (code, tests, documentation/improver/**) and create one local commit on improve/token-budget-review-gate. Nothing is pushed.","label":"Commit now (recommended)"},{"description":"Don't commit anything — you review working tree yourself first.","label":"Leave uncommitted for review"}],"question":"Implementation done and verified (80/80 new/updated tests pass; full-suite regression check…

Write input={"file_path":"/home/etc/claude-code/work/osprey/docs/improver/token-budget-review-gate-implementation-log.md","content":"# Implementation Log — Replace file-count gate with token-budget-driven flow\n\nBranch: `improve/token-budget-review-gate` (new, skill-proposed, created off `release/staging`).\n\n## Steps\n\n1. `uv add tiktoken` — `pyproject.toml`/`uv.lock` updated (tiktoken 0.14.0 + transitive dependencies).\n2. `app/utils/diff_split.py` (new) — `split_diff_by_file`. Verified by hand against … output={"type":"create","filePath":"/home/etc/claude-code/work/osprey/docs/improver/token-budget-review-gate-implementation-log.md","content":"# Implementation Log — Replace file-count gate with token-budget-driven flow\n\nBranch: `improve/token-budget-review-gate` (new, skill-proposed, created off `release/staging`).\n\n## Steps\n\n1. `uv add tiktoken` — `pyproject.toml`/`uv.lock` updated (tiktoken 0.14.0 + transitive dependencies).\n2. `app/utils/diff_split.py` (new) — `split_diff_by_file`. Verified by…

Bash input={"command":"grep -n \"beehive:improver-skill-auto-invoke\" CLAUDE.md"} output={"stdout":"370:<!-- beehive:improver-skill-auto-invoke -->","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"uv run pytest tests/test_diff_split.py tests/test_diff_tokens.py tests/test_diff_classify.py tests/test_review_service.py -q >/tmp/scoped2.txt 2>&1; echo \"EXIT=$?\"","timeout":120000} output={"stdout":"EXIT=0","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"uv run pytest tests/test_diff_split.py tests/test_diff_tokens.py tests/test_diff_classify.py tests/test_review_service.py -q > /tmp/scoped.txt 2>&1; wc -l /tmp/scoped.txt; sed -n '1,10p' /tmp/scoped.txt; echo...; sed -n '$p' /tmp/scoped.txt","timeout":120000} output={"stdout":"6 /tmp/scoped.txt\n/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Val…

Bash input={"command":"uv run pytest tests/test_diff_split.py tests/test_diff_tokens.py tests/test_diff_classify.py tests/test_review_service.py -q 2>&1 | tail -15","timeout":120000} output={"stdout":"/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Valid fixture loop sco…

Bash input={"command":"grep -rn \"pytest_collection_modifyitems\\|pytest_terminal_summary\\|pytest11\\|addopts\" pyproject.toml tests/conftest.py 2>/dev/null | head -20\nfind. -maxdepth 2 -iname \"conftest.py\" -o -iname \"pytest_plugin*\" 2>/dev/null"} output={"stdout":"pyproject.toml:29:addopts = \"-q\"\n./tests/conftest.py","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"uv run pytest tests/test_diff_split.py tests/test_diff_tokens.py tests/test_diff_classify.py tests/test_review_service.py -v 2>&1 | grep -E \"PASSED|FAILED|ERROR\" | wc -l\nuv run pytest tests/test_diff_split.py tests/test_diff_tokens.py tests/test_diff_classify.py tests/test_review_service.py -v 2>&1 | grep -cE \"PASSED\"\nuv run pytest tests/test_diff_split.py tests/test_diff_tokens.py tests/test_diff_classify.py tests/test_review_service.py -v 2>&1 | grep -cE \"FAILED|ERROR\"","ti… output={"stdout":"0\n0\n0","stderr":"","interrupted":false,"isImage":false,"returnCodeInterpretation":"No matches found","noOutputExpected":false}

Bash input={"command":"uv run pytest --collect-only -q 2>&1 | grep -v \"::\" | tail -5; echo \"---\"; uv run pytest --co -q 2>&1 | grep \"^tests\" | wc -l","timeout":120000} output={"stdout":"tests/test_webhook_secret.py: 23\ntests/test_webhook_secret_rotation.py: 29\ntests/test_webhook_service.py: 20\ntests/test_worker.py: 8\n\n---\n87","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"uv run pytest --collect-only -q 2>&1 | tail -3","timeout":120000} output={"stdout":"tests/test_webhook_service.py: 20\ntests/test_worker.py: 8","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"uv run pytest -q --no-header > /tmp/run2.txt 2>&1; echo \"exit=$?\"; tail -20 /tmp/run2.txt","timeout":300000} output={"stdout":"exit=1\nERROR tests/test_jira_context.py::test_an_adf_description_is_dropped_and_the_rest_survives\nERROR tests/test_jira_context.py::test_an_unconfigured_client_makes_no_request\nERROR tests/test_jira_context.py::test_a_bare_token_is_sent_as_bearer - Attri...\nERROR tests/test_jira_context.py::test_an_email_token_pair_is_sent_as_basic\nERROR tests/test_jira_context.py::test_the_lookup_is_off_until_it_is_turned_on\nERROR tests/test_jira_context.py::test_a_pull_request_with_no_allowlis…

Bash input={"command":"uv run pytest -q --no-header 2>&1 | grep -E \"^[0-9]+ (passed|failed)|passed,|failed,\" ","timeout":300000} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"returnCodeInterpretation":"No matches found","noOutputExpected":false}

Bash input={"command":"grep -n \"====\" /tmp/after_full.txt | tail -5"} output={"stdout":"25:==================================== ERRORS ====================================\n1650:=================================== FAILURES ===================================\n1929:=============================== warnings summary ===============================\n1935:=========================== short test summary info ============================","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"wc -l /tmp/after_full.txt; sed -n '$p' /tmp/after_full.txt"} output={"stdout":"2006 /tmp/after_full.txt\nERROR tests/test_jira_context.py::test_the_preview_does_not_invent_a_ticket","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"tail -3 /tmp/after_full.txt; echo \"---\"; grep \"short test summary\" -A2 /tmp/after_full.txt | head -5; echo \"---count line---\"; grep -oE \"[0-9]+ (passed|failed|error)\" /tmp/after_full.txt"} output={"stdout":"ERROR tests/test_jira_context.py::test_braces_in_ticket_text_are_inert - Attr...\nERROR tests/test_jira_context.py::test_the_transparency_page_documents_the_block\nERROR tests/test_jira_context.py::test_the_preview_does_not_invent_a_ticket\n---\n=========================== short test summary info ============================\nFAILED tests/test_branding.py::test_rebrand_also_covers_the_infrastructure_identifiers\nFAILED tests/test_claude_auth.py::test_codex_engine_without_an_api_key_is…

Bash input={"command":"grep -E \"passed|failed|errors|error\" /tmp/after_full.txt | tail -5"} output={"stdout":"___ ERROR at setup of test_a_failed_fetch_leaves_the_review_without_context ____\nERROR tests/test_jira_context.py::test_a_failed_fetch_leaves_the_review_without_context","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"tail -20 /tmp/after_full.txt | grep -E \"passed|failed|error\""} output={"stdout":"ERROR tests/test_jira_context.py::test_a_failed_fetch_leaves_the_review_without_context","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"uv run pytest -q 2>&1 | tee /tmp/after_full.txt | tail -5; echo \"---SUMMARY---\"; grep -E \"^(FAILED|ERROR)\" /tmp/after_full.txt | sort > /tmp/after_failures.txt; wc -l /tmp/after_failures.txt; echo \"---DIFF (baseline vs after)---\"; diff /tmp/baseline_failures.txt /tmp/after_failures.txt","timeout":300000} output={"stdout":"ERROR tests/test_jira_context.py::test_the_ticket_lands_between_the_author_context_and_the_graph\nERROR tests/test_jira_context.py::test_the_ticket_is_quoted_as_untrusted_and_never_as_repo_guidance\nERROR tests/test_jira_context.py::test_braces_in_ticket_text_are_inert - Attr...\nERROR tests/test_jira_context.py::test_the_transparency_page_documents_the_block\nERROR tests/test_jira_context.py::test_the_preview_does_not_invent_a_ticket\n---SUMMARY---\n71 /tmp/after_failures.txt\n---DIF…

Bash input={"command":"git stash pop"} output={"stdout":"On branch improve/token-budget-review-gate\nChanges not staged for commit:\n (use \"git add <file>...\" to update what will be committed)\n (use \"git restore <file>...\" to discard changes in working directory)\n\tmodified: application/models/review_event.py\n\tmodified: application/services/review_service.py\n\tmodified: pyproject.toml\n\tmodified: tests/test_review_service.py\n\tmodified: uv.lock\n\nUntracked files:\n (use \"git add <file>...\" to include in what will be committed)\n\…

Bash input={"command":"uv run pytest -q 2>&1 | tee /tmp/baseline_full.txt | tail -5; echo \"---SUMMARY---\"; grep -E \"^(FAILED|ERROR)\" /tmp/baseline_full.txt | sort > /tmp/baseline_failures.txt; wc -l /tmp/baseline_failures.txt","timeout":300000} output={"stdout":"ERROR tests/test_jira_context.py::test_the_ticket_lands_between_the_author_context_and_the_graph\nERROR tests/test_jira_context.py::test_the_ticket_is_quoted_as_untrusted_and_never_as_repo_guidance\nERROR tests/test_jira_context.py::test_braces_in_ticket_text_are_inert - Attr...\nERROR tests/test_jira_context.py::test_the_transparency_page_documents_the_block\nERROR tests/test_jira_context.py::test_the_preview_does_not_invent_a_ticket\n---SUMMARY---\n71 /tmp/baseline_failures.txt","st…

