Public recordModerate
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-19 21:38 UTC
apoplexi24 / gpandas
GPandas is a high-performance data analysis and manipulation library for Go, inspired by Python’s popular pandas library.
apoplexi24/gpandas holds a health index of 53 out of 100, placing it in the Moderate band. It scores highest on Vitality (75/100) and lowest on Engineering Quality (40/100). It was last updated 19 days ago. A single contributor accounts for most of its recent work.
53
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.
53
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 52 is calibrated to 53 on the published index scale (record calibration 2026-08-02).
Ownership
Shivanandana SharmaPersonal account
11 followers28 public repossince Feb 2021
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| Go | github.com/apoplexi24/gpandas | v0.5.0 | - | 7 | 19 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
75
Development activity
66Good
How it's scored
| 28.8/36 | Push recency — last push 19 days ago |
| 11.1/36 | Commit cadence — 16/52 weeks with commits |
| 15.7/18 | Commit volume — 55 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 20 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 55 |
| human_commit_share | 0.899 |
| days_since_last_push | 19 |
| active_weeks_last_year | 16 |
Release discipline
88Excellent
How it's scored
| 16.2/27 | Ships releases — 7 version tags (no GitHub releases) |
| 36/36 | Release recency — latest release 19 days ago |
| 27/27 | Release cadence — a release every ~39.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 7 |
| latest_release_tag | v0.5.0 |
| releases_from_tags | yes |
| days_since_latest_release | 19 |
| mean_days_between_releases | 39.7 |
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?
40
Popularity & adoption
36Weak
How it's scored
| 27.1/60 | Stars — 48 stars |
| 5.8/25 | Forks — 6 forks |
| 2.7/15 | Watchers — 4 watchers |
Inputs used
| forks | 6 |
| stars | 48 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
44Weak
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 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?
50
Maintainer resilience (bus factor)
10Critical
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 |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
59Moderate
How it's scored
| 21/42 | Issue resolution — 50% of issues closed |
| 30/30 | PR acceptance — 10/10 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/18 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 10 |
| open_issues | 3 |
| closed_issues | 3 |
| prs_merged_7d | 0 |
| prs_decided_7d | 0 |
| prs_merged_30d | 0 |
| prs_decided_30d | 0 |
| issue_closed_ratio | 0.5 |
| closed_unmerged_prs | 0 |
| 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): Newcomer PR acceptance. Remaining weights renormalized.
Ownership & stewardship
50Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 7.8/25 | Owner reach — 11 followers of apoplexi24 |
| 21.9/25 | Track record — 28 public repos, account ~5 yr old |
Inputs used
| followers | 11 |
| owner_type | User |
| is_verified | — |
| owner_login | apoplexi24 |
| public_repos | 28 |
| account_age_days | 2,052 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on go |
| 35/35 | Publish recency — latest publish 19 days ago |
| 20/20 | Version history — 7 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | github.com/apoplexi24/gpandas |
| ecosystems | go |
| any_deprecated | no |
| min_days_since_publish | 19 |
Engineering Quality
Are baseline engineering and documentation practices in place?
40
Engineering practices
24At Risk
How it's scored
| 0/24 | CI workflows |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 6 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | no |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
65Good
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://gpandas.apoplexi.com |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 0/10 | Wiki |
Inputs used
| topics | data-analysis, data-science, golang-package, pandas |
| has_wiki | no |
| homepage | https://gpandas.apoplexi.com |
| docs_site | https://gpandas.apoplexi.com |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
46
Security posture
35Weak
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 6 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 0/18 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — no data |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 20 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — no data |
| 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 — no data |
| 0/7.5 | Token-Permissions — no data |
| 0/7.5 | Vulnerabilities — 13 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 3.5 |
Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.
Dependency advisories
89Excellent
How it's scored
| 26.6/35 | Direct dependencies free of known advisories — 1 affected: github.com/xuri/excelize/v2 v2.11.0 (unknown) |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 40/40 | No advisories left outstanding — no advisory has been public longer than 90 days |
Inputs used
| source | osv |
| advisories | 16 |
| affected_packages | 7 |
| assessed_packages | 77 |
| unassessed_packages | 0 |
| affected_by_severity | high 1, unknown 6 |
| direct_affected_packages | 1 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 77 resolved dependencies against OSV. 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.
