{"band":"strong","note":"Deterministic layer only. No model calls were made and no source content left this machine.","layer":"deterministic","coverage":{"statement":"A repository answers roughly three and a half of seven dimensions. The rest are reported as not assessable, with the questions a human would ask instead.","languages_read":["1C Enterprise","4D","ABAP","ABAP CDS","AGS Script","AIDL","AL","ALGOL","AMPL","ANTLR","APL","ASL","ASP.NET","ATS","ActionScript","Ada","Agda","Aiken","Aleo","Alloy","AngelScript","Answer Set Programming","Apex","Apollo Guidance Computer","AppleScript","Arc","ArkTS","AspectJ","Assembly","Augeas","AutoHotkey","AutoIt","Awk","B (Formal Method)","B4X","BAML","BQN","Ballerina","Batchfile","Beef","Befunge","Bend","Berry","Bicep","Bison","BitBake","BlitzBasic","BlitzMax","Bluespec","Boo","Boogie","Brightscript","C","C#","C++","C2hs Haskell","C3","CAP CDS","CLIPS","CMake","COBOL","CQL","CWeb","Cadence","Cairo","CameLIGO","Cangjie","Cap'n Proto","Carbon","CartoCSS","Ceylon","Chapel","Charity","ChucK","Circom","Cirru","Clarion","Clarity","Classic ASP","Clean","Click","Clojure","Clue","CodeQL","CoffeeScript","ColdFusion","ColdFusion CFC","Common Lisp","Common Workflow Language","Component Pascal","Crystal","Csound","Csound Document","Csound Score","Cuda","Curry","Cycript","Cypher","Cython","D","DIGITAL Command Language","DM","Dafny","Dart","Daslang","DataWeave","Dhall","Dockerfile","Dogescript","Dylan","E","ECL","EQ","EdgeQL","Elixir","Elm","Elvish","Emacs Lisp","EmberScript","Erlang","F#","F*","FIRRTL","FLUX","FPP","Factor","Fancy","Fantom","Fennel","Filebench WML","Flix","Fluent","Forth","Fortran","Fortran Free Form","FreeBASIC","FreeMarker","Futhark","G-code","GAML","GAMS","GAP","GDB","GDScript","GDShader","GLSL","GSC","Genero 4gl","Genshi","Gentoo Ebuild","Gentoo Eclass","Gherkin","Gleam","Glimmer JS","Glimmer TS","Glyph","Gno","Gnuplot","Go","Golo","Gosu","Grace","Grammatical Framework","Groovy","Groovy Server Pages","HCL","HIP","HLSL","Hack","Harbour","Hare","Haskell","Haxe","HiveQL","HolyC","Hurl","Hy","IDL","IGOR Pro","IL Assembly","ISPC","Idris","ImHex Pattern Language","ImageJ Macro","Imba","Inform 7","Ink","Inno Setup","Io","Ioke","Isabelle","J","JASS","JCL","JFlex","JSONiq","Jac","Jai","Janet","Java","Java Server Pages","Java Template Engine","JavaScript","JavaScript+ERB","JetBrains MPS","Jison","Jison Lex","Jolie","Jsonnet","Julia","Just","KCL","KRL","Kaitai Struct","KakouneScript","Koka","Kotlin","LFE","LLVM","LLVM TableGen","LOLCODE","LSL","LabVIEW","Langium","Lasso","Lean","Leo","Lex","LigoLANG","LilyPond","Linker Script","Liquidsoap","Literate Agda","Literate CoffeeScript","Literate Haskell","LiveCode Script","LiveScript","Lobster","Logos","Logtalk","LookML","Lua","Luau","M","M4","MATLAB","MAXScript","MLIR","MQL4","MQL5","MUF","Macaulay2","Makefile","Mako","Max","MeTTa","Mercury","Metal","MiniD","MiniZinc","Mint","Mirah","Modelica","Modula-3","Module Management System","Mojo","Monkey","MoonBit","MoonScript","Motorola 68K Assembly","Move","Myghty","NASL","NSIS","NWScript","Nearley","NetLinx","NetLinx+ERB","NetLogo","Nextflow","Nim","Nit","Nix","Nu","NumPy","OCaml","OMNeT++ NED","Oberon","Objective-C","Objective-C++","Objective-J","Odin","Omgrofl","Opa","Opal","Open Policy Agent","OpenCL","OpenQASM","OpenSCAD","OverPy","OverpassQL","Ox","Oxygene","Oz","P4","PDDL","PEG.js","PHP","PLSQL","PLpgSQL","POV-Ray SDL","Pact","Pan","Papyrus","Parrot","Parrot Assembly","Parrot Internal Representation","Pascal","Pawn","Pep8","Perl","PigLatin","Pike","PogoScript","Polar","Pony","Portugol","Power Query","PowerBuilder","PowerShell","Praat","Processing","Prolog","Promela","Propeller Spin","Puppet","PureBasic","PureScript","Pyret","Python","Q#","QML","QMake","QuakeC","Quint","R","RAScript","REALbasic","REXX","RPGLE","Racket","Ragel","Raku","Rascal","ReScript","Reason","ReasonLIGO","Rebol","Red","Redcode","RenderScript","Rhai","Ring","RobotFramework","Roc","Rocq Prover","Rouge","Ruby","Rust","SAS","SMT","SQF","SQL","SQLPL","SWIG","Sage","Sail","Salt","Scala","Scenic","Scheme","Scilab","Self","Shell","ShellSession","Shen","Sieve","Slang","Slash","SmPL","Smali","Smithy","Snakemake","Solidity","SourcePawn","Squirrel","Stan","Standard ML","Starlark","Stata","SurrealQL","Swift","SystemVerilog","TI Program","TL-Verilog","TLA","TSX","TXL","Tact","Talon","Tape","Tcl","Tcsh","Thrift","Toit","Tolk","Turing","TypeScript","Unified Parallel C","Uno","UnrealScript","Untyped Plutus Core","UrWeb","VBA","VBScript","VCL","VHDL","Vala","Verilog","Verse","Vim