Bash input={"command":"git stash -u && uv run pytest -q 2>&1 | tail -60","timeout":300000} output={"stdout":"Saved working directory and index state WIP on improve/token-budget-review-gate: 7f68a21 Fix Analytics chart color collision and too-light ramp color\nFAILED tests/test_main_startup.py::test_seed_skipped_when_seed_on_start_disabled\nFAILED tests/test_repo_context.py::test_an_unreadable_conventions_file_degrades_to_no_context\nERROR tests/test_jira_context.py::test_a_ticket_in_the_title_is_found - Attri...\nERROR tests/test_jira_context.py::test_a_ticket_in_the_branch_is_found_when_t…

Bash input={"command":"uv run pytest -q 2>&1 | tail -100","timeout":300000} output={"stdout":" def test_an_unreadable_conventions_file_degrades_to_no_context(\n db_session, review, monkeypatch, tmp_path\n ):\n path = tmp_path / \"AGENTS.md\"\n path.write_text(CONVENTIONS)\n path.chmod(0o000)\n try:\n result = _service(db_session, monkeypatch).context_for(review, str(tmp_path))\n finally:\n path.chmod(0o644)\n \n> assert result == (None, None)\nE AssertionError: assert ('# Conventio..., 'AGENTS…

Bash input={"command":"uv run pytest tests/test_review_service.py -q 2>&1 | tail -100","timeout":120000} output={"stdout":"/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Valid fixture loop sco…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","old_string":" refreshed = ReviewEventRepository(db_session).get_by_event_id(\"evt-1\")\n assert refreshed.status == STATUS_SKIPPED_TOO_LARGE\n payload = _audit_payload(db_session, \"review_skipped_too_large\")\n assert payload[\"pr_comment_posted\"] is False\n\n\n# ---- \"no concern\" comment on clean review ----","new_string":" refreshed = ReviewEventRepository(db_session).get_by_event_id(\"evt-1\")\… output={"filePath":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","oldString":" refreshed = ReviewEventRepository(db_session).get_by_event_id(\"evt-1\")\n assert refreshed.status == STATUS_SKIPPED_TOO_LARGE\n payload = _audit_payload(db_session, \"review_skipped_too_large\")\n assert payload[\"pr_comment_posted\"] is False\n\n\n# ---- \"no concern\" comment on clean review ----","newString":" refreshed = ReviewEventRepository(db_session).get_by_event_id(\"evt-1\")\n …

Edit input={"file_path":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","old_string":"from application.models.review_event import (\n STATUS_COMPLETED,\n STATUS_FAILED,\n STATUS_PENDING,\n STATUS_SKIPPED_CONTEXT_TOO_LARGE,\n STATUS_SKIPPED_TOO_LARGE,\n)\nfrom application.repositories.credential_repository import CredentialRepository\nfrom application.repositories.review_event_repository import ReviewEventRepository\nfrom application.schemas import FindingInput, ReviewResult\nfrom application.security.crypto import… output={"filePath":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","oldString":"from application.models.review_event import (\n STATUS_COMPLETED,\n STATUS_FAILED,\n STATUS_PENDING,\n STATUS_SKIPPED_CONTEXT_TOO_LARGE,\n STATUS_SKIPPED_TOO_LARGE,\n)\nfrom application.repositories.credential_repository import CredentialRepository\nfrom application.repositories.review_event_repository import ReviewEventRepository\nfrom application.schemas import FindingInput, ReviewResult\nfrom application.security.crypto import e…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","old_string":" ) -> ReviewResult:\n self.graph_context = graph_context\n self.custom_instruction = custom_instruction\n self.pr_title = pr_title\n self.pr_description = pr_description\n self.jira_context = jira_context\n self.repo_context = repo_context\n self.repo_context_file = repo_context_file\n self.memory_context = memory_context\n return self.resu… output={"filePath":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","oldString":" ) -> ReviewResult:\n self.graph_context = graph_context\n self.custom_instruction = custom_instruction\n self.pr_title = pr_title\n self.pr_description = pr_description\n self.jira_context = jira_context\n self.repo_context = repo_context\n self.repo_context_file = repo_context_file\n self.memory_context = memory_context\n return self.result…

Bash input={"command":"grep -n \"class FindingInput\" - 20 application/schemas.py"} output={"stdout":"169:class FindingInput(BaseModel):\n170- \"\"\" finding produced by review engine, before persistence.\n171-\n172- Every field added for senior-review format defaults to None, so payload carrying none of\n173- them parses into exactly object engines produced before they existed. That is what makes\n174- change safe on both engines at once: neither client had to learn new shape.\n175- \"\"\"\n176-\n177- severity: str\n178- reason: str\n179-…

Bash input={"command":"wc -l tests/test_review_service.py; sed -n '330,345p' tests/test_review_service.py"} output={"stdout":"1524 tests/test_review_service.py\n service = ReviewService(db_session, bitbucket=bitbucket, engine=engine, blobs=fake_blobs)\n _override(monkeypatch, service, review_skip_max_files=50)\n service.process(\"evt-1\") # must not raise\n\n refreshed = ReviewEventRepository(db_session).get_by_event_id(\"evt-1\")\n assert refreshed.status == STATUS_SKIPPED_TOO_LARGE\n payload = _audit_payload(db_session, \"review_skipped_too_large\")\n assert payload[\"pr_comment_poste…

Bash input={"command":"uv run pytest tests/test_diff_split.py tests/test_diff_tokens.py tests/test_diff_classify.py -q 2>&1 | tail -60","timeout":120000} output={"stdout":"/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Valid fixture loop sco…

Write input={"file_path":"/home/etc/claude-code/work/osprey/tests/test_diff_classify.py","content":"from application.utils.diff_classify import (\n CATEGORY_GENERATED,\n CATEGORY_NEEDS_REVIEW,\n CATEGORY_TRIVIAL,\n _classify_file,\n classify_diff,\n)\n\n\ndef _file_diff(path: str, hunk: str) -> str:\n return f\"diff --git /{path} b/{path}\\n--- /{path}\\n+++ b/{path}\\n{hunk}\"\n\n\ndef test_a_lockfile_is_classified_generated_by_path():\n diff = _file_diff(\"uv.lock\", \"@@ -1,1 +1,2 @@\\n x … output={"type":"create","filePath":"/home/etc/claude-code/work/osprey/tests/test_diff_classify.py","content":"from application.utils.diff_classify import (\n CATEGORY_GENERATED,\n CATEGORY_NEEDS_REVIEW,\n CATEGORY_TRIVIAL,\n _classify_file,\n classify_diff,\n)\n\n\ndef _file_diff(path: str, hunk: str) -> str:\n return f\"diff --git /{path} b/{path}\\n--- /{path}\\n+++ b/{path}\\n{hunk}\"\n\n\ndef test_a_lockfile_is_classified_generated_by_path():\n diff = _file_diff(\"uv.lock\", \"@@ -1,…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/tests/test_diff_tokens.py","old_string":"def test_count_tokens_falls_back_to_a_heuristic_when_the_encoding_cannot_load(monkeypatch):\n \"\"\" tokenizer load failure (e.g. no network egress to fetch BPE file) must degrade to\n estimate, never raise and never fail review.\"\"\"\n monkeypatch.setattr(diff_tokens, \"_encoding\", None)\n monkeypatch.setattr(diff_tokens, \"_encoding_load_failed\", False)\n\n def _boom():\n … output={"filePath":"/home/etc/claude-code/work/osprey/tests/test_diff_tokens.py","oldString":"def test_count_tokens_falls_back_to_a_heuristic_when_the_encoding_cannot_load(monkeypatch):\n \"\"\" tokenizer load failure (e.g. no network egress to fetch BPE file) must degrade to\n estimate, never raise and never fail review.\"\"\"\n monkeypatch.setattr(diff_tokens, \"_encoding\", None)\n monkeypatch.setattr(diff_tokens, \"_encoding_load_failed\", False)\n\n def _boom():\n …

Write input={"file_path":"/home/etc/claude-code/work/osprey/tests/test_diff_tokens.py","content":"from application.utils import diff_tokens\n\n\ndef test_count_tokens_is_zero_for_empty_text():\n assert diff_tokens.count_tokens(\"\") == 0\n\n\ndef test_count_tokens_is_positive_for_non_empty_text():\n assert diff_tokens.count_tokens(\"hello world, this is diff\") > 0\n\n\ndef test_diff_fits_budget_true_under_the_threshold(monkeypatch):\n monkeypatch.setattr(diff_tokens, \"DIFF_TOKEN_BUDGET\", 100)\n fit… output={"type":"create","filePath":"/home/etc/claude-code/work/osprey/tests/test_diff_tokens.py","content":"from application.utils import diff_tokens\n\n\ndef test_count_tokens_is_zero_for_empty_text():\n assert diff_tokens.count_tokens(\"\") == 0\n\n\ndef test_count_tokens_is_positive_for_non_empty_text():\n assert diff_tokens.count_tokens(\"hello world, this is diff\") > 0\n\n\ndef test_diff_fits_budget_true_under_the_threshold(monkeypatch):\n monkeypatch.setattr(diff_tokens, \"DIFF_TOKEN_BUDGET\"…