70
Agent context & guidance
37Weak
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 37.2/40 | Legible commit history — 62 of 89 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| llms_txt_url | — |
| legible_history_share | 0.697 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 12.6/18 | One-command bootstrap — go.mod (toolchain convention, no task runner) |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — Go (statically typed) |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 99 |
| 8/8 | Automated maintenance — 10 of the last 99 commits are automated dependency updates |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | go.sum |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0.101 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
Code legibility for models
100Exceptional
How it's scored
| 45/45 | Type-checkable code — Go (statically typed) |
| 55/55 | Manageable file sizes — 0/118 source files over 60KB |
Inputs used
| primary_language | Go |
| largest_source_bytes | 32,203 |
| source_files_sampled | 118 |
| oversized_source_files | 0 |
Machine-readable interfaces
100Exceptional
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software |
| 0/20 | MCP server — not applicable to this kind of software |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
| interfaces_expected_of | — |
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.
Key facts
48GitHub stars
1contributors
55commits, last 12 months
19days since last push
7releases
1bus factor
3open issues
Gopackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 6 ⇿
0Stars
6Forks
2Releases
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.
Major 0Minor 2Patch 0
Each point covers 2 days.
OpenSSF Scorecard 3.5 / 10
3.5aggregate
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 6 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 0/18 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| n/a | Dangerous-Workflow | no workflows found |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 20 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| n/a | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| n/a | Token-Permissions | No tokens found |
| 0 | Vulnerabilities | 13 existing vulnerabilities detected |
Direct dependencies 11
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| Go | github.com/olekukonko/tablewriter | v1.1.2 | go.mod |
| Go | cloud.google.com/go/bigquery | v1.65.0 | go.mod |
| Go | github.com/DATA-DOG/go-sqlmock | v1.5.2 | go.mod |
| Go | github.com/denisenkom/go-mssqldb | v0.12.3 | go.mod |
| Go | github.com/go-echarts/go-echarts/v2 | v2.7.0 | go.mod |
| Go | github.com/joho/godotenv | v1.5.1 | go.mod |
| Go | github.com/leanovate/gopter | v0.2.11 | go.mod |
| Go | github.com/lib/pq | v1.10.9 | go.mod |
| Go | github.com/parquet-go/parquet-go | v0.30.1 | go.mod |
| Go | github.com/xuri/excelize/v2 | v2.11.0 | go.mod |
| Go | google.golang.org/api | v0.211.0 | go.mod |
All dependencies 77
Full resolved dependency set from the GitHub dependency graph: 11 direct and 66 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| Go | cloud.google.com/go/bigquery | v1.65.0 | direct |
| Go | github.com/data-dog/go-sqlmock | v1.5.2 | direct |
| Go | github.com/denisenkom/go-mssqldb | v0.12.3 | direct |
| Go | github.com/go-echarts/go-echarts/v2 | v2.7.0 | direct |
| Go | github.com/joho/godotenv | v1.5.1 | direct |
| Go | github.com/leanovate/gopter | v0.2.11 | direct |
| Go | github.com/lib/pq | v1.10.9 | direct |
| Go | github.com/olekukonko/tablewriter | v1.1.2 | direct |
| Go | github.com/parquet-go/parquet-go | v0.30.1 | direct |
| Go | github.com/xuri/excelize/v2 | v2.11.0 | direct |
| Go | google.golang.org/api | v0.211.0 | direct |
| Go | cloud.google.com/go | v0.116.0 | indirect |
| Go | cloud.google.com/go/auth | v0.12.1 | indirect |
| Go | cloud.google.com/go/auth/oauth2adapt | v0.2.6 | indirect |
| Go | cloud.google.com/go/compute/metadata | v0.9.0 | indirect |
| Go | cloud.google.com/go/iam | v1.2.2 | indirect |
| Go | github.com/andybalholm/brotli | v1.1.1 | indirect |
| Go | github.com/apache/arrow/go/v15 | v15.0.2 | indirect |
| Go | github.com/cespare/xxhash/v2 | v2.3.0 | indirect |
| Go | github.com/clipperhouse/displaywidth | v0.6.0 | indirect |
| Go | github.com/clipperhouse/stringish | v0.1.1 | indirect |
