Borehole · Risk register · free tier
comet-ml/opik
Free reading: not for reliance
Borehole badge for comet-ml/opik
2e08c8d · 7,739 commits · 12,704 files
Issued 2026-10-23

Nothing significant. Questions worth asking about Security & Reliability Posture, Observability & Operations.

105 checks ran across 6 assessable dimensions. 2 findings are worth checking first. 15 findings, each with evidence. One dimension cannot be assessed without an acquirer.

What the repository says about itself
Worth checking first

Borehole's proprietary scoring is calibrated across hundreds of repositories. Each finding here reads significant, but its check has not yet held up often enough in that calibration to rate significant on its own. If one holds when someone checks it, it is significant.

  • 05.26 59 locked dependencies have published vulnerabilities, 31 high or critical in what ships
  • 05.45 1 workload setting give a container the host
Published under today's rules. The verification code attests to this reading as it was stored. This page differs from it as follows.
  • 1 finding from checks Borehole's calibration found wrong more often than right is no longer published.
strong adequate significant findings not assessable from a repository
Provenance disclosure does not affect any rating
34% of added lines arrived in commits declaring an AI agent as co-author
The surviving-lines measurement was not run on this repository.
45% of lines added in the last 12 months (since 2025-10-23) arrived in AI-declared commits: 1,410/4,451 commits, confidence moderate. Also a floor.
1,479/7,739 commits declaring an agent · Claude, Claude Code, Claude Fable 5 and 24 more
confidence: low
  • 40% of non-merge commits carry any trailer at all
  • low trailer coverage: the convention may not be in consistent use
  • no widespread author/committer date divergence
  • the declared share is neither decisive nor negligible, so the true figure is more sensitive to undeclared work
158,072 lines excluded as lockfiles, vendored or generated.
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.

Architecture & Codebase — including AI provenance

01 · strong · ratings ↑
A note that does not affect this rating
01.6

apps/opik-backend/src/main/java/com/comet/opik/domain/TraceDAO.java is 5,697 lines, 113× this codebase's median file

adequate

The median source file here is 50 lines. 70 files exceed 1,000 lines, the largest being 5,697. 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.

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.

Evidence
line-count apps/opik-backend/src/main/java/com/comet/opik/domain/TraceDAO.java:1 — 5,697 lines (113× median)
line-count apps/opik-backend/src/main/java/com/comet/opik/domain/DatasetItemVersionDAO.java:1 — 4,899 lines (97× median)
line-count sdks/python/src/opik/rest_api/datasets/raw_client.py:1 — 4,524 lines (90× median)
line-count sdks/python/src/opik/rest_api/traces/raw_client.py:1 — 4,521 lines (90× median)
line-count apps/opik-backend/src/main/java/com/comet/opik/domain/SpanDAO.java:1 — 3,761 lines (75× median)
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

Engineering Process & SDLC Maturity

02 · adequate · ratings ↑
02.24

5% of recent commits change more than 2,000 lines

adequate

299 of 5704 commits in the last 24 months changed over 2,000 lines of code, not counting reformatting, renames, vendored or generated code. A change that size is rarely reviewed line by line. Ask how they were reviewed, and what made them that large.

Evidence
git log --numstat 299 commits over 2,000 lines
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

A note that does not affect this rating
02.16

Tests are retried until they pass

adequate

The suite is configured to retry failing tests (.github/workflows/python_backend_e2e_tests.yml). A retry turns a flaky test green without saying why it failed, so a green build means the tests passed eventually. Ask how many retries a typical run needs, and which tests need them.

A note that does not affect this rating: notes like it are common in well-run projects.

Evidence
.github/workflows/python_backend_e2e_tests.yml .github/workflows/python_backend_e2e_tests.yml:122 — test retry
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

Organization & Key-Person Risk

03 · strong · ratings ↑

No finding. 10 checks ran and none fired; the rejection log below says why each did not.

Product & Engineering Maturity

04 · adequate · ratings ↑
04.3

103 direct dependencies in a single manifest

adequate

apps/opik-frontend/package.json declares 103 direct dependencies. Each one is a maintenance obligation, a supply-chain surface and a potential licence question that transfers with the asset. The count says nothing about whether any given dependency was a good choice; it says how many such choices a buyer inherits.

