Public recordWeak
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-19 02:15 UTC
pteradigm / opentelemetry-inference
OpenTelemetry Inference using KServe v2
pteradigm/opentelemetry-inference holds a health index of 38 out of 100, placing it in the Weak band. It scores highest on AI Readiness (75/100) and lowest on Community & Adoption (24/100). It was last updated 124 days ago. A single contributor accounts for most of its recent work.
38
overall / 100Software 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.
38
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)
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 42 is calibrated to 38 on the published index scale (record calibration 2026-08-02).
Ownership
PteradigmOrganization · verified domain
2 followers4 public repossince Sep 2021
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| Go | github.com/rbellamy/opentelemetry-inferencepoints to another repo — not scored | v1.1.0 | - | 5 | 434 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
32
Development activity
13Critical
How it's scored
| 9.9/36 | Push recency — last push 124 days ago |
| 0.7/36 | Commit cadence — 1/52 weeks with commits |
| 2.7/18 | Commit volume — 1 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
Inputs used
| commits_last_year | 1 |
| human_commit_share | 0.808 |
| days_since_last_push | 124 |
| active_weeks_last_year | 1 |
Release discipline
61Moderate
How it's scored
| 27/27 | Ships releases — 4 releases published |
| 7.2/36 | Release recency — latest release 434 days ago |
| 27/27 | Release cadence — a release every ~0.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 4 |
| latest_release_tag | v1.1.0 |
| releases_from_tags | no |
| days_since_latest_release | 434 |
| mean_days_between_releases | 0.1 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
24
Popularity & adoption
1Critical
How it's scored
| 0/60 | Stars — 0 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 2 watchers |
Inputs used
| forks | 0 |
| stars | 0 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | 0 |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | — |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
33
Maintainer resilience (bus factor)
13Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
22At Risk
How it's scored
| 0/42 | Issue resolution — no issues or no data |
| 10/30 | PR acceptance — 5/15 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/16 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 5 |
| open_issues | 0 |
| closed_issues | 0 |
| prs_merged_7d | 0 |
| prs_decided_7d | 0 |
| prs_merged_30d | 0 |
| prs_decided_30d | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 10 |
| first_time_authors_30d | 0 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 0 |
Excluded from scoring (no data or not applicable): Issue resolution, Newcomer PR acceptance. Remaining weights renormalized.
Ownership & stewardship
68Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 20/20 | Verified domain |
| 3.4/25 | Owner reach — 2 followers of pteradigm |
| 15.1/25 | Track record — 4 public repos, account ~5 yr old |
Inputs used
| followers | 2 |
| owner_type | Organization |
| is_verified | yes |
| owner_login | pteradigm |
| public_repos | 4 |
| account_age_days | 1,831 |
Engineering Quality
Are baseline engineering and documentation practices in place?
68
Engineering practices
64Moderate
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .golangci.yaml |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 5 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| docs_site | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
47
Security posture
45Weak
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 6/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0/2.5 | CI-Tests — 0 out of 5 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/16 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 32 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4.5 |
Dependency advisories
56Moderate
How it's scored
| 9.5/35 | Direct dependencies free of known advisories — 1 affected: google.golang.org/grpc 1.72.0 (critical 9.1) |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 32.6/40 | No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 184 days ago |
Inputs used
| source | osv |
| advisories | 32 |
| affected_packages | 6 |
| assessed_packages | 58 |
| unassessed_packages | 5 |
| affected_by_severity | critical 1, high 1, moderate 2, unknown 2 |
| direct_affected_packages | 1 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 58 resolved dependencies against OSV. 5 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
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.