script","Visual Basic .NET","Visual Basic 6.0","Volt","Vyper","WDL","WGSL","WebAssembly","WebIDL","Whiley","Witcher Script","Wolfram Language","Wollok","Wren","X10","XC","XProc","XQuery","XS","XSLT","Xojo","Xonsh","Xtend","YARA","Yacc","Yul","ZAP","ZIL","Zeek","ZenScript","Zephir","Zig","Zimpl","eC","fish","hoon","mIRC Script","mcfunction","mupad","nesC","ooc","sed","wisp","xBase"],"total_dimensions":7,"assessable_dimensions":6},"dimensions":[{"id":"01","band":"strong","name":"Architecture & Codebase — including AI provenance","coverage":"full","findings":[],"signals_run":11,"conclusive_signals":6,"what_a_person_adds":[{"id":"01.39","kind":"H","where":"Your architects, with the product roadmap","question":"Is the architecture right for the next three years of the product?"},{"id":"01.40","kind":"H","where":"The team's reasoning at the time","question":"Were the home-grown components reasonable choices when they were made, and are they now?"}]},{"id":"02","band":"strong","name":"Engineering Process & SDLC Maturity","coverage":"high","findings":[],"signals_run":16,"conclusive_signals":10,"what_a_person_adds":[{"id":"02.32","kind":"H","where":"The code host's pull request data","question":"Is review real or a rubber stamp? Comment depth and time to approve need the pull request history."},{"id":"02.38","kind":"H","where":"The issue tracker: backlog, sprint history, estimate accuracy","question":"Is delivery planned and measured, or heroic?"},{"id":"02.37","kind":"H","where":"Tickets, chat and postmortems","question":"How are incidents run, reviewed and learned from?"}]},{"id":"03","band":"adequate","name":"Organization & Key-Person Risk","coverage":"partial","findings":[{"id":"03.5","band":"adequate","layer":"deterministic","title":"The contributor who wrote a quarter or more of this has not committed here for more than a year","signal":"contributor_attrition","weight":"corroborating","evidence":[{"ref":"last-commit-by-top-author","kind":"metric","detail":"last commit more than a year ago, measured to the survey"},{"ref":"git shortlog -sn","kind":"metric","detail":"top author a quarter or more of 1,470 commits"}],"observed":{"authors":35,"top_share":"a quarter or more","top_contributor_last_committed":"more than a year ago"},"dimension":"03","rationale":"One person authored a quarter or more of 1,470 commits and has not committed here for more than a year, while the repository has kept moving. The concentration figure alone would not show this. Whoever is changing this code now is not the person who wrote most of it, which is the situation an acquirer is usually told they are avoiding. The history shows only that no commits of theirs landed here, not why."},{"id":"03.12","band":"adequate","layer":"deterministic","title":"The next contributor after the top one has not committed here for more than a year","signal":"second_contributor_attrition","weight":"corroborating","evidence":[{"ref":"git shortlog -sn","kind":"metric","detail":"the #2 contributor of the last three years (less than a quarter of the commits) has not committed here for more than a year"}],"observed":{"gone":[{"rank":2,"share":"less than a quarter","last_committed":"more than a year ago"}]},"dimension":"03","rationale":"The #2 contributor of the last three years (less than a quarter of the commits) has not committed here for more than a year, while the repository is still active. These are the people a buyer assumes would step up if the top contributor stopped. The history shows only that no commits of theirs landed here, not why."}],"signals_run":10,"conclusive_signals":7,"what_a_person_adds":[{"id":"03.29","kind":"H+","where":"The deal terms","measured":"One contributor authored a quarter or more of the commits in this history.","question":"Is that person part of the transaction, and for how long after it?"},{"id":"03.28","kind":"H","where":"The team; review history only suggests candidates","question":"Who mentors whom, and would that survive a departure?"},{"id":"03.30","kind":"H","where":"Recruiting data and the org chart","question":"Can the team grow, and who stands behind the top three contributors?"},{"id":"03.31","kind":"H","where":"HR data","question":"Is the seniority mix sound, and will pay survive your salary bands?"},{"id":"03.14","kind":"H","where":"Interviews and on-call history","question":"Is the pace sustainable? Commit times cannot say: git keeps no reliable local time."},{"id":"03.32","kind":"H","where":"Interviews","question":"Does the team want to stay after close?"