Write input={"file_path":"/home/etc/claude-code/work/osprey/tests/test_diff_split.py","content":"from application.utils.diff_split import split_diff_by_file\n\n\ndef _diff(*files: tuple[str, str]) -> str:\n parts = []\n for path, added in files:\n parts.append(\n f\"diff --git /{path} b/{path}\\n\"\n f\"--- /{path}\\n+++ b/{path}\\n\"\n f\"@@ -1,1 +1,2 @@\\n x = 1\\n+{added}\\n\"\n )\n return \"\".join(parts)\n\n\ndef test_splits_a_multi_file_diff_into_its_o… output={"type":"create","filePath":"/home/etc/claude-code/work/osprey/tests/test_diff_split.py","content":"from application.utils.diff_split import split_diff_by_file\n\n\ndef _diff(*files: tuple[str, str]) -> str:\n parts = []\n for path, added in files:\n parts.append(\n f\"diff --git /{path} b/{path}\\n\"\n f\"--- /{path}\\n+++ b/{path}\\n\"\n f\"@@ -1,1 +1,2 @@\\n x = 1\\n+{added}\\n\"\n )\n return \"\".join(parts)\n\n\ndef test_splits_a_multi_file_…

Bash input={"command":"uv run pytest tests/test_review_service.py -q 2>&1 | tail -40","timeout":120000} output={"stdout":"/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Valid fixture loop sco…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":" review_url = f\"{self.settings.server_url}/review/{review.event_id}\"\n body = _skipped_token_budget_body(classification, diff_tokens, DIFF_TOKEN_BUDGET, review_url)\n pr_comment_posted = self._post_fail_soft(review, credential, body)\n self.pr_logs.finish_stage(posting_log)\n\n self.audit.record(\n actor=system_actor(),\n action=\"review_skipped… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":" review_url = f\"{self.settings.server_url}/review/{review.event_id}\"\n body = _skipped_token_budget_body(classification, diff_tokens, DIFF_TOKEN_BUDGET, review_url)\n pr_comment_posted = self._post_fail_soft(review, credential, body)\n self.pr_logs.finish_stage(posting_log)\n\n self.audit.record(\n actor=system_actor(),\n action=\"review_skipped_t…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":1055,"limit":45} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" def _skip_token_budget(\n self,\n review: ReviewEvent,\n credential: ResolvedCredential,\n classification: DiffClassification,\n diff_tokens: int,\n ) -> None:\n \"\"\" needs-review diff survives classification but still exceeds DIFF_TOKEN_BUDGET: no\n clone, no engine call, no findings — mirrors `_skip_too_large`'s shape with …

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":"from application.utils import diff_tokens\nfrom application.utils.diff_classify import DiffClassification, classify_diff\nfrom application.utils.diff_context import ExpansionResult, expand_diff_context\nfrom application.utils.diff_stats import changed_file_count\nfrom application.utils.diff_tokens import diff_fits_budget","new_string":"from application.utils import diff_tokens as diff_tokens_module\nfrom application.utils.diff_classify import DiffClassificat… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":"from application.utils import diff_tokens\nfrom application.utils.diff_classify import DiffClassification, classify_diff\nfrom application.utils.diff_context import ExpansionResult, expand_diff_context\nfrom application.utils.diff_stats import changed_file_count\nfrom application.utils.diff_tokens import diff_fits_budget","newString":"from application.utils import diff_tokens as diff_tokens_module\nfrom application.utils.diff_classify import DiffClassification…

Bash input={"command":"grep -n \"DIFF_TOKEN_BUDGET\" application/services/review_service.py"} output={"stdout":"1062: \"\"\" needs-review diff survives classification but still exceeds DIFF_TOKEN_BUDGET: no\n1072: body = _skipped_token_budget_body(classification, diff_tokens, DIFF_TOKEN_BUDGET, review_url)\n1083: \"diff_token_budget\": DIFF_TOKEN_BUDGET,\n1095: DIFF_TOKEN_BUDGET,","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":"from application.utils.diff_classify import DiffClassification, classify_diff\nfrom application.utils.diff_context import ExpansionResult, expand_diff_context\nfrom application.utils.diff_stats import changed_file_count\nfrom application.utils.diff_tokens import DIFF_TOKEN_BUDGET, diff_fits_budget","new_string":"from application.utils import diff_tokens\nfrom application.utils.diff_classify import DiffClassification, classify_diff\nfrom application.utils.dif… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":"from application.utils.diff_classify import DiffClassification, classify_diff\nfrom application.utils.diff_context import ExpansionResult, expand_diff_context\nfrom application.utils.diff_stats import changed_file_count\nfrom application.utils.diff_tokens import DIFF_TOKEN_BUDGET, diff_fits_budget","newString":"from application.utils import diff_tokens\nfrom application.utils.diff_classify import DiffClassification, classify_diff\nfrom application.utils.diff_c…

Read input={"file_path":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","offset":90,"limit":110} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","content":" self.jira_context = jira_context\n self.repo_context = repo_context\n self.repo_context_file = repo_context_file\n self.memory_context = memory_context\n return self.result\n\n\ndef _make_review(database):\n return ReviewEventRepository(database).create(\n event_id=\"evt-1\",\n workspace=\"finaccelteam\",\n repo_slug=\"theropods\",\n …

Bash input={"command":"sed -n '1,90p' tests/test_review_service.py"} output={"stdout":"\"\"\"ReviewService.process happy path + failure branch.\n\nUses stub review engine and fake Bitbucket/S3 clients — no network. Verifies findings\nare persisted, inline comment is posted, blobs are stored, status is completed, and audit\nrecords are written. Failure path: missing credential marks event failed and re-raises.\n\nAlso covers \"no concern\" PR-level comment posted when review is clean, and cases where\nit must stay silent (findings present, engine…

Bash input={"command":"uv run pytest tests/test_review_service.py -q 2>&1 | tail -80","timeout":180000} output={"stdout":"/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Valid fixture loop sco…

Bash input={"command":"grep -n \"def _graph_stage\\|def _expanded_diff\" - 8 application/services/review_service.py"} output={"stdout":"640: def _expanded_diff(\n641- self, review: ReviewEvent, diff_text: str, repo_dir: str | None\n642- ) -> ExpansionResult:\n643- \"\"\" diff ENGINE is shown: each hunk widened with code around it.\n644-\n645- fourth stage that cannot fail review. `expand_diff_context` already returns \n646- original diff for every internal problem, and this wrapper catches whatever is left,\n647- because pull request must never go unreview…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/schemas.py","offset":234,"limit":45} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/schemas.py","content":"class ReviewResult(BaseModel):\n \"\"\" full output of review-engine run.\n\n `strengths` is what reviewer found genuinely good about change; it is body of \n PR-level comment on clean review, and section of it on review with findings. It is now\n persisted to review_events.strengths as well, so review page can show it after run.\n\n `verdict` and `risk…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":" self.database.commit()\n logger.info(\n \"review %s skipped: %s files exceeds %s-file cap\",\n review.event_id,\n file_count,\n threshold,\n )\n\n # ---- model rejected prompt as too large for its context window ----\n def _handle_context_too_large(","new_string":" self.database.commit()\n logger.info(\n \"revie… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":" self.database.commit()\n logger.info(\n \"review %s skipped: %s files exceeds %s-file cap\",\n review.event_id,\n file_count,\n threshold,\n )\n\n # ---- model rejected prompt as too large for its context window ----\n def _handle_context_too_large(","newString":" self.database.commit()\n logger.info(\n \"review %…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/repositories/pull_request_process_log_repository.py","offset":1,"limit":55} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/repositories/pull_request_process_log_repository.py","content":"\"\"\"Persistence for pull_request_process_logs.\"\"\"\n\nfrom datetime import UTC, datetime\n\nfrom sqlalchemy import select\nfrom sqlalchemy.orm import Session\n\nfrom application.models.pull_request_process_log import PullRequestProcessLog\n\n\nclass PullRequestProcessLogRepository:\n def __init__(self, database: Session) -> None:\n self.database = database\n\n def start…

Bash input={"command":"grep -n \"def log_instant\\|def start_stage\\|def finish_stage\" application/repositories/pull_request_process_log_repository.py"} output={"stdout":"15: def start_stage(\n27: def finish_stage(\n34: def log_instant(","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"def _persist_result\" - 40 application/services/review_service.py | head -50"} output={"stdout":"758: def _persist_result(\n759- self, review: ReviewEvent, result: ReviewResult, impact: GraphImpact | None = None\n760- ) -> None:\n761- review.summary = result.summary\n762- # reviewer's overall call. Normalized here than trusted: engine that omitted\n763- # verdict gets neutral \"comment\" and one that omitted risk gets NULL, so neither\n764- # endorsement nor risk assessment is ever invented on reviewer's …

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":954,"limit":40} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" def _skip_too_large(\n self, review: ReviewEvent, credential: ResolvedCredential, file_count: int\n ) -> None:\n \"\"\" PR over REVIEW_SKIP_MAX_FILES: no clone, no engine call, no findings.\n\n Mirrors normal flow's shape (one posting-stage log, one status transition, one\n audit row) but with its own status (STATUS_SKIPPED_TOO_LARGE) and its own…

