Public record
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-07-31 19:24 UTC

thoughtbot / opentelemetry-instrumentation-ruby_llm

OpenTelemetry instrumentation for RubyLLM. 💬🔭

RubyMIT★ 47 stars⑂ 8 forkssince Feb 2026View on GitHub ↗

thoughtbot/opentelemetry-instrumentation-ruby_llm holds a health index of 69 out of 100, placing it in the Good band. It scores highest on Vitality (80/100) and lowest on AI Readiness (36/100). It was last updated today. A single contributor accounts for most of its recent work.

69
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

69
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 62 is calibrated to 69 on the published index scale (record calibration 2026-08-02).

Ownership

thoughtbot, inc.Organization
891 followers469 public repossince Apr 2008

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
RubyGemsopentelemetry-instrumentation-ruby_llm0.7.1-80 days ago

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

80Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
6.9/36Commit cadence — 10/52 weeks with commits
14.3/18Commit volume — 38 commits in the last year
10/10OpenSSF Scorecard: Maintained — 17 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year38
human_commit_share0.95
days_since_last_push0
active_weeks_last_year10

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 8 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~24.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count8
latest_release_tagv0.7.1
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases24.9
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

52Moderate · 17% of overall
How it's scored
27/60Stars — 47 stars
7/25Forks — 8 forks
0/15Watchers — 0 watchers
Inputs used
forks8
stars47
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingno
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateno
How it's scored
49/80Total downloads — 51,785 downloads all-time across rubygems
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesopentelemetry-instrumentation-ruby_llm
dependents
ecosystemsrubygems
total_downloads51,785
monthly_downloads
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

63Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.7/22.5Commit distribution — top contributor authored 66% of commits
9.5/13.5Contributor breadth — 7 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled7
top_contributor_share0.658
How it's scored
21/42Issue resolution — 50% of issues closed
27.9/30PR acceptance — 27/29 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
6/15OpenSSF Scorecard: Code-Review — Found 13/29 approved changesets -- score normalized to 4
Inputs used
merged_prs27
open_issues2
closed_issues2
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.5
closed_unmerged_prs2
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
21.2/25Owner reach — 891 followers of thoughtbot
25/25Track record — 469 public repos, account ~18 yr old
Inputs used
followers891
owner_typeOrganization
is_verified
owner_loginthoughtbot
public_repos469
account_age_days6,686

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on rubygems
35/35Publish recency — latest publish 0 days ago
20/20Version history — 8 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesopentelemetry-instrumentation-ruby_llm
ecosystemsrubygems
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

65Good · 19% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 21 out of 21 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

60Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 9 topics
10/10Wiki
Inputs used
topicsdistributed-tracing, llm, opentelemetry, opentelemetry-instrumentation, rails, ruby, ruby-llm, telemetry, tracing
has_wikiyes
homepage
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

50Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 21 out of 21 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3/7.5Code-Review — Found 13/29 approved changesets -- score normalized to 4
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 17 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

36Weak · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
29.5/40Legible commit history — 21 of 38 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.553
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
0/10Reproducible environment
10/10Demonstrated agent practice — 4 of the last 40 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0.1
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Ruby without a type-check config
55/55Manageable file sizes — 0/17 source files over 60KB
Inputs used
primary_languageRuby
largest_source_bytes18,636
source_files_sampled17
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — example
Inputs used
example_dirsexample
has_mcp_signalno
api_schema_files

Key facts

47GitHub stars
7contributors
38commits, last 12 months
0days since last push
8releases
1bus factor
2open issues
RubyGemspackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

Star and fork history 0 ★ / 8 ⇿
0Stars
8Forks
4Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