},{"id":"03.33","kind":"H","where":"Time with the team","question":"How are decisions made and disagreements resolved?"}]},{"id":"04","band":"strong","name":"Product & Engineering Maturity","coverage":"minimal","findings":[],"signals_run":19,"conclusive_signals":10,"what_a_person_adds":[{"id":"04.32","kind":"H","where":"The data room and the team's record of estimates","question":"Can this team deliver the stated roadmap on the stated timeline?"},{"id":"04.31","kind":"H","where":"Budget and roadmap decisions","question":"Does leadership know about the debt, and is time budgeted to repay it?"},{"id":"04.33","kind":"H","where":"Revenue, customer and churn data","question":"Is the engineering shape consistent with the commercial story?"}]},{"id":"05","band":"adequate","name":"Security & Reliability Posture","coverage":"partial","findings":[{"id":"05.26","band":"adequate","layer":"deterministic","title":"20 locked dependencies have published vulnerabilities, 42 high or critical in what ships","signal":"known_vulnerabilities","weight":"corroborating","evidence":[{"ref":"uv.lock","kind":"path","path":"uv.lock","detail":"anyio 4.8.0: GHSA-82r6-8w77-94w6 (critical), fixed in 4.14.2"},{"ref":"uv.lock","kind":"path","path":"uv.lock","detail":"bentoml 1.4.8: GHSA-mrmq-3q62-6cc8 (critical), fixed in 1.4.19"},{"ref":"uv.lock","kind":"path","path":"uv.lock","detail":"h11 0.14.0: GHSA-vqfr-h8mv-ghfj (critical), fixed in 0.16.0"}],"observed":{"advisories":114,"dependencies":104,"high_or_critical":43,"pinned_to_a_commit":0,"ecosystems_not_read":[],"vulnerable_packages":20,"set_aside_not_imported":0,"high_or_critical_shipping":42,"only_under_a_stated_condition":1},"unproven":true,"dimension":"05","rationale":"20 of 104 locked dependencies match 114 published advisories in OSV, 43 of them rated high or critical. A lockfile says which version is installed, not whether the flawed code is reachable from this product, so each needs a look. Most are fixed by an upgrade, and the advisory names the version."},{"id":"05.65","band":"adequate","layer":"deterministic","title":"1 advisory against this project in the last 24 months","signal":"advisory_record","weight":"corroborating","context":true,"evidence":[{"ref":"CVE-2026-15035","kind":"advisory","detail":"2026-07-08: CVE-2026-15035 (low): A vulnerability was found in bentoml OpenLLM 0.6.30. This affects the function async_run_command of the file src/openllm/common.py of the component Model Reposi"}],"observed":{"newest":"2026-07-08","critical":0,"affecting":0,"could_not_tell":1,"last_24_months":1,"sources_failed":["OSV PyPI openllm (an empty record for a package published here)"],"known_exploited":0,"high_or_critical":0,"record_incomplete":["NVD: 1 record names OpenLLM with nothing tying it to this repository (CVE-2024-8982)"]},"dimension":"05","rationale":"The newest was published on 2026-07-08. A project that publishes advisories is telling its users about its fixes, and the count and pace say how much security work it carries. Whether 1 of them are fixed in the code you ship could not be told from this history: its version is only known to be at least 0.6.30. Answer lives in: the release you run, set against each fixed version. The record is incomplete: NVD: 1 record names OpenLLM with nothing tying it to this repository (CVE-2024-8982).","context_why":"A note that does not affect this rating: it describes the project's advisory record, and no advisory in it is known to affect the surveyed commit."}],"signals_run":34,"conclusive_signals":20,"what_a_person_adds":[{"id":"05.41","kind":"H","where":"Ticketing and chat","question":"What has actually broken, how often, and how badly?"},{"id":"05.42","kind":"H","where":"Reports in the data room","question":"What did external testing find, and was it fixed?"},{"id":"05.44","kind":"H","where":"Audit reports; policy files in the tree are not evidence","question":"What is the SOC 2, ISO 27001 or GDPR status, and where is the evidence?"}]},{"id":"06","band":"not assessable","name":"Observability & Operations","coverage":"partial","findings":[],"signals_run":16,"conclusive_signals":5,"what_a_person_adds":[{"id":"06.29","kind":"H","where":"Pager history and dashboard logs","question":"Are the dashboards opened, the alerts acknowledged and the pages answered?"},{"id":"06.30","kind":"H","where":"Production metrics","question":"Are the service-level objectives actually met?"},{"id":"06.31","kind":"H","where":"Pager exports and interviews","question":"Who carries the pager, and how often does it go off?"