Bash input={"command":"grep -n \"def _skip_too_large\\|def _handle_context_too_large\" application/services/review_service.py"} output={"stdout":"954: def _skip_too_large(\n993: def _handle_context_too_large(","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":" \"diff_hunks_expanded\": expansion.expanded_hunks,\n \"diff_hunks_total\": expansion.total_hunks,\n },\n )","new_string":" \"diff_hunks_expanded\": expansion.expanded_hunks,\n \"diff_hunks_total\": expansion.total_hunks,\n # Rule-based classification counts — auditable equivalent… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":" \"diff_hunks_expanded\": expansion.expanded_hunks,\n \"diff_hunks_total\": expansion.total_hunks,\n },\n )","newString":" \"diff_hunks_expanded\": expansion.expanded_hunks,\n \"diff_hunks_total\": expansion.total_hunks,\n # Rule-based classification counts — auditable equivalent of…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":" posted = self._post_comments(review, credential, result)","new_string":" posted = self._post_comments(review, credential, result, classification)","replace_all":false} output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":" posted = self._post_comments(review, credential, result)","newString":" posted = self._post_comments(review, credential, result, classification)","originalFile":"\"\"\"Review orchestration — worker's unit of work for one review event.\n\nSequence: load event -> resolve+decrypt credential -> fetch diff (S3) -> [checkout repository: \nrepo's cached clone refreshed, else fresh clone…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":" # Token-cost guard: PR touching more files than REVIEW_SKIP_MAX_FILES is never\n # cloned or sent to review engine. Checked here because this is earliest\n # point diff (and therefore file count) is available, and strictly before\n # two token-costing steps (_prepare_repo's clone, self.engine.run_review).\n file_count = change… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":" # Token-cost guard: PR touching more files than REVIEW_SKIP_MAX_FILES is never\n # cloned or sent to review engine. Checked here because this is earliest\n # point diff (and therefore file count) is available, and strictly before\n # two token-costing steps (_prepare_repo's clone, self.engine.run_review).\n file_count = changed_…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":504,"limit":40} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" # \"we found 12 and commented on 10\" is invisible after fact.\n \"findings_suppressed\": posted.suppressed,\n # Separate from findings_suppressed: these were worth comment and already\n # have one from earlier review of this same pull request. Without \n # split, re-review's q…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":405,"limit":100} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" credential = self._resolve_credential(review)\n diff_text = self.bitbucket.get_pr_diff(\n review.workspace, review.repo_slug, review.pr_id, credential\n )\n review.diff_s3_key = self.blobs.put_text(event_id, \"diff.patch\", diff_text)\n self.reviews.set_status(review, STATUS_CLONING)\n self.database.commit()\n\…

Bash input={"command":"grep -n \"file_count = changed_file_count\\|def _skip_too_large\\|def _handle_context_too_large\\|self._skip_too_large\\|self.pr_logs.finish_stage(clone_log)\\|checkout = self._prepare_repo\\|impact = self._graph_stage\\|expansion = self._expanded_diff\\|result = self.engine.run_review\\|def _persist_result\\|self.memory.record_review\\|posted = self._post_comments\" application/services/review_service.py"} output={"stdout":"417: file_count = changed_file_count(diff_text)\n419: self.pr_logs.finish_stage(clone_log)\n420: self._skip_too_large(review, credential, file_count)\n423: checkout = self._prepare_repo(review, credential)\n425: self.pr_logs.finish_stage(clone_log)\n427: impact = self._graph_stage(review, repo_dir, diff_text)\n436: expansion = self._expanded_diff(review, diff_text, repo_dir)\n441: result = …

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":" body = (\n _clean_review_body(review, result, review_url)\n if not findings\n else _summary_comment_body(review, result, findings, review_url, self.settings)\n )\n return self._post_fail_soft(review, credential, body)","new_string":" body = (\n _clean_review_body(review, result, review_url, classification)\n if not findi… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":" body = (\n _clean_review_body(review, result, review_url)\n if not findings\n else _summary_comment_body(review, result, findings, review_url, self.settings)\n )\n return self._post_fail_soft(review, credential, body)","newString":" body = (\n _clean_review_body(review, result, review_url, classification)\n if not findings…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":" def _post_pr_level_comment(\n self,\n review: ReviewEvent,\n credential: ResolvedCredential,\n result: ReviewResult,\n findings: list[Finding],\n review_url: str,\n ) -> bool:","new_string":" def _post_pr_level_comment(\n self,\n review: ReviewEvent,\n credential: ResolvedCredential,\n result: ReviewResult,\n findings… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":" def _post_pr_level_comment(\n self,\n review: ReviewEvent,\n credential: ResolvedCredential,\n result: ReviewResult,\n findings: list[Finding],\n review_url: str,\n ) -> bool:","newString":" def _post_pr_level_comment(\n self,\n review: ReviewEvent,\n credential: ResolvedCredential,\n result: ReviewResult,\n findings: l…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":" def _post_comments(\n self, review: ReviewEvent, credential: ResolvedCredential, result: ReviewResult\n ) -> PostingOutcome:\n \"\"\"Post review to PR: inline comments, then one PR-level comment.\n\n Read worst-severity-first (`list_for_review_by_severity`) so most serious finding is\n first comment engineer sees on PR — before this o… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":" def _post_comments(\n self, review: ReviewEvent, credential: ResolvedCredential, result: ReviewResult\n ) -> PostingOutcome:\n \"\"\"Post review to PR: inline comments, then one PR-level comment.\n\n Read worst-severity-first (`list_for_review_by_severity`) so most serious finding is\n first comment engineer sees on PR — before this ord…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":1006,"limit":45} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" def _post_pr_level_comment(\n self,\n review: ReviewEvent,\n credential: ResolvedCredential,\n result: ReviewResult,\n findings: list[Finding],\n review_url: str,\n ) -> bool:\n \"\"\" summary comment on PR itself. Returns whether it was posted.\n\n Three gates, in order:\n - DEGRADED run posts nothing, ev…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":799,"limit":40} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" def _post_comments(\n self, review: ReviewEvent, credential: ResolvedCredential, result: ReviewResult\n ) -> PostingOutcome:\n \"\"\"Post review to PR: inline comments, then one PR-level comment.\n\n Read worst-severity-first (`list_for_review_by_severity`) so most serious finding is\n first comment engineer sees on PR —…

Bash input={"command":"grep -n \"_post_pr_level_comment\\|_clean_review_body\\|_summary_comment_body\\|def _post_comments\" application/services/review_service.py"} output={"stdout":"206:def _clean_review_body(\n229: Distinct from `_clean_review_body`/`_summary_comment_body`: no review ran, so this must\n298:def _summary_comment_body(\n799: def _post_comments(\n814: pr_comment_posted = self._post_pr_level_comment(\n1006: def _post_pr_level_comment(\n1034: _clean_review_body(review, result, review_url)\n1036: else _summary_comment_body(review, result, findings, review_url, self.settings)","stderr":"","interrupted":false,"isImag…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":" strengths = result.strengths.strip()\n if strengths:\n lines += [\"\", f\"**What's good:** {strengths}\"]\n\n lines += [\"\", f\"[Discuss this review]({review_url})\"]\n return \"\\n\".join(lines)","new_string":" strengths = result.strengths.strip()\n if strengths:\n lines += [\"\", f\"**What's good:** {strengths}\"]\n\n note = _coverage_note(classification)\n if n… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":" strengths = result.strengths.strip()\n if strengths:\n lines += [\"\", f\"**What's good:** {strengths}\"]\n\n lines += [\"\", f\"[Discuss this review]({review_url})\"]\n return \"\\n\".join(lines)","newString":" strengths = result.strengths.strip()\n if strengths:\n lines += [\"\", f\"**What's good:** {strengths}\"]\n\n note = _coverage_note(classification)\n if note…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":"def _summary_comment_body(\n review: ReviewEvent,\n result: ReviewResult,\n findings: list[Finding],\n review_url: str,\n settings: Settings,\n) -> str:","new_string":"def _summary_comment_body(\n review: ReviewEvent,\n result: ReviewResult,\n findings: list[Finding],\n review_url: str,\n settings: Settings,\n classification: DiffClassification | None = None,\n) -> str:"… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":"def _summary_comment_body(\n review: ReviewEvent,\n result: ReviewResult,\n findings: list[Finding],\n review_url: str,\n settings: Settings,\n) -> str:","newString":"def _summary_comment_body(\n review: ReviewEvent,\n result: ReviewResult,\n findings: list[Finding],\n review_url: str,\n settings: Settings,\n classification: DiffClassification | None = None,\n) -> str:","o…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":334,"limit":20} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" if shown:\n lines += [\"\", \"**What to look at:**\"]\n for finding in shown:\n location = finding.file_path\n if finding.line_number:\n location = f\"{location}:{finding.line_number}\"\n headline = (finding.title or finding.reason).strip()\n lines.append(f\"- {_severity_headline(finding)} `{location}` — {head…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":280,"limit":55} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" \"To keep review quality and cost reasonable, this PR was not reviewed automatically. \"\n \"Consider splitting it into smaller PRs, or ask maintainer to review it manually.\\n\\n\"\n f\"[Discuss this review]({review_url})\"\n )\n\n\ndef _severity_breakdown(findings: list[Finding]) -> str:\n \"\"\"`2 high, 1 low` — worst first, omitting severities with no …

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":"def _clean_review_body(review: ReviewEvent, result: ReviewResult, review_url: str) -> str:\n \"\"\" PR-level comment on review that found nothing. Unchanged wording: silence never has to\n mean \"all good\", and this is one line engineers already recognize.\"\"\"\n strengths = (\n result.strengths.strip()\n or (review.summary or \"\").strip()\n or \" change look… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":"def _clean_review_body(review: ReviewEvent, result: ReviewResult, review_url: str) -> str:\n \"\"\" PR-level comment on review that found nothing. Unchanged wording: silence never has to\n mean \"all good\", and this is one line engineers already recognize.\"\"\"\n strengths = (\n result.strengths.strip()\n or (review.summary or \"\").strip()\n or \" change looks …