2345678822026-032026-052026-06
Major 0Minor 4Patch 0
OpenSSF Scorecard 5.0 / 10
5.0aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-31 19:24 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests21 out of 21 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
4Code-ReviewFound 13/29 approved changesets -- score normalized to 4
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained17 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 3
RegistryPackageVersion constraintManifest
RubyGemsruby_llmGemfile
RubyGemsopentelemetry-sdkGemfile
RubyGemsopentelemetry-exporter-otlpGemfile
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "distributed-tracing",
        "llm",
        "opentelemetry",
        "opentelemetry-instrumentation",
        "rails",
        "ruby",
        "ruby-llm",
        "telemetry",
        "tracing"
      ],
      "is_fork": false,
      "size_kb": 70,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Ruby": 61631
      },
      "pushed_at": "2026-07-31T19:15:17Z",
      "created_at": "2026-02-03T00:36:50Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-31T19:15:58Z",
      "description": "OpenTelemetry instrumentation for RubyLLM. 💬🔭",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Ruby",
      "significant_languages": [
        "Ruby"
      ]
    },
    "owner": {
      "blog": "https://thoughtbot.com",
      "name": "thoughtbot, inc.",
      "type": "Organization",
      "login": "thoughtbot",
      "company": null,
      "location": null,
      "followers": 891,
      "avatar_url": "https://avatars.githubusercontent.com/u/6183?v=4",
      "created_at": "2008-04-10T18:00:20Z",
      "is_verified": null,
      "public_repos": 469,
      "account_age_days": 6686
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.7.1",
          "kind": "patch",
          "published_at": "2026-07-31T19:18:35Z"
        },
        {
          "tag": "v0.7.0",
          "kind": "minor",
          "published_at": "2026-07-03T22:48:00Z"
        },
        {
          "tag": "v0.6.0",
          "kind": "minor",
          "published_at": "2026-06-05T15:46:23Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2026-05-08T15:59:12Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-04-10T20:20:37Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2026-04-10T14:48:47Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2026-02-07T20:37:08Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2026-02-07T20:27:55Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "96e28017e602085a4467587811b82cb2691fd42f",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 0.7.1",
          "author_name": "Clarissa Borges",
          "author_login": "clarissalimab",
          "committed_at": "2026-07-31T19:14:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa947770cd8d840999f413a38df6fc780cd262c4",
          "body": "Enforce that `@otel_attributes` are always set in the span, so traces will contain the fields even when providers fail to generate a response.\n\nCo-authored-by: Julian Pasquale <jpasquale@fu.do>",
          "is_bot": false,
          "headline": "Ensure OTel attributes are traced when exceptions are raised (#33)",
          "author_name": "Julian Pasquale",
          "author_login": "JulianPasquale",
          "committed_at": "2026-07-31T19:11:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0eb3f82cb71af67c78c32d6e32ac8ff751a66b0e",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 0.7.0",
          "author_name": "Clarissa Borges",
          "author_login": "clarissalimab",
          "committed_at": "2026-07-03T22:44:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c76b72d654c5699f6a7d3da546321cee2fb5dfe1",
          "body": "…(#32)\n\nThis stamps the conversation id on traces by introducing a prepend on\n`RubyLLM::ActiveRecord::ChatMethods#to_llm` that hands the record id to\nthe Chat patch through a dedicated `otel_conversation_id` writer rather\nthan only through manually setting `with_otel_attributes`.\n\n`with_otel_attribu\n[…]\ni.conversation.id`, it wins over the\nautomatic one being introduced.\n\nThe legacy `acts_as` API (where `use_new_acts_as` is set to `false`)\nuses a different module and keeps the documented manual path.",
          "is_bot": false,
          "headline": "Automatically set conversation id on chat spans of persisted records …",
          "author_name": "Clarissa Borges",
          "author_login": "clarissalimab",
          "committed_at": "2026-07-03T22:33:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "95a125607c31de2d7e0de21392454c96cb1df7ac",
          "body": "Every top-level agent `ask` previously produced its own anonymous \"chat\n<model>\" root trace, so a job driving an agent would show up as a pile\nof unnamed traces with no domain grouping and no way to tell which agent\nran.\n\nThis prepends a patch onto RubyLLM::Agent that wraps ask, say, and\ncomplete in\n[…]\n not set, it's\ngoing to show blakn once the agent span becomes the root.\n\n`with_otel_attributtes` forwards to the underlying chat (through\n`to_llm` for records), and is also applied to the agent span.",
          "is_bot": false,
          "headline": "Trace RubyLLM::Agent invocations as invoke_agent root spans",
          "author_name": "Clarissa Borges",
          "author_login": "clarissalimab",
          "committed_at": "2026-07-03T19:18:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "35b2ab628d9adc68623b45276d569346e0993b41",
          "body": "Co-authored-by: Julian Pasquale <jpasquale@fu.do>",
          "is_bot": false,
          "headline": "Document conversation and user tracking via with_otel_attributes (#28)",
          "author_name": "Julian Pasquale",
          "author_login": "JulianPasquale",
          "committed_at": "2026-06-30T13:09:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cad93ceb5cc88e0b9b75bf0f7f1513429609c826",
          "body": "Tool results can be quite large (RAG docs, JSON responses, DB rows), and the current hardcoded limit sometimes truncates important context.\n\nFor evaluation and development, we need access to the full tool output - partial data isn’t enough to properly assess retrieval quality or build reliable eval datasets. Since tools like MLflow, Arize Phoenix, Traceloop, etc support full tool I/O, this limit can be configured instead of hardcoded.",
          "is_bot": false,
          "headline": "Add configurable tool_result_max_length for tool result spans (#30)",
          "author_name": "Andrii Sheredeha",
          "author_login": "sheredega303",
          "committed_at": "2026-06-29T19:08:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7128b1f2ee2e7905716a52d7f739849ec3071606",
