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Size is not a defect on its own — some problems genuinely live in one place — but these are where merge conflicts, review fatigue and single-owner knowledge concentrate, and they are the first thing that slows an inheriting engineer down.","context_why":"A note that does not affect this rating: measured against its own codebase's median, it is below the 85th percentile of 382 surveyed projects' largest files, where this check begins to count."}],"signals_run":11,"conclusive_signals":9,"what_a_person_adds":[{"id":"01.38","kind":"H+","where":"The team","measured":"No architecture or design document is in the tree, across 2,396 product files.","question":"Where does the design live, and who holds it?"},{"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":14,"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? 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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?"}],"not_assessable_reason":"one author wrote nearly all of this repository's commits, so a finding about one contributor would be about someone its history all but names; the public report does not carry those, and does not rate this dimension without them","withheld_about_one_person":4},{"id":"04","band":"strong","name":"Product & Engineering Maturity","coverage":"minimal","findings":[{"id":"04.62","band":"adequate","layer":"deterministic","title":"Releases are cut from another branch than the one surveyed","signal":"release_branch","weight":"corroborating","context":true,"evidence":[{"ref":"39952e6c2","kind":"commit","detail":"tag v10.0.0"}],"observed":{"elsewhere":67,"on_branch":1,"tags_in_window":68,"direction_known":true,"later_on_branch":0},"dimension":"04","rationale":"The newest release, v10.0.0, is not on the branch this survey read; the newest release on it is v9.0.0. The shipped product may differ from what this report describes. Survey the release branch too.","context_why":"A note that does not affect this rating: notes like it are common in well-run projects."}],"signals_run":19,"conclusive_signals":13,"what_a_person_adds":[{"id":"04.11","kind":"H+","where":"The team","measured":"25 commits landed in the last year, against 352 the year before (-93%).","question":"Is that maintenance mode, a pivot, or fewer people working on it? The count looks the same for all three."},{"id":"04.22","kind":"H+","where":"The data room","measured":"A roadmap file is in the tree (ROADMAP.md, last changed September 2026).","question":"A file is not a plan. Does it match the roadmap in the data room, and has the team delivered the last one it wrote?"},{"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":"05.5","band":"adequate","layer":"deterministic","title":"15 credential-shaped strings added in the history sit in tests, examples, documentation or local development settings","signal":"secrets_in_history","weight":"corroborating","context":true,"evidence":[{"kind":"metric","ref":"history","detail":"3 cited: private key block, where fakes are usual"},{"kind":"metric","ref":"history","detail":"2 cited: JWT, where fakes are usual"}],"observed":{"sample_matches":15,"inert_tokens_set_aside":1},"dimension":"05","rationale":"Strings shaped like credentials appear only where fakes are usual: test fixtures, examples, documentation, placeholders and local stacks. 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It is a one-line fix and an ordinary expectation, which is why its absence is worth asking about: it usually says more about whether anyone has reviewed the deployment than about this container specifically."},{"id":"05.20","band":"adequate","layer":"deterministic","title":"1 SQL statement built from strings","signal":"sql_from_strings","weight":"corroborating","context":true,"evidence":[{"ref":"java/utility/src/main/java/com/mapd/utility/db_vendors/Db_vendor_types.java","kind":"path","path":"java/utility/src/main/java/com/mapd/utility/db_vendors/Db_vendor_types.java","detail":"SQL built from a string","line_end":208,"line_start":208}],"observed":{"files":1,"sites":1,"value_interpolated":0},"dimension":"05","rationale":"1 places in product code build SQL by formatting or joining strings rather than passing parameters. In each, what the code shows going in is a table or column name, a constant, or something the line does not show, not a request's value. Ask whether any value reaches these strings, rather than a parameter.","context_why":"A note that does not affect this rating: in Borehole's calibration, this check's notes were usually true but overstated."