| Go | github.com/clipperhouse/uax29/v2 | v2.3.0 | indirect |
| Go | github.com/fatih/color | v1.15.0 | indirect |
| Go | github.com/felixge/httpsnoop | v1.0.4 | indirect |
| Go | github.com/go-logr/logr | v1.4.3 | indirect |
| Go | github.com/go-logr/stdr | v1.2.2 | indirect |
| Go | github.com/goccy/go-json | v0.10.2 | indirect |
| Go | github.com/golang-sql/civil | v0.0.0-20190719163853-cb61b32ac6fe | indirect |
| Go | github.com/golang-sql/sqlexp | v0.1.0 | indirect |
| Go | github.com/golang/groupcache | v0.0.0-20210331224755-41bb18bfe9da | indirect |
| Go | github.com/google/flatbuffers | v23.5.26+incompatible | indirect |
| Go | github.com/google/s2a-go | v0.1.8 | indirect |
| Go | github.com/google/uuid | v1.6.0 | indirect |
| Go | github.com/googleapis/enterprise-certificate-proxy | v0.3.4 | indirect |
| Go | github.com/googleapis/gax-go/v2 | v2.14.0 | indirect |
| Go | github.com/klauspost/compress | v1.17.9 | indirect |
| Go | github.com/klauspost/cpuid/v2 | v2.2.5 | indirect |
| Go | github.com/mattn/go-colorable | v0.1.13 | indirect |
| Go | github.com/mattn/go-isatty | v0.0.19 | indirect |
| Go | github.com/mattn/go-runewidth | v0.0.19 | indirect |
| Go | github.com/olekukonko/cat | v0.0.0-20250911104152-50322a0618f6 | indirect |
| Go | github.com/olekukonko/errors | v1.1.0 | indirect |
| Go | github.com/olekukonko/ll | v0.1.3 | indirect |
| Go | github.com/parquet-go/bitpack | v1.0.0 | indirect |
| Go | github.com/parquet-go/jsonlite | v1.0.0 | indirect |
| Go | github.com/pierrec/lz4/v4 | v4.1.21 | indirect |
| Go | github.com/richardlehane/mscfb | v1.0.7 | indirect |
| Go | github.com/richardlehane/msoleps | v1.0.6 | indirect |
| Go | github.com/tiendc/go-deepcopy | v1.7.2 | indirect |
| Go | github.com/twpayne/go-geom | v1.6.1 | indirect |
| Go | github.com/xuri/efp | v0.0.1 | indirect |
| Go | github.com/xuri/nfp | v0.0.2-0.20250530014748-2ddeb826f9a9 | indirect |
| Go | github.com/zeebo/xxh3 | v1.0.2 | indirect |
| Go | go.opencensus.io | v0.24.0 | indirect |
| Go | go.opentelemetry.io/auto/sdk | v1.2.1 | indirect |
| Go | go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc | v0.54.0 | indirect |
| Go | go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp | v0.54.0 | indirect |
| Go | go.opentelemetry.io/otel | v1.43.0 | indirect |
| Go | go.opentelemetry.io/otel/metric | v1.43.0 | indirect |
| Go | go.opentelemetry.io/otel/trace | v1.43.0 | indirect |
| Go | golang.org/x/crypto | v0.53.0 | indirect |
| Go | golang.org/x/exp | v0.0.0-20231006140011-7918f672742d | indirect |
| Go | golang.org/x/mod | v0.36.0 | indirect |
| Go | golang.org/x/net | v0.56.0 | indirect |
| Go | golang.org/x/oauth2 | v0.36.0 | indirect |
| Go | golang.org/x/sync | v0.21.0 | indirect |
| Go | golang.org/x/sys | v0.46.0 | indirect |
| Go | golang.org/x/telemetry | v0.0.0-20260508192327-42602be52be6 | indirect |
| Go | golang.org/x/text | v0.38.0 | indirect |
| Go | golang.org/x/time | v0.8.0 | indirect |
| Go | golang.org/x/tools | v0.45.0 | indirect |
| Go | golang.org/x/xerrors | v0.0.0-20240903120638-7835f813f4da | indirect |
| Go | google.golang.org/genproto | v0.0.0-20241118233622-e639e219e697 | indirect |
| Go | google.golang.org/genproto/googleapis/api | v0.0.0-20260414002931-afd174a4e478 | indirect |
| Go | google.golang.org/genproto/googleapis/rpc | v0.0.0-20260414002931-afd174a4e478 | indirect |
| Go | google.golang.org/grpc | v1.82.1 | indirect |
| Go | google.golang.org/protobuf | v1.36.11 | indirect |
Dependency advisories 7
This repository publishes no package the index resolves, so its own dependency graph was assessed — 77 packages, which also include development and test pins that never ship: 7 carry known advisories, of which 1 are direct.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| google.golang.org/grpc | v1.82.1 | indirect | high | 6 | 1.85.0-dev.0.20260825072537-93e31b48545e |
| github.com/xuri/excelize/v2 | v2.11.0 | direct | unknown | 1 | — |
| github.com/klauspost/compress | v1.17.9 | indirect | unknown | 1 | 1.18.7 |
| go.opentelemetry.io/otel | v1.43.0 | indirect | unknown | 1 | 1.44.0 |
| golang.org/x/crypto | v0.53.0 | indirect | unknown | 4 | 0.56.0 |
| golang.org/x/mod | v0.36.0 | indirect | unknown | 2 | 1.27.0-rc.3 |
| golang.org/x/text | v0.38.0 | 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.