75
Agent context & guidance
58Moderate
How it's scored
| 18/45 | Agent instructions — CLAUDE.md (stub) |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 20 of 21 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| llms_txt_url | — |
| legible_history_share | 0.952 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 10 |
How it's scored
| 18/18 | One-command bootstrap — Makefile, processor/metricsinferenceprocessor/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .golangci.yaml |
| 11/11 | Static type checking — Go (statically typed) |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 26 |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | go.sum |
| has_dockerfile | yes |
| typed_language | yes |
| bootstrap_files | Makefile, processor/metricsinferenceprocessor/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | go.mod, processor/metricsinferenceprocessor/go.mod |
| dependency_bot_commit_share | 0 |
Code legibility for models
97Exceptional
How it's scored
| 45/45 | Type-checkable code — Go (statically typed) |
| 52.4/55 | Manageable file sizes — 2/43 source files over 60KB |
Inputs used
| primary_language | Go |
| largest_source_bytes | 69,209 |
| source_files_sampled | 43 |
| oversized_source_files | 2 |
Machine-readable interfaces
80Excellent
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — processor/metricsinferenceprocessor/proto/v2/inference.proto |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | processor/metricsinferenceprocessor/proto/v2/inference.proto |
| interfaces_expected_of | network-service |
Key facts
0GitHub stars
1contributors
1commits, last 12 months
124days since last push
4releases
1bus factor
0open issues
Gopackage ecosystems
Data collection warnings
- go package 'github.com/rbellamy/opentelemetry-inference' points at a different repository (https://github.com/rbellamy/opentelemetry-inference); excluded from ecosystem scoring
- Could not fetch go package 'github.com/rbellamy/opentelemetry-inference/processor/metricsinferenceprocessor' from its registry
More detail
OpenSSF Scorecard 4.5 / 10
4.5aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 8 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 0 | CI-Tests | 0 out of 5 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/16 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 32 existing vulnerabilities detected |
Direct dependencies 16
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| Go | github.com/open-telemetry/opentelemetry-collector-contrib/pkg/golden | v0.114.0 | processor/metricsinferenceprocessor/go.mod |
| Go | github.com/open-telemetry/opentelemetry-collector-contrib/pkg/pdatatest | v0.114.0 | processor/metricsinferenceprocessor/go.mod |
| Go | github.com/stretchr/testify | v1.10.0 | processor/metricsinferenceprocessor/go.mod |
| Go | go.opentelemetry.io/collector/component | v1.32.1-0.20250513225039-2c5086381935 | processor/metricsinferenceprocessor/go.mod |
| Go | go.opentelemetry.io/collector/component/componenttest | v0.126.1-0.20250513225039-2c5086381935 | processor/metricsinferenceprocessor/go.mod |
| Go | go.opentelemetry.io/collector/confmap | v1.32.1-0.20250513225039-2c5086381935 | processor/metricsinferenceprocessor/go.mod |
| Go | go.opentelemetry.io/collector/consumer | v1.32.1-0.20250513225039-2c5086381935 | processor/metricsinferenceprocessor/go.mod |
| Go | go.opentelemetry.io/collector/consumer/consumertest | v0.126.1-0.20250513225039-2c5086381935 | processor/metricsinferenceprocessor/go.mod |
| Go | go.opentelemetry.io/collector/featuregate | v1.32.1-0.20250513225039-2c5086381935 | processor/metricsinferenceprocessor/go.mod |
| Go | go.opentelemetry.io/collector/pdata | v1.32.1-0.20250513225039-2c5086381935 | processor/metricsinferenceprocessor/go.mod |
| Go | go.opentelemetry.io/collector/processor | v1.32.1-0.20250513225039-2c5086381935 | processor/metricsinferenceprocessor/go.mod |
| Go | go.opentelemetry.io/collector/processor/processortest | v0.126.1-0.20250513225039-2c5086381935 | processor/metricsinferenceprocessor/go.mod |
| Go | go.uber.org/goleak | v1.3.0 | processor/metricsinferenceprocessor/go.mod |
| Go | go.uber.org/zap | v1.27.0 | processor/metricsinferenceprocessor/go.mod |
| Go | google.golang.org/grpc | v1.72.0 | processor/metricsinferenceprocessor/go.mod |
| Go | google.golang.org/protobuf | v1.36.6 | processor/metricsinferenceprocessor/go.mod |
All dependencies 63
Full resolved dependency set from the GitHub dependency graph: 16 direct and 47 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| Go | github.com/open-telemetry/opentelemetry-collector-contrib/pkg/golden | 0.114.0 | direct |
| Go | github.com/open-telemetry/opentelemetry-collector-contrib/pkg/pdatatest | 0.114.0 | direct |
| Go | github.com/stretchr/testify | 1.10.0 | direct |
| Go | go.opentelemetry.io/collector/component | 1.32.1-0.20250513225039-2c5086381935 | direct |