Evidence
direct-dependencies apps/opik-frontend/package.json — 103 declared
direct-dependencies apps/opik-sandbox-executor-python/requirements.txt — 65 declared
direct-dependencies apps/opik-python-backend/requirements.txt — 34 declared
direct-dependencies sdks/typescript/package.json — 26 declared
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

A note that does not affect this rating
04.17

Node.js 20 is past end of life

adequate

The code is pinned to Node.js 20 (end of life 2026-04-30). None of these receives security fixes any more; the first stopped on 2026-04-30. Moving off an unsupported runtime is rarely a one-line change, so a buyer should ask whether the upgrade is planned and what it touches.

A note that does not affect this rating: in Borehole's calibration, this check's notes were usually true but overstated.

Evidence
apps/opik-frontend/Dockerfile apps/opik-frontend/Dockerfile — Node.js 20, end of life 2026-04-30
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

Security & Reliability Posture

05 · adequate · ratings ↑
05.6

1 Dockerfile runs the application as root

adequate

No USER instruction switches away from root, so the process runs with full privileges inside the container. 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.

Evidence
no-USER-instruction apps/opik-python-backend/Dockerfile — runs as root
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

05.26

59 locked dependencies have published vulnerabilities, 31 high or critical in what ships

adequate worth checking first

59 of 1,281 locked dependencies match 153 published advisories in OSV, 71 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.

The check that found this reads significant, but it has not yet held up often enough in Borehole's calibration to rate a finding significant on its own. Opening apps/opik-frontend/package-lock.json and the 1 other file it cites settles it. If it holds when someone checks it, this finding is significant.

Evidence
apps/opik-frontend/package-lock.json apps/opik-frontend/package-lock.json — protobufjs 7.5.4: GHSA-xq3m-2v4x-88gg (critical), fixed in 7.5.5
sdks/typescript/src/opik/configure/pnpm-lock.yaml sdks/typescript/src/opik/configure/pnpm-lock.yaml — axios 1.13.4: GHSA-35jp-ww65-95wh (high), fixed in 1.16.0
sdks/typescript/src/opik/configure/pnpm-lock.yaml sdks/typescript/src/opik/configure/pnpm-lock.yaml — form-data 4.0.5: GHSA-hmw2-7cc7-3qxx (high), fixed in 4.0.6
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

05.45

1 workload setting give a container the host

adequate worth checking first

1 places in the deployment configuration run a container privileged or in the host's network, process or IPC namespace. A compromise of that container is a compromise of the machine, and most acquirers' security reviews block it. Node agents (network, storage, monitoring) are excluded.

The check that found this reads significant, but it has not yet held up often enough in Borehole's calibration to rate a finding significant on its own. Opening deployment/helm_chart/opik/values.yaml:429 settles it. If it holds when someone checks it, this finding is significant.

Evidence
deployment/helm_chart/opik/values.yaml deployment/helm_chart/opik/values.yaml:429 — privileged or host namespace
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

05.49

The production build publishes source maps

adequate

The build configuration emits source maps for production, so the original source, with its comments and structure, is downloadable by every visitor. Upload them to an error tracker and keep them off the public server instead.

Evidence
apps/opik-frontend/vite.config.ts apps/opik-frontend/vite.config.ts:57 — source maps in a production build
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

Notes that do not affect this rating
05.25

2 environment files are committed

adequate

apps/opik-frontend/.env.comet, apps/opik-frontend/.env.production are tracked in git. Environment files are where credentials usually live, and committing one usually means nobody decided how secrets reach the running application. Whatever is in it is in the history for good. Check 05.1 says whether it holds anything credential-shaped.

A note that does not affect this rating: in Borehole's calibration, this check's notes were usually true but overstated.

Evidence
apps/opik-frontend/.env.comet apps/opik-frontend/.env.comet — committed environment file
apps/opik-frontend/.env.production apps/opik-frontend/.env.production — committed environment file
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

05.27

The build runs third-party code it does not pin

adequate

25 third-party CI actions are referenced by a tag or branch rather than a commit, so they run whatever that tag points to on the day. Tags have been moved to malicious commits in real supply-chain attacks, and a piped script is whatever the server returns that minute. Pinning to a commit is the fix, and it is small.