},{"id":"06.32","kind":"H","where":"Cloud billing and capacity plans","question":"What does it cost to run, and how much headroom is there?"}],"not_assessable_reason":"only 5 of 16 checks could reach a conclusion here; the rest do not apply to this repository or could not read it"},{"id":"07","band":"not assessable","name":"Fit with the Acquirer","coverage":"none","findings":[],"signals_run":0,"conclusive_signals":0,"what_a_person_adds":[{"id":"07.1","kind":"H+","question":"This is primarily a Python codebase. Does your engineering organisation already run Python in production, or would this be the first?"},{"id":"07.10","kind":"H+","question":"The bulk of this system sits in src/. Which of your existing systems would each of those have to absorb or replace?"},{"id":"07.2","kind":"H+","question":"Nothing in the repository says how this is deployed. Is it shipped as a library, a binary or a service, and if it runs somewhere, who owns that environment?"},{"id":null,"kind":"H+","question":"What is your tolerance for the findings above remaining unaddressed for the first two quarters after close, given everything else that will compete for this team's time?"},{"id":"07.11","kind":"H","where":"Your architecture","question":"Which of these systems duplicate yours, and which get retired?"},{"id":"07.12","kind":"H","where":"The engagement","question":"What will integration cost, and in what order?"},{"id":"07.13","kind":"H","where":"Your org design","question":"Where does the team land in your organisation, and who reports to whom?"},{"id":"07.14","kind":"H","where":"Deal terms","question":"Are there earn-outs, retention packages or contractor IP to assign?"},{"id":"07.15","kind":"H","where":"Customer contracts","question":"Do customer contracts limit hosting, regions or vendors?"}],"not_assessable_reason":"structurally not assessable from a repository"}],"repository":{"loc":3461,"head":"200b37fbf6f75b174e0737b937b886af460495e9","slug":"bentoml/OpenLLM","tags":194,"stars":12563,"shallow":false,"span_days":1267.9,"last_commit":"2026-10-22T22:45:57+00:00","surveyed_at":"2026-10-23T19:14:58.552698+00:00","commits_read":1926,"first_commit":"2023-05-04T00:50:14+00:00","truncated_at":null,"window_start":"2023-05-04T00:50:14+00:00","tracked_files":41,"history_complete":true},"generated_at":"2026-10-23T19:15:42.075324+00:00","generated_by":"borehole 0.7.15","rejection_log":[{"reason":"change is spread across the codebase rather than pooling in a few files","signal":"hotspot_concentration","observed":{"files":1953,"top5_share":0.089},"dimension":"04","conclusive":true},{"reason":"debt markers are sparse","signal":"debt_markers","observed":{"markers":0,"per_kloc":0.0,"lines_read":3430},"dimension":"04","conclusive":true},{"reason":"direct dependency counts are unremarkable","signal":"dependency_sprawl","observed":{"set_aside":{},"by_manifest":{"pyproject.toml":15}},"dimension":"04","conclusive":true},{"reason":"test effort kept pace with code written","signal":"test_growth","observed":{"late_test_per_code":0.033,"early_test_per_code":0.027},"dimension":"04","conclusive":true},{"reason":"rework is not rising against new work","signal":"churn_trend","observed":{"late_delete_per_insert":0.834,"early_delete_per_insert":0.981,"single_commit_deletions_set_aside":[]},"dimension":"04","conclusive":true},{"reason":"no pinned runtime version to check","signal":"eol_runtime","observed":{"pinned":0},"dimension":"04","conclusive":false},{"reason":"no tests to add to (02.3)","signal":"fixes_with_tests","observed":{},"dimension":"04","conclusive":false},{"reason":"fewer than six busy quarters to compare","signal":"fix_share_trend","observed":{"fix_share_by_quarter_newest_first":[]},"dimension":"04","conclusive":false},{"reason":"no schema migrations to read","signal":"schema_churn","observed":{},"dimension":"04","conclusive":false},{"reason":"a library, whose compatibility code is usually deliberate","signal":"compat_layers","observed":{},"dimension":"04","conclusive":false},{"reason":"no JavaScript manifest to read","signal":"dependency_redundancy","observed":{},"dimension":"04","conclusive":false},{"reason":"this repository does not deploy a running service, so instrumentation is not expected of it","signal":"telemetry_presence","observed":{"basis":"nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere","files_read":32},"dimension":"06","conclusive":true},{"reason":"not a running service; structured logging is not expected of a