| Go | go.opentelemetry.io/collector/component/componenttest | 0.126.1-0.20250513225039-2c5086381935 | direct |
| Go | go.opentelemetry.io/collector/confmap | 1.32.1-0.20250513225039-2c5086381935 | direct |
| Go | go.opentelemetry.io/collector/consumer | 1.32.1-0.20250513225039-2c5086381935 | direct |
| Go | go.opentelemetry.io/collector/consumer/consumertest | 0.126.1-0.20250513225039-2c5086381935 | direct |
| Go | go.opentelemetry.io/collector/featuregate | 1.32.1-0.20250513225039-2c5086381935 | direct |
| Go | go.opentelemetry.io/collector/pdata | 1.32.1-0.20250513225039-2c5086381935 | direct |
| Go | go.opentelemetry.io/collector/processor | 1.32.1-0.20250513225039-2c5086381935 | direct |
| Go | go.opentelemetry.io/collector/processor/processortest | 0.126.1-0.20250513225039-2c5086381935 | direct |
| Go | go.uber.org/goleak | 1.3.0 | direct |
| Go | go.uber.org/zap | 1.27.0 | direct |
| Go | google.golang.org/grpc | 1.72.0 | direct |
| Go | google.golang.org/protobuf | 1.36.6 | direct |
| Go | github.com/cespare/xxhash/v2 | 2.3.0 | indirect |
| Go | github.com/davecgh/go-spew | 1.1.1 | indirect |
| Go | github.com/go-logr/logr | 1.4.2 | indirect |
| Go | github.com/go-logr/stdr | 1.2.2 | indirect |
| Go | github.com/go-viper/mapstructure/v2 | 2.2.1 | indirect |
| Go | github.com/gobwas/glob | 0.2.3 | indirect |
| Go | github.com/gogo/protobuf | 1.3.2 | indirect |
| Go | github.com/google/uuid | 1.6.0 | indirect |
| Go | github.com/hashicorp/go-version | 1.7.0 | indirect |
| Go | github.com/json-iterator/go | 1.1.12 | indirect |
| Go | github.com/knadh/koanf/maps | 0.1.2 | indirect |
| Go | github.com/knadh/koanf/providers/confmap | 1.0.0 | indirect |
| Go | github.com/knadh/koanf/v2 | 2.2.0 | indirect |
| Go | github.com/mitchellh/copystructure | 1.2.0 | indirect |
| Go | github.com/mitchellh/reflectwalk | 1.0.2 | indirect |
| Go | github.com/modern-go/concurrent | 0.0.0-20180306012644-bacd9c7ef1dd | indirect |
| Go | github.com/modern-go/reflect2 | 1.0.2 | indirect |
| Go | github.com/open-telemetry/opentelemetry-collector-contrib/pkg/pdatautil | 0.114.0 | indirect |
| Go | github.com/pmezard/go-difflib | 1.0.0 | indirect |
| Go | go.opentelemetry.io/auto/sdk | 1.1.0 | indirect |
| Go | go.opentelemetry.io/collector/component/componentstatus | 0.126.1-0.20250513225039-2c5086381935 | indirect |
| Go | go.opentelemetry.io/collector/consumer/xconsumer | 0.126.1-0.20250513225039-2c5086381935 | indirect |
| Go | go.opentelemetry.io/collector/internal/telemetry | 0.126.1-0.20250513225039-2c5086381935 | indirect |
| Go | go.opentelemetry.io/collector/pdata/pprofile | 0.126.1-0.20250513225039-2c5086381935 | indirect |
| Go | go.opentelemetry.io/collector/pdata/testdata | 0.126.1-0.20250513225039-2c5086381935 | indirect |
| Go | go.opentelemetry.io/collector/pipeline | 0.126.1-0.20250513225039-2c5086381935 | indirect |
| Go | go.opentelemetry.io/collector/processor/xprocessor | 0.126.1-0.20250513225039-2c5086381935 | indirect |
| Go | go.opentelemetry.io/contrib/bridges/otelzap | 0.10.0 | indirect |
| Go | go.opentelemetry.io/otel | 1.35.0 | indirect |
| Go | go.opentelemetry.io/otel/log | 0.11.0 | indirect |
| Go | go.opentelemetry.io/otel/metric | 1.35.0 | indirect |
| Go | go.opentelemetry.io/otel/sdk | 1.35.0 | indirect |
| Go | go.opentelemetry.io/otel/sdk/metric | 1.35.0 | indirect |
| Go | go.opentelemetry.io/otel/trace | 1.35.0 | indirect |
| Go | go.uber.org/multierr | 1.11.0 | indirect |
| Go | golang.org/x/net | 0.39.0 | indirect |
| Go | golang.org/x/sys | 0.32.0 | indirect |
| Go | golang.org/x/text | 0.24.0 | indirect |
| Go | google.golang.org/genproto/googleapis/rpc | 0.0.0-20250218202821-56aae31c358a | indirect |
| Go | gopkg.in/yaml.v3 | 3.0.1 | indirect |
| Go | sigs.k8s.io/yaml | 1.4.0 | indirect |
| PyPI | filterpy | — | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | mlserver | — | indirect |
| PyPI | mlserver | 1.5.0 | indirect |
| PyPI | numpy | — | indirect |
| PyPI | scikit-learn | — | indirect |
Dependency advisories 6
This repository publishes no package the index resolves, so its own dependency graph was assessed — 58 packages, which also include development and test pins that never ship: 6 carry known advisories, of which 1 are direct. 5 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| google.golang.org/grpc | 1.72.0 | direct | critical | 10 | 1.85.0-dev.0.20260825072537-93e31b48545e |
| go.opentelemetry.io/otel/sdk | 1.35.0 | indirect | high | 5 | 1.45.0 |
| github.com/go-viper/mapstructure/v2 | 2.2.1 | indirect | moderate | 4 | 2.4.0 |
| golang.org/x/net | 0.39.0 | indirect | moderate | 11 | 1.27.0-rc.3 |
| golang.org/x/sys | 0.32.0 | indirect | unknown | 1 | 0.44.0 |
| golang.org/x/text | 0.24.0 | indirect | unknown | 1 | 0.39.0 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
Feedback
Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.
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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — Go.