A note that does not affect this rating: notes like it are common in well-run projects.

Evidence
.github/workflows/backend_tests.yml .github/workflows/backend_tests.yml:92 — action pinned by tag
.github/workflows/build_and_publish_sdk.yaml .github/workflows/build_and_publish_sdk.yaml:137 — action pinned by tag
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

05.48

9 places insert HTML from a variable without sanitising it

adequate

9 places set HTML from a value that is neither a literal nor passed through a sanitiser. Where the value can come from a user, that is stored cross-site scripting, and it is the first thing a buyer's security review looks for in a frontend.

A note that does not affect this rating: in Borehole's calibration, this check's notes were usually true but overstated.

Evidence
apps/opik-frontend/src/lib/charts/vega.ts apps/opik-frontend/src/lib/charts/vega.ts:458 — HTML from a variable
apps/opik-frontend/src/shared/InteractiveMermaidDiagram/InteractiveMermaidDiagram.tsx apps/opik-frontend/src/shared/InteractiveMermaidDiagram/InteractiveMermaidDiagram.tsx:99 — HTML from a variable
apps/opik-frontend/src/shared/MermaidDiagram/MermaidDiagram.tsx apps/opik-frontend/src/shared/MermaidDiagram/MermaidDiagram.tsx:19 — HTML from a variable
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

Observability & Operations

06 · adequate · ratings ↑
06.2

No structured logging library is in use

adequate

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.

Evidence
logging-scan searched 11,500 files for 10 structured logging libraries; 0 matched
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

06.35

Sends usage data to stats.comet.com by default

adequate

apps/opik-backend/config.yml sends to stats.comet.com, and apps/opik-backend/config.yml leaves reporting on as shipped. Every installation reports to the vendor unless its operator turns this off. For a buyer running it inside their own product, that is an outbound data flow to a third party: ask what is sent, how often, and whether the buyer's customers were told.

Evidence
apps/opik-backend/config.yml apps/opik-backend/config.yml:1008 — reports to stats.comet.com
apps/opik-backend/config.yml apps/opik-backend/config.yml:1007 — the reporting setting is on by default
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

06.14

Readiness and liveness probes are identical in 2 of 2 workloads

adequate

Both probes call the same endpoint. When a dependency slows down, the liveness probe fails with the readiness probe, so the platform restarts pods that only needed taking out of rotation, and a partial outage becomes a full one. Liveness should ask whether the process is alive; readiness whether it can serve.

Evidence
deployment/helm_chart/opik/values.yaml deployment/helm_chart/opik/values.yaml — same probe endpoint twice
Respond to this finding

Your response is published beside the finding, not instead of it. A finding you can argue with is the point — and a wrong one is calibration data we want.

An owner's response is removed only when it is unlawful, impersonates someone, publishes personal data or a credential, or is not about the finding. Disagreeing with the report is never a reason. To report a response, or to reach us about one, write to takedown@borehole.dev.

Fit with the Acquirer

07 · not assessable · ratings ↑

Not rated: structurally not assessable from a repository. What a person adds here.

Check it on the running system

10 checks against the running system follow from the findings above: what a buyer's engineer will try, how to run it first, and what to have ready. A paid survey of this repository includes them. See the tiers.

A paid survey of a public repository is also reviewed: a language model reads each finding against the code and withdraws only findings it judges the code contradicts, each listed with its reason. The review is a language model's reading of the findings against the code, and it can be wrong. It never adds a finding, never raises a band, and never removes a finding from a proven check or an advisory that affects the surveyed version.

What a person adds

The survey reads what the repository can show. The code cannot settle these questions, and on them this report states nothing. Each says where its answer lives: your own engineer, the company, or an assessor you choose can settle it. Questions marked measured open with something this repository shows.