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":184,"limit":50} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" )\n\n\ndef _clean_review_body(review: ReviewEvent, result: ReviewResult, review_url: str) -> str:\n \"\"\" PR-level comment on review that found nothing. Unchanged wording: silence never has to\n mean \"all good\", and this is one line engineers already recognize.\"\"\"\n strengths = (\n result.strengths.strip()\n or (review.summary or \"\").strip()\…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":"from application.utils.diff_context import ExpansionResult, expand_diff_context\nfrom application.utils.diff_stats import changed_file_count","new_string":"from application.utils.diff_classify import DiffClassification, classify_diff\nfrom application.utils.diff_context import ExpansionResult, expand_diff_context\nfrom application.utils.diff_stats import changed_file_count\nfrom application.utils.diff_tokens import DIFF_TOKEN_BUDGET, diff_fits_budget… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":"from application.utils.diff_context import ExpansionResult, expand_diff_context\nfrom application.utils.diff_stats import changed_file_count","newString":"from application.utils.diff_classify import DiffClassification, classify_diff\nfrom application.utils.diff_context import ExpansionResult, expand_diff_context\nfrom application.utils.diff_stats import changed_file_count\nfrom application.utils.diff_tokens import DIFF_TOKEN_BUDGET, diff_fits_budget","…

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","old_string":"from application.models.review_event import (\n STATUS_CLONING,\n STATUS_COMPLETED,\n STATUS_FAILED,\n STATUS_GRAPHING,\n STATUS_POSTING,\n STATUS_REVIEWING,\n STATUS_SKIPPED_CONTEXT_TOO_LARGE,\n STATUS_SKIPPED_TOO_LARGE,\n VERDICT_APPROVE,\n VERDICT_COMMENT,\n VERDICT_REQUEST_CHANGES,\n ReviewEvent,\n)","new_string":"from application.models.review_event import (\n STATUS_CLONING,… output={"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","oldString":"from application.models.review_event import (\n STATUS_CLONING,\n STATUS_COMPLETED,\n STATUS_FAILED,\n STATUS_GRAPHING,\n STATUS_POSTING,\n STATUS_REVIEWING,\n STATUS_SKIPPED_CONTEXT_TOO_LARGE,\n STATUS_SKIPPED_TOO_LARGE,\n VERDICT_APPROVE,\n VERDICT_COMMENT,\n VERDICT_REQUEST_CHANGES,\n ReviewEvent,\n)","newString":"from application.models.review_event import (\n STATUS_CLONING,\n …

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":1,"limit":72} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":"\"\"\"Review orchestration — worker's unit of work for one review event.\n\nSequence: load event -> resolve+decrypt credential -> fetch diff (S3) -> [checkout repository: \nrepo's cached clone refreshed, else fresh clone] ->\n[build/reuse knowledge graph + compute dependency impact] -> [resolve cited Jira ticket] ->\nrun Claude Code -> persist findings\n+ transcript (S3) -> post…

Bash input={"command":"grep -rln \"skipped_too_large\\|context_too_large\\|STATUS_SKIPPED\" application/templates/ 2>/dev/null; grep -rn \"skipped_too_large\\|context_too_large\" application/*.py application/**/*.py 2>/dev/null | grep -v \"review_service.py\\|review_event.py\\|test_\""} output={"stdout":"application/utils/diff_tokens.py:13:file-count check it replaces. `ReviewService._handle_context_too_large` remains authoritative","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -rn \"STATUS_SKIPPED_CONTEXT_TOO_LARGE\\|STATUS_SKIPPED_TOO_LARGE\" --include=\"*.py\" --include=\"*.html\" application/ | grep -v \"review_service.py\\|review_event.py\""} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"returnCodeInterpretation":"No matches found","noOutputExpected":false}

Edit input={"file_path":"/home/etc/claude-code/work/osprey/app/models/review_event.py","old_string":"STATUS_SKIPPED_CONTEXT_TOO_LARGE = \"context_too_large\"\n\n# Lifecycle order. Single source of truth for anything that has to enumerate statuses\n# ( admin listing's filter dropdown, and validation of?status= query parameter), so \n# new status never has to be remembered in two places.\nSTATUSES: tuple[str,...] = (\n STATUS_PENDING,\n STATUS_CLONING,\n STATUS_GRAPHING,\n STATUS_REVI… output={"filePath":"/home/etc/claude-code/work/osprey/app/models/review_event.py","oldString":"STATUS_SKIPPED_CONTEXT_TOO_LARGE = \"context_too_large\"\n\n# Lifecycle order. Single source of truth for anything that has to enumerate statuses\n# ( admin listing's filter dropdown, and validation of?status= query parameter), so \n# new status never has to be remembered in two places.\nSTATUSES: tuple[str,...] = (\n STATUS_PENDING,\n STATUS_CLONING,\n STATUS_GRAPHING,\n STATUS_REVIEW…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/models/review_event.py","offset":36,"limit":20} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/models/review_event.py","content":"# pass file-count pre-check and still blow token budget once expanded diff context, graph\n# context, conventions and memory are all folded into prompt.\nSTATUS_SKIPPED_CONTEXT_TOO_LARGE = \"context_too_large\"\n\n# Lifecycle order. Single source of truth for anything that has to enumerate statuses\n# ( admin listing's filter dropdown, and validation of?status= qu…

Bash input={"command":"uv run python3 -c \"\nfrom application.utils.diff_classify import classify_diff\n\ndiff = '''diff --git/uv.lock b/uv.lock\n---/uv.lock\n+++ b/uv.lock\n@@ -1,1 +1,2 @@\n x = 1\n+y = 1\ndiff --git/app/f.py b/app/f.py\n---/app/f.py\n+++ b/app/f.py\n@@ -1,2 +1,2 @@\n- x = 1\n+ x = 1\ndiff --git/app/real.py b/app/real.py\n---/app/real.py\n+++ b/app/real.py\n@@ -1,1 +1,2 @@\n x = 1\n+call_something_new()\n'''\nc = classify_diff(diff)\nprint('generated', c.generated)\nprint('trivial… output={"stdout":"generated ['uv.lock']\ntrivial ['application/f.py']\nneeds_review ['application/real.py']\n---diff---\ndiff --git/app/real.py b/app/real.py\n---/app/real.py\n+++ b/app/real.py\n@@ -1,1 +1,2 @@\n x = 1\n+call_something_new()","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"uv run python3 -c \"\nfrom application.utils.diff_classify import classify_diff, _matches_generated_path\n\nprint(_matches_generated_path('documentation/generated/api.md'))\nprint(_matches_generated_path('/b/generated/api.md'))\nprint(_matches_generated_path('CHANGELOG.md'))\nprint(_matches_generated_path('sub/CHANGELOG.md'))\nprint(_matches_generated_path('uv.lock'))\nprint(_matches_generated_path('package-lock.json'))\nprint(_matches_generated_path('application/models/foo.py'))\n\"\n"} output={"stdout":"True\nTrue\nTrue\nTrue\nTrue\nTrue\nFalse","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Write input={"file_path":"/home/etc/claude-code/work/osprey/app/utils/diff_classify.py","content":"\"\"\"Classify each file diff touches so non-functional content never reaches token budget or\nthe review prompt.\n\nThree categories, in priority order:\n\n - generated — auto-generated markdown/changelogs/lockfiles/generated clients/snapshots.\n Detected by path pattern OR marker file's own diff carries. Skipped from\n deep review entirely; logged, never hidden (… output={"type":"create","filePath":"/home/etc/claude-code/work/osprey/app/utils/diff_classify.py","content":"\"\"\"Classify each file diff touches so non-functional content never reaches token budget or\nthe review prompt.\n\nThree categories, in priority order:\n\n - generated — auto-generated markdown/changelogs/lockfiles/generated clients/snapshots.\n Detected by path pattern OR marker file's own diff carries. Skipped from\n deep review entirely; logged,…

Bash input={"command":"uv run python3 -c \"\nfrom application.utils.diff_tokens import count_tokens, diff_fits_budget, DIFF_TOKEN_BUDGET\nprint(count_tokens(''))\nprint(count_tokens('hello world'))\nprint(diff_fits_budget('x'*10))\nprint(DIFF_TOKEN_BUDGET)\nprint(diff_fits_budget(' '*200000))\n\"\n"} output={"stdout":"0\n2\n(True, 2)\n130000\n(False, 200001)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 -c \"\nfrom application.utils.diff_tokens import count_tokens, diff_fits_budget, DIFF_TOKEN_BUDGET\nprint(count_tokens(''))\nprint(count_tokens('hello world'))\nprint(diff_fits_budget('x'*10))\nprint(DIFF_TOKEN_BUDGET)\n\"\n"} output={"stdout":"tiktoken encoding 'o200k_base' could not be loaded; falling back to chars-per-token estimate for diff token budgeting\nTraceback (most recent call last):\n File \"/home/etc/claude-code/work/osprey/app/utils/diff_tokens.py\", line 50, in _get_encoding\n import tiktoken\nModuleNotFoundError: No module named 'tiktoken'\n0\n2\n(True, 2)\n130000","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Write input={"file_path":"/home/etc/claude-code/work/osprey/app/utils/diff_tokens.py","content":"\"\"\"Token-budget check for review-worthy portion of diff.\n\nFeeds one decision: whether diff that survived classification (`diff_classify.py`) is small\nenough to send to review engine at all — token-driven replacement for old pure\nfile-count PRE-check in `ReviewService.process()`. Deliberately engine-agnostic, like\n`diff_stats.select_model`: neither engine has perfect offline tokeni… output={"type":"create","filePath":"/home/etc/claude-code/work/osprey/app/utils/diff_tokens.py","content":"\"\"\"Token-budget check for review-worthy portion of diff.\n\nFeeds one decision: whether diff that survived classification (`diff_classify.py`) is small\nenough to send to review engine at all — token-driven replacement for old pure\nfile-count PRE-check in `ReviewService.process()`. Deliberately engine-agnostic, like\n`diff_stats.select_model`: neither engine has perfect…