          "body": "…#29)\n\n* Capture RubyLLM::Content and RubyLLM::Content::Raw in message spans\n\nCapture structured message content in the input/output message and\nsystem-instruction span attributes, covering both RubyLLM::Content\n(text plus attachments) and RubyLLM::Content::Raw (provider-specific\npayloads). RubyLLM:\n[…]\nnt as readable text instead of `[object Object]`.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Capture RubyLLM::Content and RubyLLM::Content::Raw in message spans (…",
          "author_name": "Edgars Beigarts",
          "author_login": "ebeigarts",
          "committed_at": "2026-06-19T19:20:12Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1ba5066a3b90bab8fdee8da28696b1ae8075d3b1",
          "body": "The test was stubbing an OpenAI response with `cache_write_tokens`, but\nruby_llm's OpenAI provider only extracts that field as of 1.15.0. On\n1.8.0-1.14.1 it hardcodes `cache_creation_tokens` to 0 causing the test\nto fail.\n\nSplit this test into two tests:\n- OpenAI: asserts only `cache_read.input_toke\n[…]\ncreation` since\n  Anthropic has surfaced both since the accessors were added\n\nBoth tests skip on ruby_llm < 1.9.0 where the `cached_tokens` /\n`cache_creation_tokens` Message accessors don't exist yet.",
          "is_bot": false,
          "headline": "Split prompt cache token test by provider (#27)",
          "author_name": "Clarissa Borges",
          "author_login": "clarissalimab",
          "committed_at": "2026-06-05T16:04:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8963700f53b391dc3627f77aacbf1fcc9fce9f98",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 0.6.0",
          "author_name": "Clarissa Borges",
          "author_login": "clarissalimab",
          "committed_at": "2026-06-05T15:44:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09ac45fb352cac86b44a59d80ecc44fe805708d6",
          "body": "Pins testing against two RubyLLM versions in CI so we catch\ncompatibility regressions across the supported range:\n\n- `ruby_llm-1.8.0` is practical minimum at current moment.\n  `RubyLLM::Models.resolve` class-level delegation (added in\n  1.8.0) are referenced by the chat / embedding patches, so anyth\n[…]\n cannot run this gem.\n- `ruby_llm-1-latest` — `~> 1.8`, resolves to the latest 1.x release\n  (currently 1.15.x). Catches breaking changes in newer RubyLLM\n  releases before they surface in production.",
          "is_bot": false,
          "headline": "Add multi-version `ruby_llm` test matrix via Appraisal (#24)",
          "author_name": "Oleksii Leonov",
          "author_login": "oleksii-leonov",
          "committed_at": "2026-06-05T15:40:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "078c557619a7fe9b1a13f30bf086222341fc5b47",
          "body": "Make the requirement explicit via the standard OTel\ninstrumentation pattern: a `compatible` block that returns false when\nthe loaded `ruby_llm` version is below the pin (mirrors what httpx,\nhttp, http_client do in opentelemetry-ruby-contrib).\n\nWhen the block returns false, OpenTelemetry::Instrumenta\n[…]\nwithout\nthe OTel traces (and without a hard crash).\n\nNote: `gem \"rspec-mocks\"` test dependency added to use `stub_const`.\nThis is aligned with other instrumentation gems in opentelemetry-ruby-contrib.",
          "is_bot": false,
          "headline": "Require ruby_llm >= 1.8.0 via OTel `compatible` block (#25)",
          "author_name": "Oleksii Leonov",
          "author_login": "oleksii-leonov",
          "committed_at": "2026-06-05T15:38:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac245ceb78ed791cf82ca6efb3b613d131e24b56",
          "body": "…tool spans (#23)\n\nAdding more tags from OpenTelemetry GenAI semantic conventions\nhttps://opentelemetry.io/docs/specs/semconv/gen-ai/gen-ai-spans/.\n\n`Chat#complete`:\n\n- `gen_ai.request.stream`\n- `gen_ai.usage.cache_read.input_tokens`\n- `gen_ai.usage.cache_creation.input_tokens`\n\n`Chat#execute_tool`:\n\n- `error.type` + record_exception + ERROR status on rescue.\n- `gen_ai.tool.description`",
          "is_bot": false,
          "headline": "Add GenAI semconv attributes for streaming, prompt-cache tokens, and …",
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            "name": "Fuzzing",
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            "band": "good",
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            "notes": [],
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            "inputs": {
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        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 65,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "21 out of 21 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "topics": [
                "distributed-tracing",
                "llm",
                "opentelemetry",
                "opentelemetry-instrumentation",
                "rails",
                "ruby",
                "ruby-llm",
                "telemetry",
                "tracing"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "9 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 50,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 50,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "21 out of 21 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 13/29 approved changesets -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "17 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 8
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "weak",
        "name": "AI Readiness",
        "value": 36,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.553,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "21 of 38 human commits state their intent (structured subject or explanatory body)",
                "points": 29.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 21,
                      "sampled": 38
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.1,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "4 of the last 40 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 4,
                      "sampled": 40
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Ruby",
              "largest_source_bytes": 18636,
              "source_files_sampled": 17,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Ruby without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Ruby"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/17 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 17,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "example",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:rubygems",
          "weight": 6
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-31T19:24:20.483265Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/thoughtbot/opentelemetry-instrumentation-ruby_llm.svg",
  "full_name": "thoughtbot/opentelemetry-instrumentation-ruby_llm",
  "license_state": "standard",
  "license_spdx": "MIT"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.5.0, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsRubyGems.