Public recordAt risk
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-15 04:19 UTC
NeatLogs / neatlogs
AI agent debugging, collaboration, and trace observability. Built for teams using CrewAI, OpenAI, and more.
NeatLogs/neatlogs holds a health index of 44 out of 100, placing it in the At risk band. It scores highest on Sustainability & Governance (57/100) and lowest on Security (1/100). It was last updated today. 2 contributors account for most of its recent work.
44
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
44
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.
Ownership
neatlogsOrganization
4 followers5 public repossince Feb 2025
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 | Tags |
|---|---|---|---|---|---|---|
| PyPI | neatlogs | 1.4.12 | - | 51 | 0 days ago | llmtrackingmonitoringloggingaimachine-learningobservabilitycollaboration |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
51
Development activity
84Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 21.5/36 | Commit cadence — 31/52 weeks with commits |
| 18/18 | Commit volume — 215 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — no data |
Inputs used
| commits_last_year | 215 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 31 |
Release discipline
1Critical
How it's scored
| 0/27 | Ships releases — no releases published |
| 0/36 | Release recency — no releases |
| 0/27 | Release cadence — no releases |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 0 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
43
Popularity & adoption
36At risk
How it's scored
| 27.4/60 | Stars — 50 stars |
| 8.3/25 | Forks — 11 forks |
| 0/15 | Watchers — 2 watchers |
Inputs used
| forks | 11 |
| stars | 50 |
| 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 (MIT) |
| 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 |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
57
Maintainer resilience (bus factor)
55Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 13.6/22.5 | Commit distribution — top contributor authored 40% of commits |
| 10.8/13.5 | Contributor breadth — 8 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — no data |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 8 |
| top_contributor_share | 0.396 |
Issue & PR responsiveness
38At risk
How it's scored
| 0/46.8 | Issue resolution — 0% of issues closed |
| 31.9/38.3 | PR acceptance — 15/18 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — no data |
Inputs used
| merged_prs | 15 |
| open_issues | 15 |
| closed_issues | 0 |
| issue_closed_ratio | 0 |
| closed_unmerged_prs | 3 |
Ownership & stewardship
44At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 5/25 | Owner reach — 4 followers of neatlogs |
| 8.5/25 | Track record — 5 public repos, account ~1 yr old |
Inputs used
| followers | 4 |
| owner_type | Organization |
| is_verified | — |
| owner_login | neatlogs |
| public_repos | 5 |
| account_age_days | 517 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 51 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | neatlogs |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
56
Engineering practices
60Moderate
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
50Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| 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?
1
Security posture
1Critical
How it's scored
| 0/30 | Security policy (SECURITY.md) |
| 0/25 | Dependabot config |
| 0/25 | Dependency lockfiles — published library — lockfiles are an application concern, not expected |
| 0/20 | CodeQL workflow |
Inputs used
| source | file_signals |
| lockfiles | poetry.lock |
| manifests | pyproject.toml |
| has_codeql_workflow | no |
| has_security_policy | no |
| has_dependabot_config | no |
Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
35
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | poetry.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 54.7/55 | Manageable file sizes — 1/185 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 71,961 |
| source_files_sampled | 185 |
| oversized_source_files | 1 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
50GitHub stars
8contributors
215commits, last 12 months
0days since last push
0releases
2bus factor
15open issues
PyPIpackage ecosystems
Data collection warnings
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- OpenSSF Scorecard timed out after 240s; skipping Scorecard checks
More detail
Direct dependencies 40
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | openinference-instrumentation | >=0.1.27 | pyproject.toml |
| PyPI | openinference-semantic-conventions | >=0.1.13 | pyproject.toml |
| PyPI | opentelemetry-api | >=1.33.1 | pyproject.toml |
| PyPI | opentelemetry-exporter-otlp-proto-http | >=1.33.1 | pyproject.toml |
| PyPI | opentelemetry-sdk | >=1.33.1 | pyproject.toml |
| PyPI | requests | >=2.31.0 | pyproject.toml |
| PyPI | agnost | >=0.1.8,<0.2.0 | pyproject.toml |
| PyPI | opentelemetry-instrumentation | >=0.50b0 | pyproject.toml |
| PyPI | opentelemetry-instrumentation-requests | >=0.50b0 | pyproject.toml |
| PyPI | opentelemetry-instrumentation-httpx | >=0.50b0 | pyproject.toml |
| PyPI | opentelemetry-instrumentation-urllib3 | >=0.50b0 | pyproject.toml |
| PyPI | opentelemetry-instrumentation-aiohttp-client | >=0.50b0 | pyproject.toml |
| PyPI | opentelemetry-instrumentation-threading | >=0.50b0 | pyproject.toml |
| PyPI | opentelemetry-instrumentation-logging | >=0.50b0 | pyproject.toml |
| PyPI | wrapt | >=1.0.0 | pyproject.toml |
| PyPI | httpx | >=0.27.0 | pyproject.toml |
| PyPI | aiohttp | >=3.9.0 | pyproject.toml |
| PyPI | openinference-instrumentation-openai | >=0.1.32 | pyproject.toml |
| PyPI | openinference-instrumentation-anthropic | >=0.1.20 | pyproject.toml |
| PyPI | openinference-instrumentation-langchain | >=0.1.56 | pyproject.toml |
| PyPI | openinference-instrumentation-groq | >=0.1.12 | pyproject.toml |
| PyPI | openinference-instrumentation-litellm | >=0.1.28 | pyproject.toml |
| PyPI | openinference-instrumentation-google-genai | >=0.1.8 | pyproject.toml |
| PyPI | openinference-instrumentation-bedrock | >=0.1.32 | pyproject.toml |
| PyPI | openinference-instrumentation-vertexai | >=0.1.11 | pyproject.toml |
| PyPI | openinference-instrumentation-mistralai | >=1.3.4 | pyproject.toml |
| PyPI | openinference-instrumentation-crewai | >=0.1.17 | pyproject.toml |
| PyPI | openinference-instrumentation-dspy | >=0.1.32 | pyproject.toml |
| PyPI | openinference-instrumentation-agno | >=0.1.25 | pyproject.toml |
| PyPI | openinference-instrumentation-openai-agents | >=1.4.0 | pyproject.toml |
| PyPI | openinference-instrumentation-pydantic-ai | >=0.1.9 | pyproject.toml |
| PyPI | openinference-instrumentation-smolagents | >=0.1.21 | pyproject.toml |
| PyPI | openinference-instrumentation-guardrails | >=0.1.10 | pyproject.toml |
| PyPI | openinference-instrumentation-haystack | >=0.1.29 | pyproject.toml |
| PyPI | openinference-instrumentation-instructor | >=0.1.12 | pyproject.toml |
| PyPI | openinference-instrumentation-mcp | >=1.3.3 | pyproject.toml |
| PyPI | openinference-instrumentation-portkey | >=0.1.7 | pyproject.toml |
| PyPI | openinference-instrumentation-google-adk | >=0.1.8 | pyproject.toml |
| PyPI | openinference-instrumentation-autogen-agentchat | >=0.1.6 | pyproject.toml |
| PyPI | openinference-instrumentation-llama-index | >=4.3.9 | pyproject.toml |
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
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],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"OpenSSF Scorecard timed out after 240s; skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-15T04:19:00.516438Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/NeatLogs/neatlogs.svg",
"full_name": "NeatLogs/neatlogs",
"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 v1.13.0, schema v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.