Bash input={"command":"python3 -c \"\nfrom application.utils.diff_split import split_diff_by_file\n\n# header-less flavor (no 'diff --git' lines)\ndiff = '''---/app/f1.py\n+++ b/app/f1.py\n@@ -1,1 +1,2 @@\n x = 1\n+y = 1\n---/app/f2.py\n+++ b/app/f2.py\n@@ -1,1 +1,2 @@\n x = 2\n+y = 2\n'''\nprint(list(split_diff_by_file(diff).keys()))\n\n# new file (/ is /dev/null)\ndiff2 = '''diff --git/new.py b/new.py\nnew file mode 100644\n--- /dev/null\n+++ b/new.py\n@@ -0,0 +1,2 @@\n+x = 1\n+y = 2\n'''\nsegs = split_di… output={"stdout":"['application/f1.py', 'application/f2.py']\n['new.py']\n'diff --git/new.py b/new.py\\nnew file mode 100644\\n--- /dev/null\\n+++ b/new.py\\n@@ -0,0 +1,2 @@\\n+x = 1\\n+y = 2\\n'\n{}","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 -c \"\nfrom application.utils.diff_split import split_diff_by_file\n\ndiff = '''diff --git/app/f1.py b/app/f1.py\n---/app/f1.py\n+++ b/app/f1.py\n@@ -1,1 +1,2 @@\n x = 1\n+y = 1\ndiff --git/app/f2.py b/app/f2.py\n---/app/f2.py\n+++ b/app/f2.py\n@@ -1,1 +1,2 @@\n x = 2\n+y = 2\n'''\nsegs = split_diff_by_file(diff)\nprint(list(segs.keys()))\nprint(repr(segs['application/f1.py']))\nprint('---')\nprint(repr(segs['application/f2.py']))\n\"\n"} output={"stdout":"['application/f1.py', 'application/f2.py']\n'diff --git/app/f1.py b/app/f1.py\\n---/app/f1.py\\n+++ b/app/f1.py\\n@@ -1,1 +1,2 @@\\n x = 1\\n+y = 1\\n'\n---\n'diff --git/app/f2.py b/app/f2.py\\n---/app/f2.py\\n+++ b/app/f2.py\\n@@ -1,1 +1,2 @@\\n x = 2\\n+y = 2\\n'","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Write input={"file_path":"/home/etc/claude-code/work/osprey/app/utils/diff_split.py","content":"\"\"\"Split unified diff into its per-file segments.\n\nShared by `diff_tokens.py` (per-file token counting) and `diff_classify.py` (per-file\nclassification) so neither re-implements diff parsing — same single-purpose-module boundary\n`diff_stats.py` and `diff_files.py` already draw around themselves.\n\"\"\"\n\n_PREFIX_RE_PATTERNS = (\"/\", \"b/\")\n\n\ndef _clean_path(raw: str) -> str | None:\n value… output={"type":"create","filePath":"/home/etc/claude-code/work/osprey/app/utils/diff_split.py","content":"\"\"\"Split unified diff into its per-file segments.\n\nShared by `diff_tokens.py` (per-file token counting) and `diff_classify.py` (per-file\nclassification) so neither re-implements diff parsing — same single-purpose-module boundary\n`diff_stats.py` and `diff_files.py` already draw around themselves.\n\"\"\"\n\n_PREFIX_RE_PATTERNS = (\"/\", \"b/\")\n\n\ndef _clean_path(raw: str) -> str | N…

Bash input={"command":"uv add tiktoken 2>&1 | tail -20","timeout":120000} output={"stdout":"Resolved 8 packages in 353ms\nPrepared 1 package in 51ms\nInstalled 7 packages in 72ms\n + certifi==2026.7.22\n + charset-normalizer==3.5.1\n + idna==3.19\n + regex==2026.9.3\n + requests==2.34.2\n + tiktoken==0.14.0\n + urllib3==2.7.0","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

ExitPlanMode input={} output={"plan":"# Replace file-count PR-review gate with token-budget-driven flow\n\n## Context\n\nOsprey's PR review worker currently rejects any PR touching more than `REVIEW_SKIP_MAX_FILES`\n(default 50) files, with no review at all. That gate doesn't track what blows up model\ncontext — 3-file PR with huge regenerated changelog or lockfile can exceed model's\ncontext window, while 45-file PR of small fixes is tiny in tokens. user supplied external\nrecommendation (to…

Write input={"file_path":"/root/.claude/plans/eventual-wibbling-plum.md","content":"# Replace file-count PR-review gate with token-budget-driven flow\n\n## Context\n\nOsprey's PR review worker currently rejects any PR touching more than `REVIEW_SKIP_MAX_FILES`\n(default 50) files, with no review at all. That gate doesn't track what blows up model\ncontext — 3-file PR with huge regenerated changelog or lockfile can exceed model's\ncontext window, while 45-file PR of small fixes is ti… output={"type":"create","filePath":"/root/.claude/plans/eventual-wibbling-plum.md","content":"# Replace file-count PR-review gate with token-budget-driven flow\n\n## Context\n\nOsprey's PR review worker currently rejects any PR touching more than `REVIEW_SKIP_MAX_FILES`\n(default 50) files, with no review at all. That gate doesn't track what blows up model\ncontext — 3-file PR with huge regenerated changelog or lockfile can exceed model's\ncontext window, while 45-file PR of sm…

EnterPlanMode input={} output={"message":"Entered plan mode. You should now focus on exploring codebase and designing implementation approach."}

ToolSearch input={"query":"select:EnterPlanMode","max_results":1} output={"matches":["EnterPlanMode"],"query":"select:EnterPlanMode","total_deferred_tools":88}

ToolSearch input={"query":"select:ExitPlanMode","max_results":1} output={"matches":["ExitPlanMode"],"query":"select:ExitPlanMode","total_deferred_tools":88}

Write input={"file_path":"/home/etc/claude-code/work/osprey/docs/improver/token-budget-review-gate-improvement-plan.md","content":"# Improvement Plan — Replace file-count gate with token-budget-driven flow\n\n## Goal\n\nReplace `REVIEW_SKIP_MAX_FILES`'s pure file-count trigger with actual driver of context\nusage — tokens in diff — while classifying obviously-non-functional files (generated,\nwhitespace-only) out of token budget entirely, so 3-file PR with huge regenerated\nchangelog i… output={"type":"create","filePath":"/home/etc/claude-code/work/osprey/docs/improver/token-budget-review-gate-improvement-plan.md","content":"# Improvement Plan — Replace file-count gate with token-budget-driven flow\n\n## Goal\n\nReplace `REVIEW_SKIP_MAX_FILES`'s pure file-count trigger with actual driver of context\nusage — tokens in diff — while classifying obviously-non-functional files (generated,\nwhitespace-only) out of token budget entirely, so 3-file PR with huge regenerat…

Bash input={"command":"sed -n '1,40p' application/models/review_event.py"} output={"stdout":"\"\"\" single PR review lifecycle. event_id (UUID) is public identifier in URLs.\n\nLarge blobs (full diff, full Claude Code transcript) live in S3; this row holds keys.\n\"\"\"\n\nfrom sqlalchemy import BigInteger, CheckConstraint, ForeignKey, Index, String, Text\nfrom sqlalchemy.orm import Mapped, mapped_column\n\nfrom application.database import Base\nfrom application.models.base import IdMixin, TimestampMixin\n\n# Bitbucket's WEB host, for links human clicks. Deliberately NOT settings.bitbuc…

Bash input={"command":"grep -n \"class ReviewResult\\|verdict\\|degraded\\|strengths\\|summary\" application/schemas.py | head -40"} output={"stdout":"218: All four are optional and independently so: degraded run whose envelope/response IS present\n234:class ReviewResult(BaseModel):\n237: `strengths` is what reviewer found genuinely good about change; it is body of \n239: persisted to review_events.strengths as well, so review page can show it after run.\n241: `verdict` and `risk_level` are reviewer's overall call. Both are optional and both come back\n242: as \" engine did not say\" wh…

Bash input={"command":"grep -n \"_expanded_diff\\|def _persist_result\\|def _post_comments\\|_clean_review_body\\|_summary_comment_body\\|_post_pr_level_comment\" -n application/services/review_service.py | head -30"} output={"stdout":"184:def _clean_review_body(review: ReviewEvent, result: ReviewResult, review_url: str) -> str:\n202: Distinct from `_clean_review_body`/`_summary_comment_body`: no review ran, so this must\n243:def _summary_comment_body(\n376: expansion = self._expanded_diff(review, diff_text, repo_dir)\n557: def _expanded_diff(\n675: def _persist_result(\n739: def _post_comments(\n754: pr_comment_posted = self._post_pr_level_comment(\n946: def _post_pr_level_comment(\…