Architecture & Codebase — including AI provenance

01 · full coverage
  1. measured The tree carries design documentation (apps/opik-documentation/documentation/fern/img/self-host/architecture.drawio and 2 more). Does it match what the team believes today? Ask them to walk through it against the code. Answer lives in: The team01.38
  2. Is the architecture right for the next three years of the product? Answer lives in: Your architects, with the product roadmap01.39
  3. Were the home-grown components reasonable choices when they were made, and are they now? Answer lives in: The team's reasoning at the time01.40

Engineering Process & SDLC Maturity

02 · high coverage
  1. Is review real or a rubber stamp? Comment depth and time to approve need the pull request history. Answer lives in: The code host's pull request data02.32
  2. Is delivery planned and measured, or heroic? Answer lives in: The issue tracker: backlog, sprint history, estimate accuracy02.38
  3. How are incidents run, reviewed and learned from? Answer lives in: Tickets, chat and postmortems02.37

Organization & Key-Person Risk

03 · partial coverage
  1. measured 174 people have committed here. Which of them are you acquiring, and which are you replacing? Answer lives in: The deal terms03.29
  2. Who mentors whom, and would that survive a departure? Answer lives in: The team; review history only suggests candidates03.28
  3. Can the team grow, and who stands behind the top three contributors? Answer lives in: Recruiting data and the org chart03.30
  4. Is the seniority mix sound, and will pay survive your salary bands? Answer lives in: HR data03.31
  5. Is the pace sustainable? Commit times cannot say: git keeps no reliable local time. Answer lives in: Interviews and on-call history03.14
  6. Does the team want to stay after close? Answer lives in: Interviews03.32
  7. How are decisions made and disagreements resolved? Answer lives in: Time with the team03.33

Product & Engineering Maturity

04 · minimal coverage
  1. measured 3,721 commits landed in the last year, against 2,350 the year before (+58%). What drove it: new people, a deadline, or code produced faster than before? Answer lives in: The team04.11
  2. measured Experiment tracking is configured (comet_ml, wandb). Can the model that ships be tied to the run, data and code that produced it? Answer lives in: The ML team and its run history04.34
  3. measured No model card is in the tree. What is the model's intended use, what was it trained on, and where does it fail? Answer lives in: The ML team04.35
  4. Can this team deliver the stated roadmap on the stated timeline? Answer lives in: The data room and the team's record of estimates04.32
  5. Does leadership know about the debt, and is time budgeted to repay it? Answer lives in: Budget and roadmap decisions04.31
  6. Is the engineering shape consistent with the commercial story? Answer lives in: Revenue, customer and churn data04.33

Security & Reliability Posture

05 · partial coverage
  1. measured No threat model is in the tree of what looks like a running service. Does one exist elsewhere, and who owns it? Answer lives in: The security owner05.43
  2. What has actually broken, how often, and how badly? Answer lives in: Ticketing and chat05.41
  3. What did external testing find, and was it fixed? Answer lives in: Reports in the data room05.42
  4. What is the SOC 2, ISO 27001 or GDPR status, and where is the evidence? Answer lives in: Audit reports; policy files in the tree are not evidence05.44

Observability & Operations

06 · partial coverage
  1. measured Backup or restore tooling is in the tree (deployment/helm_chart/opik/templates/clickhouse-backup-cronjob.yaml). Has a restore ever been rehearsed, and how long did it take? Answer lives in: The operations team06.19
  2. measured No alert rule is defined in the repository. Where are alerts defined, who receives them, and when did one last fire? Answer lives in: The alerting tool and the on-call rota06.10
  3. Are the dashboards opened, the alerts acknowledged and the pages answered? Answer lives in: Pager history and dashboard logs06.29
  4. Are the service-level objectives actually met? Answer lives in: Production metrics06.30
  5. Who carries the pager, and how often does it go off? Answer lives in: Pager exports and interviews06.31
  6. What does it cost to run, and how much headroom is there? Answer lives in: Cloud billing and capacity plans06.32

Fit with the Acquirer

07 · none coverage

Not rated: structurally not assessable from a repository.