library","signal":"structured_logging","observed":{"basis":"nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere"},"dimension":"06","conclusive":true},{"reason":"not a running service, so a health endpoint is not expected","signal":"healthcheck_presence","observed":{"basis":"nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere"},"dimension":"06","conclusive":true},{"reason":"not expected of it: nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere","signal":"telemetry_depth","observed":{"service":false},"dimension":"06","conclusive":false},{"reason":"not expected of it: nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere","signal":"print_logging","observed":{"service":false},"dimension":"06","conclusive":false},{"reason":"not expected of it: nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere","signal":"correlation_ids","observed":{"service":false},"dimension":"06","conclusive":false},{"reason":"not expected of it: nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere","signal":"error_reporting","observed":{"service":false},"dimension":"06","conclusive":false},{"reason":"the product's code names no reporting host","signal":"usage_reporting_default","observed":{"settings_on":0,"settings_off":0,"reporting_hosts":[]},"dimension":"06","conclusive":true},{"reason":"not expected of it: nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere","signal":"alert_rules","observed":{"service":false},"dimension":"06","conclusive":false},{"reason":"not expected of it: nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere","signal":"deployed_image_floats","observed":{"service":false},"dimension":"06","conclusive":false},{"reason":"no Kubernetes probes","signal":"probes_identical","observed":{},"dimension":"06","conclusive":false},{"reason":"no Kubernetes deployments","signal":"single_replica","observed":{},"dimension":"06","conclusive":false},{"reason":"not expected of it: nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere","signal":"environment_branching","observed":{"service":false},"dimension":"06","conclusive":false},{"reason":"not expected of it: nothing in this repository deploys a long-running server; if it runs as one, its deployment lives elsewhere","signal":"release_markers","observed":{"service":false},"dimension":"06","conclusive":false},{"reason":"migrations do not run at container start","signal":"migrate_on_start","observed":{},"dimension":"06","conclusive":true},{"reason":"no feature-flag service; flags may live elsewhere","signal":"feature_flags","observed":{"sdk_files":0,"evaluation_sites":0},"dimension":"06","conclusive":false},{"reason":"no single contributor dominates the whole history","signal":"contributor_concentration","observed":{"years":3.5,"window":"whole history","authors":35,"top_share":"a quarter or more","bus_factor":2,"authors_in_window":35,"top_share_all_time":"a quarter or more","bus_factor_all_time":2},"dimension":"03","conclusive":true},{"reason":"more than one contributor active in the trailing year","signal":"active_contributors","observed":{"all_time":35,"active_12mo":3},"dimension":"03","conclusive":true},{"reason":"too few substantial top-level directories to read ownership","signal":"knowledge_silos","observed":{"directories":1},"dimension":"03","conclusive":false},{"reason":"a healthy share of contributors committed more than once","signal":"drive_by_contributors","observed":{"share":0.457,"authors":35,"one_commit_authors":16},"dimension":"03","conclusive":true},{"reason":"more than one person changes the critical paths","signal":"critical_path_ownership","observed":{"authors":5,"sole_owned_areas":[]},"dimension":"03","conclusive":true},{"reason":"fewer than three active years to compare","signal":"bus_factor_trend","observed":{"by_year_newest_first":[]},"dimension":"03","conclusive":false},{"reason":"too few regular contributors to see a trend","signal":"joiners_and_leavers","observed":{"left":2,"joined":0,"regular_last_year":0,"regular_prior_year":3},"dimension":"03","conclusive":false},{"reason":"a meaningful share of recent change carries evidence of review","signal":"merge_discipline","observed":{"merges":0,"window":"last 24 months","with_tracked":0,"with_reviewed":0,"reviewed_share":0.746,"commits_in_window":114,"squashed_with_pr_ref":83,"with_signed_off_other":27,"reviewed_share_all_time":0.426,"with_committed_by_other":85},"dimension":"02","conclusive":true},{"reason":"CI configuration is present in the working tree","signal":"ci_presence","observed":{"count":2,"configs":[".github/workflows/create-releases.yml",".github/workflows/dependabot-auto-merge.yml"]},"dimension":"02","conclusive":true},{"reason":"too