Read input={"file_path":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","offset":200,"limit":140} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/tests/test_review_service.py","content":" # retried attempt (SQS redelivery) logs fresh set of rows than overwriting\n with pytest.raises(ReviewProcessingError):\n service.process(\"evt-1\")\n logs_after_retry = db_session.execute(select(PullRequestProcessLog)).scalars().all()\n assert len(logs_after_retry) == 2 * len(logs)\n\n\n# ---- PR too large to review (REVIEW_SKIP_MAX_FILES) ----\n\n\ndef _d…

Bash input={"command":"grep -n \"context_length_exceeded\\|ContextLengthExceeded\\|def invoke_cli\\|def run_review\" - 15 application/integrations/claude_code_client.py | head -100"} output={"stdout":"105:class _ContextLengthExceededError(Exception):\n106- \"\"\"Internal signal: CLI rejected prompt as exceeding model's context window.\"\"\"\n107-\n108-\n109-def _as_int(value: int | float | str | None) -> int | None:\n110- \"\"\"None survives as None; anything else that cannot be read as int is also None — \n111- malformed counter must not crash run over field that only feeds analytics.\"\"\"\n112- if value is None:\n113- return None\n114- …

Bash input={"command":"grep -n \"CODEX_MODEL\\|codex_model\" application/config.py | head -10; echo ---; sed -n '1,40p' application/integrations/codex_client.py"} output={"stdout":"69: \"codex_model\": \"codex_model_default\",\n70: \"codex_model_simple\": \"codex_model_simple_default\",\n71: \"codex_model_tiering_enabled\": \"codex_model_tiering_enabled_default\",\n398: codex_model_default: str = Field(default=\"gpt-5.3-codex\", validation_alias=\"CODEX_MODEL\")\n401: codex_model_simple_default: str = Field(\n402: default=\"gpt-5.3-codex-spark\", validation_alias=\"CODEX_MODEL_SIMPLE\"\n404: codex_model_tiering_enabled_defaul…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/utils/diff_files.py"} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/utils/diff_files.py","content":"\"\"\"Unified-diff parsing: which lines of BASE tree PR touches.\n\nCoordinates are deliberately base-side ( `-` side of hunk), not new-side, because \nknowledge graph this feeds is built from cloned base tree (see documentation/improver/\nknowledge-graph-dependency/improvement-plan.md, \"Base-branch-only graph\"). Mapping changed\nline onto that graph therefore needs line numb…

AskUserQuestion input={"answers":{"Should REVIEW_SKIP_MAX_FILES be fully replaced by token-budget gate, or kept as outer sanity ceiling ( PR with e.g. 500+ files is rejected outright before any diff-parsing/tokenizing work happens, as cheap circuit-breaker)?":"Keep as outer ceiling (recommended)"," 15%/65%/20% budget split (system prompt / diff content / response+buffer) needs concrete total token count to apply against. Should these be hardcoded constants, or configurable Settings fields (this repository's … output={"questions":[{"header":"File-count gate","multiSelect":false,"options":[{"description":"REVIEW_SKIP_MAX_FILES stays as cheap pre-check (still skips instantly, same comment/audit shape) before token counting runs at all. Token budget becomes real gate for everything under that ceiling. Cheap to keep, avoids tokenizing 500-file diff to reject it.","label":"Keep as outer ceiling (recommended)"},{"description":"Remove REVIEW_SKIP_MAX_FILES entirely; token budget is only size gate, …

AskUserQuestion input={"answers":{"No tokenizer dependency exists in this repository today. Codex already uses OpenAI's API (tiktoken is natural fit there); Claude has no public offline tokenizer, so any token count for claude engine is approximate. How should token counts be produced?":"tiktoken for both, as shared approximation (recommended)"," recommendation's \"cheap model triage\" (Part 4) means actual LLM call per file to classify needs-review vs skip — new network round-trip, cost, and failure mode… output={"questions":[{"header":"Map-reduce scope","multiSelect":false,"options":[{"description":"This pass covers token budget, file classification, tiered routing reuse, and honest partial-coverage comments — all fit inside current one-call architecture. AST map-reduce becomes separate follow-up improver run (new tree-sitter dependency, new chunk-level engine surface, new reduce pass).","label":"Defer it (recommended)"},{"description":"Design and implement chunked map-reduce review in this same …

Write input={"file_path":"/home/etc/claude-code/work/osprey/docs/improver/token-budget-review-gate-assessment.md","content":"# Assessment — Replace file-count gate with token-budget-driven flow\n\n## Knowledge graph\n\nRan `build_knowledge_graph.py --root.` → **COMPARE** mode ( baseline `knowledge-graph.yaml`\nalready existed from prior run). Drift vs. that baseline is normal repository evolution since it\nwas taken (analytics page, knowledge-graph-script self-scan, migrations 0024–0028, etc.) — nothin… output={"type":"create","filePath":"/home/etc/claude-code/work/osprey/docs/improver/token-budget-review-gate-assessment.md","content":"# Assessment — Replace file-count gate with token-budget-driven flow\n\n## Knowledge graph\n\nRan `build_knowledge_graph.py --root.` → **COMPARE** mode ( baseline `knowledge-graph.yaml`\nalready existed from prior run). Drift vs. that baseline is normal repository evolution since it\nwas taken (analytics page, knowledge-graph-script self-scan, migrations 0024–0028,…

Bash input={"command":"mkdir -p documentation/improver"} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":true}

Bash input={"command":"grep -n \"STATUS_SKIPPED\\|STATUS_\" application/models/review_event.py | head -20"} output={"stdout":"18:STATUS_PENDING = \"pending\"\n19:STATUS_CLONING = \"cloning\"\n20:STATUS_GRAPHING = \"graphing\"\n21:STATUS_REVIEWING = \"reviewing\"\n22:STATUS_POSTING = \"posting\"\n23:STATUS_COMPLETED = \"completed\"\n24:STATUS_FAILED = \"failed\"\n28:# Deliberately its own status than STATUS_COMPLETED with 0 findings: that combination\n31:STATUS_SKIPPED_TOO_LARGE = \"skipped_too_large\"\n32:# Also terminal, also its own status than STATUS_COMPLETED with 0 findings — but distinct\…

Bash input={"command":"cat pyproject.toml 2>/dev/null | head -40; echo ---UVLOCK---; ls uv.lock 2>/dev/null; echo ---REQUEST---; ls requirements*.txt 2>/dev/null"} output={"stdout":"[project]\nname = \"osprey\"\nversion = \"0.1.0\"\ndescription = \"Bitbucket PR Review Automation Bot — Claude Code review engine + SSO-gated review/chat page\"\nrequires-python = \">=3.12\"\n\n[tool.ruff]\nline-length = 100\ntarget-version = \"py312\"\n\n[tool.ruff.lint]\nselect = [\"E\", \"F\", \"I\", \"B\", \"UP\", \"W\"]\nignore = [\"B008\"] # FastAPI Depends() in defaults is idiomatic\n\n[tool.black]\nline-length = 100\ntarget-version = [\"py312\"]\n\n[tool.mypy]\npython_version…

Bash input={"command":"grep -n \"tiktoken\\|token\" pyproject.toml requirements*.txt 2>/dev/null | head -20; echo ---; grep -n \"SIMPLE_CHANGE\\|simple_change\" application/config.py; echo ---; sed -n '320,360p' application/config.py; echo ---; sed -n '495,520p' application/config.py"} output={"stdout":"---\n123: \"simple_change_max_files\": \"simple_change_max_files_default\",\n124: \"simple_change_max_lines\": \"simple_change_max_lines_default\",\n341: simple_change_max_lines_default: int = Field(\n342: default=50, validation_alias=\"SIMPLE_CHANGE_MAX_LINES\"\n344: simple_change_max_files_default: int = Field(\n345: default=3, validation_alias=\"SIMPLE_CHANGE_MAX_FILES\"\n400: # SIMPLE_CHANGE_* thresholds, so \"simple\" means one thing regardles…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/integrations/review_engine.py"} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/integrations/review_engine.py","content":"\"\"\"Which engine reviews, chosen by REVIEW_ENGINE.\n\n`ReviewEngine` is surface both providers implement and type services hold. It is \nProtocol than base class so `ClaudeCodeClient` needed no change to satisfy it, and so \ntest can still inject plain fake with two methods (several already do).\n\n`get_engine()` is only place that maps configuration to cla…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/utils/diff_stats.py"} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/utils/diff_stats.py","content":"\"\"\"Size of unified diff: how many lines it changes, and across how many files.\n\nFeeds one decision only — which model reviews change (`ClaudeCodeClient._select_model`). \n\"simple\" diff gets cheaper tier. Both thresholds must hold: 500-line change in 2 files is\nnot simple, and neither is 1-line change spread across 10 files.\n\nDistinct from `app/utils/diff_files.py`, wh…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":892,"limit":70} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" \"file_count\": file_count,\n \"threshold\": threshold,\n \"pr_comment_posted\": pr_comment_posted,\n },\n )\n self.database.commit()\n logger.info(\n \"review %s skipped: %s files exceeds %s-file cap\",\n review.event_id,\n file_count,\n threshold,\n )\n\n …