  1. This is primarily a TypeScript codebase, with Python alongside (25% of source files). Does your engineering organisation already run TypeScript in production, or would this be the first? 07.1
  2. The bulk of this system sits in apps/, sdks/, tests_end_to_end/. Which of your existing systems would each of those have to absorb or replace? 07.10
  3. 34% of added lines came through AI-declared commits. Does your organisation have a policy on inheriting and maintaining that code, and does your engineering team's tooling match how it was produced? 07.9
  4. The repository carries deployment configuration (apps/opik-backend/Dockerfile and 14 more). Does that match your deployment and on-call model, or does it need rehosting first? 07.2
  5. 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?
  6. Which of these systems duplicate yours, and which get retired? Answer lives in: Your architecture07.11
  7. What will integration cost, and in what order? Answer lives in: The engagement07.12
  8. Where does the team land in your organisation, and who reports to whom? Answer lives in: Your org design07.13
  9. Are there earn-outs, retention packages or contractor IP to assign? Answer lives in: Deal terms07.14
  10. Do customer contracts limit hosting, regions or vendors? Answer lives in: Customer contracts07.15

A human assessment is Borehole's own paid service, €12,000+ (total price is determined per engagement; travel billed at cost). It is not independent of this report: the same business produced both. It is a separate contract, with its own scope, terms and reliance.

Embed the badge

Tied to this commit and this date, and it fades after 90 days — an honest badge is one that expires. A repository with significant findings gets a neutral "read" badge rather than a red one: the library is where the range is visible, not someone else's README.

Borehole badge for comet-ml/opik
[![Borehole](/badge/comet-ml/opik.svg "Borehole free reading: not for reliance. See the full report.")](/r/comet-ml/opik/2e08c8d)

If you embed it: link it to the report, remove it if the report is delisted, and do not present it as a certification or an endorsement.

Was this reading useful?
Rejection log — 90 signals that ran and did not fire

Appendix: rejection log — 90 signals that ran and did not fire

Published on purpose. A signal that looked and decided not to fire has told you something, and this is the calibration data behind every threshold above.