few source files to judge test proportion","signal":"test_presence","observed":{"source_files":13},"dimension":"02","conclusive":false},{"reason":"tags are present","signal":"release_cadence","observed":{"tags":194,"sample":["v0.0.10","v0.0.11","v0.0.12","v0.0.13","v0.0.14"]},"dimension":"02","conclusive":true},{"reason":"commit subjects generally carry content","signal":"conventional_commits","observed":{"sampled":1920,"low_content_share":0.017},"dimension":"02","conclusive":true},{"reason":"process scaffolding is present in the repository","signal":"branch_protection_hints","observed":{"present":["CI workflows","CODEOWNERS","pre-commit hooks"]},"dimension":"02","conclusive":true},{"reason":"too few test files to judge how many are switched off","signal":"skipped_tests","observed":{"test_files":0},"dimension":"02","conclusive":false},{"reason":"no test run in CI is written so that it cannot fail","signal":"ci_test_gating","observed":{"configs":2},"dimension":"02","conclusive":true},{"reason":"too few recent commits to judge how often change is undone","signal":"revert_share","observed":{"recent_commits":42},"dimension":"02","conclusive":false},{"reason":"dependencies move with the code","signal":"dependency_update_cadence","observed":{"lockfiles":1,"commits_since":0,"days_since_lockfile_changed":0},"dimension":"02","conclusive":true},{"reason":"tests are not retried until they pass","signal":"flaky_test_markers","observed":{"test_retries":0,"suite_retries":0},"dimension":"02","conclusive":true},{"reason":"too small, or no CI to wire a linter into (02.2)","signal":"lint_in_build","observed":{"ci_configs":2,"product_files":13},"dimension":"02","conclusive":false},{"reason":"too few merges to judge (squash and rebase leave none)","signal":"long_lived_branches","observed":{"merges":0},"dimension":"02","conclusive":false},{"reason":"too few recent commits","signal":"commit_size","observed":{"commits":36},"dimension":"02","conclusive":false},{"reason":"no commit run met both the rate and the net-addition threshold","signal":"burst_import","observed":{"gap_seconds":180,"min_add_ratio":3.0,"min_net_added":2000,"bursts_by_rate":19,"bursts_by_volume":0},"dimension":"01","conclusive":true},{"reason":"first commit is not a disproportionate share of the codebase","signal":"initial_dump","observed":{"insertions":4919,"share_of_insertions":0.0215},"dimension":"01","conclusive":true},{"reason":"commit subjects vary in wording and length","signal":"message_uniformity","observed":{"length_stdev":17.63,"repeat_share":0.017},"dimension":"01","conclusive":true},{"reason":"most files were revisited after they were first written","signal":"revision_depth","observed":{"files_seen":31,"write_once_share":0.065},"dimension":"01","conclusive":true},{"reason":"too few source files to establish a norm to compare against","signal":"oversized_modules","observed":{"code_files":13},"dimension":"01","conclusive":false},{"reason":"too few source files to look for duplication across them","signal":"duplicated_blocks","observed":{"code_files":13},"dimension":"01","conclusive":false},{"reason":"too little code to judge a rate","signal":"swallowed_errors","observed":{"loc":3461},"dimension":"01","conclusive":false},{"reason":"no product Dockerfile to read","signal":"build_reproducibility","observed":{"from_lines":0},"dimension":"01","conclusive":false},{"reason":"no language migration is stalled halfway","signal":"unfinished_migration","observed":{},"dimension":"01","conclusive":true},{"reason":"not a data or machine-learning repository","signal":"notebook_outputs","observed":{},"dimension":"01","conclusive":false},{"reason":"no model weights are committed","signal":"weights_in_git","observed":{"files":0},"dimension":"01","conclusive":true},{"reason":"no credential-shaped strings outside test and fixture paths","signal":"committed_secrets","observed":{"note":"the working tree only; the history is 05.5","patterns":8,"files_read":32,"inert_tokens_set_aside":0,"fixture_matches_ignored":0},"dimension":"05","conclusive":true},{"reason":"at least one standard guard rail is configured","signal":"security_guardrails","observed":{"present":[".github/CODEOWNERS",".github/SECURITY.md",".github/dependabot.yml",".pre-commit-config.yaml","SECURITY.md"]},"dimension":"05","conclusive":true},{"reason":"no manifest whose pinning can be read without a