Bash input={"command":"grep -n \"_skip_too_large\\|changed_file_count\\|_context_too_large_handle\\|_handle_context_too_large\" - 25 application/services/review_service.py | head -120"} output={"stdout":"70:from application.utils.diff_stats import changed_file_count\n71-\n72-logger = logging.getLogger(__name__)\n73-\n74-\n75-class ReviewProcessingError(RuntimeError):\n76- pass\n77-\n78-\n79-# Callers listed inline in PR comment before it gets unreadable; rest are count, with \n80-# full list on review page.\n81-_COMMENT_CALLER_LIMIT = 5\n82-# Below this graph matched by name alone — reported as possible, never as certain.\n83-_CERTAIN_CONFIDENCE = 0.8\n84-\n85-# How each…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":400,"limit":120} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" # What REPOSITORY OWNER has committed about how this codebase is built — its\n # AGENTS.md/CLAUDE.md, read from DEFAULT branch, never from branch under\n # review. None whenever feature is off, repository has no such file, or there is\n # no working tree, all of which produce pre-feature prompt.\n r…

Read input={"file_path":"/home/etc/claude-code/work/osprey/app/services/review_service.py","offset":180,"limit":220} output={"type":"text","file":{"filePath":"/home/etc/claude-code/work/osprey/app/services/review_service.py","content":" f\"[Discuss this review]({review_url})\"\n )\n\n\ndef _clean_review_body(review: ReviewEvent, result: ReviewResult, review_url: str) -> str:\n \"\"\" PR-level comment on review that found nothing. Unchanged wording: silence never has to\n mean \"all good\", and this is one line engineers already recognize.\"\"\"\n strengths = (\n result.strengths.str…

Bash input={"command":"ls knowledge-graph.yaml knowledge-graph.index.yaml 2>&1; python3./.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py --root \"$(pwd)\" 2>&1 | tail -50","timeout":180000} output={"stdout":"knowledge-graph.index.yaml\nknowledge-graph.yaml\nSCAN: COMPARE\nDRIFT REPORTED base <ec87678092d0b82af8e2781ecdda26cb559a4e1c> -> head <7f68a2156d7e7a57f048401124a84ce9daa8aacd>\n\nEntry points +1: [('.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py', 'main')] -0: []\nFunctions +284: [('.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py', '__init__'), ('.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py', '_assign_targets_and_value')…

Bash input={"command":"for p in ~/.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py./.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py skills/knowledge-graph/scripts/build_knowledge_graph.py; do\n if [ -f \"$p\" ]; then echo \"FOUND: $p\"; fi\ndone"} output={"stdout":"FOUND: /root/.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py\nFOUND:./.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

AskUserQuestion input={"questions":[{"question":"Build/use  knowledge-graph map of this codebase to help scope this improvement's blast radius? It's static call-graph scan (file/function/call relationships, ranked hubs) — more reliable than grep alone for finding real callers of size-gate and review pipeline.","header":"Knowledge graph","options":[{"label":"Use it","description":"Run shared build_knowledge_graph.py script to get/refresh  call-graph baseline before assessing."},{"label":"Skip it","descri… output={"questions":[{"question":"Build/use  knowledge-graph map of this codebase to help scope this improvement's blast radius? It's static call-graph scan (file/function/call relationships, ranked hubs) — more reliable than grep alone for finding real callers of size-gate and review pipeline.","header":"Knowledge graph","options":[{"label":"Use it","description":"Run shared build_knowledge_graph.py script to get/refresh  call-graph baseline before assessing."},{"label":"Skip it","descri…

Bash input={"command":"grep -rn \"review_skip_max_files\\|REVIEW_SKIP_MAX_FILES\" --include=\"*.py\" application/ tests/ | grep -v \"\\.pyc\""} output={"stdout":"application/config.py:122: \"review_skip_max_files\": \"review_skip_max_files_default\",\napp/config.py:510: review_skip_max_files_default: int = Field(default=50, validation_alias=\"REVIEW_SKIP_MAX_FILES\")\napp/config.py:816: def review_skip_max_files(self) -> int:\napp/config.py:817: return self._cfg(\"REVIEW_SKIP_MAX_FILES\", self.review_skip_max_files_default)\napp/config.py:819: @review_skip_max_files.setter\napp/config.py:820: def review_skip_max_files(self, v…

Bash input={"command":"grep -rn \"50\" --include=\"*.py\" application/ | grep -i -E \"file|diff|gate|limit\" | grep -v test | head -30"} output={"stdout":"application/config.py:338: # 500-line change in 2 files is not simple, and neither is 1-line change across 10 files.\napp/config.py:510: review_skip_max_files_default: int = Field(default=50, validation_alias=\"REVIEW_SKIP_MAX_FILES\")\napp/utils/diff_stats.py:4:\"simple\" diff gets cheaper tier. Both thresholds must hold: 500-line change in 2 files is","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"git checkout -b improve/token-budget-review-gate"} output={"stdout":"Switched to new branch 'improve/token-budget-review-gate'","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

AskUserQuestion input={"questions":[{"question":"Which branch should this improvement work happen on?","header":"Branch","options":[{"label":"New branch, skill-proposed name","description":"Create off release/staging (current HEAD). I'll propose improve/token-budget-review-gate and you can edit it."},{"label":"New branch, you name it","description":"Create off release/staging (current HEAD) with exact name you supply."},{"label":"Stay on release/staging","description":"Work directly on current branch, matching… output={"questions":[{"question":"Which branch should this improvement work happen on?","header":"Branch","options":[{"label":"New branch, skill-proposed name","description":"Create off release/staging (current HEAD). I'll propose improve/token-budget-review-gate and you can edit it."},{"label":"New branch, you name it","description":"Create off release/staging (current HEAD) with exact name you supply."},{"label":"Stay on release/staging","description":"Work directly on current branch, matching…

Bash input={"command":"git status && echo \"---\" && git branch --show-current"} output={"stdout":"On branch release/staging\nYour branch is up to date with 'origin/release/staging'.\n\nnothing to commit, working tree clean\n---\nrelease/staging","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Skill input={"skill":"improver","arguments":"Replace current file-count gate (rejects PRs with >50 changed files) in PR review pipeline with token-budget-driven flow, per this recommendation:\n\n1. Replace file-count gate with token budget\n - Count actual tokens per file's diff and running total for PR, using target model's tokenizer.\n - Reserve realistic budget, not full context window: ~15% system prompt/instructions, ~65% diff content, ~20% reserved for response + buffe… output={"success":true,"commandName":"improver"}

Bash input={"command":"git pull"} output={"stdout":"Already up to date.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"git status"} output={"stdout":"On branch release/staging\nYour branch is up to date with 'origin/release/staging'.\n\nnothing to commit, working tree clean","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

improve flow based on this recommendation: PR Reviewer Agent: Handling Large Diffs Without Blowing Context
Problem

current gate rejects PRs with more than 50 changed files. This doesn't protect against context-limit errors, because context usage is driven by tokens in diff, not file count. 3-file PR that includes large auto-generated markdown changelog or regenerated lockfile can exceed model's context window, while 45-file PR of small fixes might be tiny in tokens.
1. Replace file-count gate with token budget
Count actual tokens per file's diff and running total for PR, using target model's tokenizer.
Reserve realistic budget, not full context window:
~15% system prompt / instructions
~65% diff content
~20% reserved for response + buffer
If total tokens exceed budget, decide what to exclude or chunk (see sections 2–3) instead of rejecting whole PR outright.
2. Classify files before counting them against budget

Tag each changed file before deciding how to treat it:

Category Examples Treatment
Generated / non-functional    Auto-generated markdown, changelogs, lockfiles, generated API clients, snapshots Skip deep review; log metadata + 1-line cheap-model summary
Trivial Configuration tweaks, comment-only changes, whitespace-only diffs Skip deep review or minimal check
Needs real review Actual logic changes Full review pipeline

Detection methods:

Path/extension patterns (e.g. documentation/generated/**, CHANGELOG.md, *.lock)
Marker comments your own generator inserts (<!-- auto-generated -->, # DO NOT EDIT)
Whitespace-stripped diff comparison to catch formatting-only changes

This step alone typically resolves generated-markdown case, since those files get summarized instead of fully reviewed.
3. Map-reduce for large real diffs

Avoid silent truncation — it causes missed bugs and hallucinated context. Instead:

Map phase

Split large files by logical unit (function/class/hunk) using AST-aware splitter (e.g. tree-sitter), not blind line chunks.
Include minimal surrounding context (function signature, imports) with each chunk.
Send each chunk to reviewer model independently.
Collect structured findings (issue, severity, line reference) than full prose per chunk.

Reduce phase

Feed all structured findings (not raw diffs) into final pass that dedupes, prioritizes, and produces single review comment posted to Bitbucket.

This keeps per-call context small while preserving full-attention review of every chunk, generally holding accuracy better than single call straining against context ceiling.
4. Tiered model routing

Use cheap/fast model as triage layer:

Cheap model scans each file's diff and classifies "needs deep review" vs "safe to skip/summarize."
Only flagged files go to main (higher-accuracy, more expensive) reviewer model.
Log cheap model's classifications to audit false negatives and tune triage prompt over time.

This is highest-leverage step for cost reduction without sacrificing accuracy on what matters.
5. Never fail silently

If budget is still exceeded after filtering and chunking:

Escalate to larger-context model variant for that PR, or
Post review comment that explicitly states scope, e.g.: "Review covers files X, Y, Z in full; file W (2,400 lines changed) was split into 4 chunks." This avoids reviewers assuming full coverage happened when it didn't.
Suggested Pipeline
Bitbucket webhook
→ fetch diff
→ per-file: classify (generated / trivial / needs-review) [rules or cheap model]
→ generated/trivial → cheap summary, skip deep review
→ needs-review files → token count
→ fits budget → single review call
→ exceeds budget → AST split → map (per-chunk review) → reduce (merge findings)
→ post consolidated comment to Bitbucket