Looked, and found nothing — 78

SignalWhat it found
04.hotspot_concentration change is spread across the codebase rather than pooling in a few filesfiles 20,941 · top5 share 0.016
04.debt_markers debt markers are sparsemarkers 156 · per kloc 0.09 · lines read 1,689,702
04.test_growth test effort kept pace with code writtenlate test per code 0.799 · early test per code 0.274
04.churn_trend rework is not rising against new worklate delete per insert 0.485 · early delete per insert 0.31
04.fixes_with_tests fixes usually come with a testfixes 1,461 · share 0.556 · with tests 812
04.fix_share_trend fixing is not crowding out building
04.schema_churn columns, once added, staydropped within 90 days 3 · columns added last year 41
04.compat_layers little code is kept for the old wayshare 0.0 · code files 8,094 · compat files 1
04.dependency_redundancy one library per job, mostly
06.telemetry_presence a telemetry or error-reporting library is referencednote presence only; whether anyone watches it is not visible here · matches 280
06.healthcheck_presence a health or readiness check is defined
06.telemetry_depth the service is visible in more than one way
06.correlation_ids a request can be followed through the logstracing True · request id sites 385
06.error_reporting an error reporter is initialisedinitialised 2 · config files 0
06.deployed_image_floats every deployed image names a versionimages 5 · floating 0
06.single_replica an autoscaler or disruption budget is definedworkloads 1
06.environment_branching environment differences live in configurationsites 7
06.release_markers releases are markedtags last year 6,897 · release commits 7 · changelog commits 70
06.migrate_on_start migrations do not run at container start
03.contributor_concentration no single contributor dominates the last 24 monthsyears 2.1 · window last 24 months · authors 174
03.active_contributors more than one contributor active in the trailing yearall time 174 · active 12mo 136
03.drive_by_contributors an open contributor base, where one-commit contributors are normalauthors 174 · one off share 0.517
03.contributor_attrition no contributor dominates enough for their absence to matterauthors 174 · top share less than a quarter · top contributor last committed within the last three months
03.critical_path_ownership more than one person changes the critical pathsauthors 173
03.second_contributor_attrition the second and third contributors are still active
03.bus_factor_trend the team has not narrowed to one person
03.joiners_and_leavers the team is not shrinkingleft 6 · joined 28 · regular last year 53
02.merge_discipline a meaningful share of recent change carries evidence of reviewmerges 0 · window last 24 months · with tracked 46
02.ci_presence CI configuration is present in the working treecount 89
02.test_presence tests are present in a normal proportion to sourcetests 2,579 · source 10,670 · test ratio 0.242
02.release_cadence tags are presenttags 10,137
02.conventional_commits commit subjects generally carry contentsampled 7,739 · low content share 0.0
02.branch_protection_hints process scaffolding is present in the repository
02.ci_runs_tests CI invokes a test runnerconfigs 89 · with tests 47
02.skipped_tests few tests are switched offfocused 0 · skipped 37 · test files 2,712
02.ci_test_gating no test run in CI is written so that it cannot failconfigs 89
02.revert_share change is rarely undoneshare 0.004 · reverts 23 · recent commits 6,084
02.dependency_update_cadence dependencies move with the codelockfiles 12 · commits since 16 · days since lockfile changed 0
02.lint_in_build a linter or formatter runs in the buildwired 25 · ci configs 89 · product files 8,094
01.burst_import no commit run met both the rate and the net-addition thresholdgap seconds 180 · min add ratio 3.0 · min net added 2,000
01.initial_dump first commit is not a disproportionate share of the codebaseinsertions 0 · share of insertions 0.0
01.message_uniformity commit subjects vary in wording and lengthlength stdev 22.9 · repeat share 0.003
01.revision_depth most files were revisited after they were first writtenfiles seen 8,385 · write once share 0.436
01.duplicated_blocks little shipping code is repeated verbatim across filesshare 0.0221 · product files 8,092 · distinct blocks 496,322
01.swallowed_errors errors are rarely thrown awayloc 1,701,022 · files 47 · per kloc 0.04
01.build_reproducibility every base image names a versionfloating 0 · from lines 9
01.unfinished_migration no language migration is stalled halfway
01.weights_in_git no model weights are committedfiles 0
05.committed_secrets no credential-shaped strings outside test and fixture paths; the only other matches are expired or licence tokens or placeholders, which grant nothingnote the working tree only; the history is 05.5 · patterns 8 · files read 11,500
05.security_guardrails at least one standard guard rail is configured
05.dependency_pinning a lockfile is committed, so builds are reproduciblelockfile True
05.license_present a licence file is presentfound True
05.secrets_in_history no credential-shaped string was ever added outside test and fixture paths; the only other matches are expired or licence tokens or placeholders, which grant nothingpatterns 8 · truncated False · added lines 3,150,089
05.sql_from_strings no SQL is assembled from strings in product codefiles 0 · sites 0 · value interpolated 0
05.shell_from_strings product code does not build shell commands from stringssites 0
05.unsafe_deserialization no code-executing deserialiser in product codesites 0
05.tls_verification_off no TLS verification is switched off in product codefiles 0 · sites 0 · pinned instead 0
05.resource_limits every workload declares limitsworkloads 1 · without limits 0
05.credentials_in_deploy_config deployment configuration references secrets, never holds themfiles 0 · sites 0
05.public_env_secret only publishable values carry a public prefixnames 0 · sites 0 · not secrets 0
05.signing_material no signing keystore or profile is committedfiles 0
05.dataset_provenance little data is committeddata files 1 · licence or card files 0
05.license_copyleft_inherited every licence found in vendored code is permissive or weak-copyleftvendored paths 2
05.license_vendored_unlicensed all 1 vendored components state their terms, in a licence file, their own headers or a notices filecomponents 1 · stated in headers or notices 0
05.license_grant_unclear the licence is recognisable as Apache-2.0class permissive · license Apache-2.0
05.committed_native_libraries no widely used compiled library is committed to the productlibraries 0
04.flags_accumulating few or no feature flags in the historylive 1 · retired 1 · flags seen 2
04.api_versions_coexisting one API version is served, or none
04.deprecations_lingering few deprecations have outlived two yearsolder than two years 0 · files with deprecations 31
04.dependency_churn few dependencies were added and dropped within 60 daysdependencies seen 339 · added in two years 245 · removed within 60 days 14
04.ci_platforms_dropped no platform was dropped from CI in the last two years
04.repository_status the README's first screen states no end, move or freezestatements 0
02.development_elsewhere nothing says development happens elsewhereno pr statements 0 · mirror statements 0 · replayed commit share 0.0
05.licence_changes the root licence has not changed in the history readlicence versions 1 · unreleased changes 0
05.paid_edition no directory carries a separate paid-edition licencedirectories 0
04.releases_stopped releases keep pace with developmentmedian gap days 0.0 · days since last tag 0 · commits last 90 days 1,213
04.release_branch the newest release was cut from the branch surveyedelsewhere 0 · on branch 663 · tags in window 663
03.single_maintainer no file says one person maintains itstatements 0