lockfile","signal":"dependency_pinning","observed":{"checked":["requirements.txt","package.json","Gemfile"]},"dimension":"05","conclusive":false},{"reason":"a licence file is present","signal":"license_present","observed":{"found":true},"dimension":"05","conclusive":true},{"reason":"no credential-shaped string was ever added outside test and fixture paths","signal":"secrets_in_history","observed":{"patterns":8,"truncated":false,"added_lines":204592,"commits_scanned":1905,"inert_tokens_set_aside":0},"dimension":"05","conclusive":true},{"reason":"no Dockerfile to read","signal":"container_runs_as_root","observed":{"dockerfiles":0},"dimension":"05","conclusive":false},{"reason":"no environment file is committed outside tests and examples","signal":"secrets_management_pattern","observed":{"env_files":0},"dimension":"05","conclusive":true},{"reason":"third-party build steps are pinned, or few","signal":"supply_chain_pinning","observed":{"action_refs":7,"pipe_to_shell":0,"unpinned_third_party":0},"dimension":"05","conclusive":true},{"reason":"not a running service","signal":"outbound_timeouts","observed":{},"dimension":"05","conclusive":false},{"reason":"too few migrations to judge","signal":"migration_reversibility","observed":{"migrations":0},"dimension":"05","conclusive":false},{"reason":"not a running service; a library that builds SQL is doing its job","signal":"sql_from_strings","observed":{},"dimension":"05","conclusive":false},{"reason":"product code does not build shell commands from strings","signal":"shell_from_strings","observed":{"sites":0},"dimension":"05","conclusive":true},{"reason":"no code-executing deserialiser in product code","signal":"unsafe_deserialization","observed":{"sites":0},"dimension":"05","conclusive":true},{"reason":"no TLS verification is switched off in product code","signal":"tls_verification_off","observed":{"files":0,"sites":0,"pinned_instead":0,"behind_an_opt_in":0},"dimension":"05","conclusive":true},{"reason":"no Kubernetes workload manifests","signal":"resource_limits","observed":{"workloads":0},"dimension":"05","conclusive":false},{"reason":"no workload runs privileged or in the host's namespaces","signal":"privileged_workloads","observed":{"sites":0,"behind_a_setting_or_built_here":0},"dimension":"05","conclusive":true},{"reason":"deployment configuration references secrets, never holds them","signal":"credentials_in_deploy_config","observed":{"files":0,"sites":0},"dimension":"05","conclusive":true},{"reason":"not a frontend","signal":"public_env_secret","observed":{},"dimension":"05","conclusive":false},{"reason":"not a frontend","signal":"unsafe_html","observed":{},"dimension":"05","conclusive":false},{"reason":"not a frontend","signal":"source_maps_shipped","observed":{},"dimension":"05","conclusive":false},{"reason":"no signing keystore or profile is committed","signal":"signing_material","observed":{"files":0},"dimension":"05","conclusive":true},{"reason":"not a mobile app","signal":"cleartext_traffic","observed":{},"dimension":"05","conclusive":false},{"reason":"not a data or machine-learning repository","signal":"dataset_provenance","observed":{},"dimension":"05","conclusive":false},{"reason":"no third-party code is committed to this repository, so the licences it depends on are resolved at build time and are not readable here","signal":"license_copyleft_inherited","observed":{"vendored_paths":0},"dimension":"05","conclusive":false},{"reason":"manifest and licence file agree on Apache-2.0","signal":"license_manifest_conflict","observed":{"license":"Apache-2.0"},"dimension":"05","conclusive":true},{"reason":"no vendored third-party code is committed","signal":"license_vendored_unlicensed","observed":{"components":0},"dimension":"05","conclusive":true},{"reason":"the licence is recognisable as Apache-2.0","signal":"license_grant_unclear","observed":{"class":"permissive","license":"Apache-2.0"},"dimension":"05","conclusive":true},{"reason":"no widely used compiled library is committed to the product","signal":"committed_native_libraries","observed":{"libraries":0,"recognised":[]},"dimension":"05","conclusive":true},{"reason":"few or no feature flags in the history","signal":"flags_accumulating","observed":{"live":0,"retired":0,"flags_seen":0,"stale_over_a_year":0},"dimension":"04","conclusive":false},{"reason":"not a running service","signal":"api_versions_coexisting","observed":{},"dimension":"04","conclusive":false},{"reason":"a library, which keeps deprecated interfaces for its users","signal":"deprecations_lingering","observed":{},"dimension":"04","conclusive":false},{"reason":"few