},{"id":"05.9","band":"adequate","layer":"deterministic","title":"5 vendored components with no licence","signal":"license_vendored_unlicensed","weight":"corroborating","context":true,"evidence":[{"ref":"ThirdParty/LruCache","kind":"path","path":"ThirdParty/LruCache","detail":"1 tracked files, no licence file"},{"ref":"ThirdParty/earcut","kind":"path","path":"ThirdParty/earcut","detail":"1 tracked files, no licence file"},{"ref":"ThirdParty/geo_samples","kind":"path","path":"ThirdParty/geo_samples","detail":"2 tracked files, no licence file"},{"ref":"ThirdParty/linenoise","kind":"path","path":"ThirdParty/linenoise","detail":"7 tracked files, no licence file"},{"ref":"ThirdParty/vulkan","kind":"path","path":"ThirdParty/vulkan","detail":"1 tracked files, no licence file"}],"observed":{"unlicensed":["ThirdParty/LruCache","ThirdParty/earcut","ThirdParty/geo_samples","ThirdParty/linenoise","ThirdParty/vulkan"],"total_components":18,"stated_in_headers_or_notices":4},"dimension":"05","rationale":"Third-party code is committed into this repository without any statement of the terms it arrived under. Unknown terms are harder to deal with than inconvenient ones: an awkward licence can be complied with, an absent one cannot. Each of these needs its origin established before the code changes hands.","context_why":"A note that does not affect this rating: in Borehole's calibration, this check's notes were usually true but overstated."},{"id":"05.60","band":"adequate","layer":"deterministic","title":"Relicensed: EULA → Apache-2.0 (2017-05-06)","signal":"licence_changes","weight":"corroborating","context":true,"evidence":[{"ref":"decae5659","kind":"commit","path":"LICENSE.md","detail":"EULA from 2016-09-29"},{"ref":"4fe8668fe","kind":"commit","path":"LICENSE.md","detail":"Apache-2.0 from 2017-05-06"}],"observed":{"since":"2017-05-06","latest":"Apache-2.0","weaker":false,"narrowed_at":null,"narrowed_days":null,"licence_versions":2,"source_available":false,"narrowed_recently":false,"unreleased_changes":0},"dimension":"05","rationale":"The root licence changed 1 time(s). Code taken under earlier terms stays under them; check which terms any fork or customer relied on.","context_why":"A note that does not affect this rating: a licence change is a fact for the first screen, and only a narrowing of rights within two years of the surveyed commit costs \"strong\"."}],"signals_run":34,"conclusive_signals":21,"what_a_person_adds":[{"id":"05.38","kind":"H+","where":"The provider's console and audit log","measured":"05.5 found credential-shaped strings in this repository.","question":"Was each one revoked at the provider? 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If this system is in production, nobody learns that it broke from the system itself — they learn it from a customer. That is a reliability finding before it is an observability one."},{"id":"06.2","band":"adequate","layer":"deterministic","title":"No structured logging library is in use","signal":"structured_logging","weight":"corroborating","evidence":[{"ref":"logging-scan","kind":"metric","detail":"C source is not searched: C programs log through printf-style calls unless they take a library, and none of the 10 searched for is referenced"}],"observed":{},"dimension":"06","rationale":"Nothing references a structured logging library. Logs that are written to be read by a person are not searchable by a machine, which means incident response here is proportional to how well someone remembers the codebase rather than to what the tooling can find."},{"id":"06.9","band":"adequate","layer":"deterministic","title":"No error reporter is wired in","signal":"error_reporting","weight":"corroborating","context":true,"evidence":[{"ref":"error reporting","kind":"metric","detail":"no error reporter initialised"}],"observed":{"installed":[],"initialised":0,"config_files":0},"dimension":"06","rationale":"Nothing in the service initialises an error reporter (Sentry, Rollbar, Bugsnag, Honeybadger or an APM agent). An exception in production reaches a person only if someone is reading the logs, which usually means a customer reports it first.","context_why":"A note that does not affect this rating: notes like it are common in well-run projects."},{"id":"06.18","band":"adequate","layer":"deterministic","title":"3 of 3 deployed images carry no version, or `latest`","signal":"deployed_image_floats","weight":"corroborating","context":true,"evidence":[{"ref":"dev-tools/docker-compose.yml","kind":"path","path":"dev-tools/docker-compose.yml","detail":"image without a version","line_end":7,"line_start":7},{"ref":"docker/internal/odbc-fsi-dev/docker-compose.yml","kind":"path","path":"docker/internal/odbc-fsi-dev/docker-compose.yml","detail":"image without a version","line_end":26,"line_start":26},{"ref":"docker/internal/odbc-fsi-dev/docker-compose.yml","kind":"path","path":"docker/internal/odbc-fsi-dev/docker-compose.yml","detail":"image without a version","line_end":34,"line_start":34}],"observed":{"images":3,"floating":3},"dimension":"06","rationale":"3 images in the deployment configuration are named without a version or as `latest`. 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Does your engineering organisation already run C in production, or would this be the first?"},{"id":"07.10","kind":"H+","question":"The bulk of this system sits in ThirdParty/, QueryEngine/, DataMgr/. Which of your existing systems would each of those have to absorb or replace?"},{"id":"07.2","kind":"H+","question":"The repository carries deployment configuration (dev-tools/docker-compose.yml and 8 more). 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