Could not conclude, or did not apply — 12

Not a clean result. Each says why it could not answer here.

SignalWhy
06.print_logginga frontend: console output is the browser's, not the server's
06.alert_rulesno alert rules in the repository; they may live in a console
06.feature_flagsno feature-flag service; flags may live elsewhere
02.long_lived_branchestoo few merges to judge (squash and rebase leave none)
01.notebook_outputstoo few notebooks
05.outbound_timeoutsnot assessed for TypeScript, the language the product is written in: this check's patterns read other languages only
05.migration_reversibilitytoo few migrations to judge
05.cleartext_trafficnot a mobile app
05.license_manifest_conflictno packaging manifest states a licence
05.project_advisoriesrecord incomplete: no advisory found in the sources that answered; OSV npm opik (an empty record for a package published here), OSV PyPI opik_optimizer (an empty record for a package published here), OSV npm opik (an empty record for a package published here), OSV npm opik-ts (an empty record for a package published here), OSV npm opik-gemini (an empty record for a package published here), OSV npm opik-langchain (an empty record for a package published here), OSV npm opik-openai (an empty record for a package published here), OSV npm opik-otel (an empty record for a package published here), OSV npm opik-vercel (an empty record for a package published here) did not
05.advisory_record1 advisory in the last 24 months, none high or critical, none affecting the surveyed version; the newest on 2026-09-18
05.project_exploitedno affecting advisory is on CISA's Known Exploited list
BOREHOLE READING NOT A CERTIFICATION DEYM-X7VF-EBSA 2026-10-23 · 2E08C8D BOREHOLE.DEV/VERIFY

Anyone can check this report against the authoritative record — click the stamp, or enter DEYM-X7VF-EBSA at borehole.dev/verify.

The code commits to the 106 checks this run performed, the bands they produced, and the commit they were read at. It does not cover checks written since.

Put the mark in your README

The image is wrapped in a link to the verification page, so a reader can check it rather than take it on trust. If you embed it: link it to the report, remove it if the report is delisted, and do not present it as a certification or an endorsement.

[![Borehole reading, not a certification](https://borehole.dev/badge/comet-ml/opik/2e08c8d.svg "Borehole free reading: not for reliance. See the full report.")](https://borehole.dev/verify/DEYMX7VFEBSA?via=badge)

Borehole reading DEYM-X7VF-EBSA, not a certification

Where this scan ran

This scan ran on ordinary cloud infrastructure (cloud-run), not in a hardware-isolated confidential VM. Nothing about it is attested by Google.

What an attested survey proves, and what it does not.

What this scan did with the repository — 7 steps

Written by the steps themselves as they ran, not described afterwards. A hand-written account of a data flow drifts the first time somebody changes the flow and not the account.

AtStepDetail
0.0s read repository metadata from the GitHub API size mb: 824.7authenticated: False
48.0s cloned the repository to a temporary directory depth: full
68.9s read the git history commits: 7739tracked files: 12704
460.9s ran the deterministic checks blame pass: Falseread working tree: False
460.9s recorded where this scan ran attested: Falseenvironment: cloud-run
741.5s kept the facts, never the source, for re-reading under new checks
741.5s deleting the working copy

Total 741.5s ·source content sent off this machine: none · calls to a language model: 0 · the clone was deleted when the survey ended

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).

BOREHOLE 0.7.15 DETERMINISTIC LAYER · NO MODEL CALLSREAD ON BOREHOLE'S SERVER · CLONE DELETED TAKEDOWNCONTRIBUTED TO THIS REPOSITORY? YOUR RIGHTS