dependencies were added and dropped within 60 days","signal":"dependency_churn","observed":{"dependencies_seen":200,"added_in_two_years":2,"removed_within_60_days":1},"dimension":"04","conclusive":true},{"reason":"no platform was dropped from CI in the last two years","signal":"ci_platforms_dropped","observed":{"platforms_seen":["Linux","Windows","macOS"],"dropped_in_two_years":[]},"dimension":"04","conclusive":true},{"reason":"the README's first screen states no end, move or freeze","signal":"repository_status","observed":{"statements":0},"dimension":"04","conclusive":true},{"reason":"nothing says development happens elsewhere","signal":"development_elsewhere","observed":{"no_pr_statements":0,"mirror_statements":0,"replayed_commit_share":0.0},"dimension":"02","conclusive":true},{"reason":"the root licence has not changed in the history read","signal":"licence_changes","observed":{"licence_versions":1,"unreleased_changes":0},"dimension":"05","conclusive":true},{"reason":"no directory carries a separate paid-edition licence","signal":"paid_edition","observed":{"directories":0},"dimension":"05","conclusive":true},{"reason":"releases keep pace with development","signal":"releases_stopped","observed":{"median_gap_days":2.5,"days_since_last_tag":550,"commits_last_90_days":2},"dimension":"04","conclusive":true},{"reason":"the newest release was cut from the branch surveyed","signal":"release_branch","observed":{"elsewhere":1,"on_branch":193,"tags_in_window":194,"direction_known":true,"later_on_branch":0},"dimension":"04","conclusive":true},{"reason":"no file says one person maintains it","signal":"single_maintainer","observed":{"statements":0},"dimension":"03","conclusive":true},{"reason":"record incomplete: no advisory found in the sources that answered; OSV PyPI openllm (an empty record for a package published here) did not; NVD: 1 record names OpenLLM with nothing tying it to this repository (CVE-2024-8982)","signal":"project_advisories","observed":{"sources":["OSV by commit","GitHub repository advisories","NVD"],"affecting":0,"exploited":0,"advisories":1,"version_from":"the newest release tag in the surveyed history","fix_unreleased":0,"sources_failed":["OSV PyPI openllm (an empty record for a package published here)"],"version_unknown":1,"high_or_critical":0,"surveyed_version":"0.6.30","record_incomplete":["NVD: 1 record names OpenLLM with nothing tying it to this repository (CVE-2024-8982)"],"affecting_newest_release":0},"dimension":"05","conclusive":false},{"reason":"no affecting advisory is on CISA's Known Exploited list","signal":"project_exploited","observed":{"exploited":0},"dimension":"05","conclusive":false}],"schema_version":"1","repository_says":[],"surveyed_commit":null,"provenance_disclosure":{"agents":["Claude"],"recent":null,"window":null,"excluded":"lockfiles, vendored and generated paths are excluded from both measurements so that code nobody wrote cannot move the share","measures":"share of lines added by commits declaring an AI agent as co-author, as a proportion of all lines ever added","confidence":"high","measurable":true,"ai_line_share":0.0,"total_commits":1920,"affects_rating":false,"excluded_lines":40430,"ai_commit_share":0.0005,"confidence_basis":["85% of non-merge commits carry any trailer at all","no widespread author/committer date divergence","deep scan blamed 40 of 40 counted files"],"declared_commits":1,"total_lines_added":188793,"surviving_ai_lines":null,"surviving_measures":"share of lines still present in the working tree that originate in an AI-declared commit; null unless the scan was run with --deep","commit_share_by_year":{"2023":0.0,"2024":0.0,"2025":0.0},"declared_agent_names":["Claude Opus 5.5"],"declared_lines_added":0,"surviving_line_share":0.0,"floor_not_measurement":"This is a lower bound. It counts what the repository declares. Undeclared AI authorship is invisible here, and a single rebase removes the trailers this rests on. Absence of a declaration is absence of disclosure, not absence of AI authorship.","surviving_total_lines":3916},"reliance":"An automated reading of a repository's code and its history up to one commit, with public advisory records. It may be wrong, it is not legal, financial, investment or security advice, and it does not replace diligence by a qualified person. It is provided for information: nobody may rely on it (Borehole's terms, section 3).","published_under_todays_rules":["1 finding from checks Borehole's calibration found wrong more often than right is no longer published."]}