Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-05 19:03 UTC

BetterDB-inc / monitor

Real-time monitoring, slowlog analysis, and audit trails for Valkey and Redis

TypeScript · PythonCustom license★ 1,299 stars⑂ 84 forkssince Dec 2025View on GitHub ↗
KindCommand-line toolNetwork serviceLibraryMCP serverWeb interfacehow this is determined
#metrics#monitoring#obsevability#prometheus#redis#valkey

BetterDB-inc/monitor holds a health index of 87 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (90/100) and lowest on Security (57/100). It was last updated today. A single contributor accounts for most of its recent work.

87
overall / 100
Excellent

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.

87
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 73 is calibrated to 87 on the published index scale (record calibration 2026-08-02).

Ownership

BetterDBOrganization
53 followers5 public repossince Jan 2026

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
npm@betterdb/ai1.0.18825 days agovalkeyredisaillmcachesemantic-cacheretrievalagent-memoryvector-search
npm@betterdb/monitor0.42.02,016541 day agovalkeyredismonitordatabasecliobservability
npm@betterdb/mcp1.5.0524135 days agovalkeyredismcpobservabilitymonitoringdatabaseslowlogcommandloghot-keysanomaly-detectioncluster
npm@betterdb/agent1.6.165952 days ago—
PyPIbetterdb-ai1.0.0-19 days agoagent-memoryaicachellmredisretrievalsemantic-cachevalkeyvector-search
npm@betterdb/retrieval0.6.072744 days agovalkeyredisvalkey-searchvector-searchretrieval
npm@betterdb/agent-cache0.12.01,1931444 days agovalkeyredisagentcachellmopentelemetryprometheuslangchainlanggraph
npm@betterdb/agent-memory0.8.01011044 days agovalkeyredisvalkey-searchagentmemoryllm

Metrics by category

Vitality

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

89Excellent · 21% of overall

Development activity

89Excellent
How it's scored
36/36Push recency — last push 0 days ago
24.9/36Commit cadence — 36/52 weeks with commits
18/18Commit volume — 652 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year652
human_commit_share0.96
days_since_last_push0
active_weeks_last_year36

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~1.7 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv0.42.0
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases1.7

Community & Adoption

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

63Moderate · 17% of overall

Popularity & adoption

75Good
How it's scored
50.5/60Stars — 1,299 stars
16/25Forks — 84 forks
8.9/15Watchers — 41 watchers
Inputs used
forks84
stars1,299
watchers41
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

51Moderate
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges9
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

60Moderate
How it's scored
48/80Monthly downloads — 3,994 downloads/month across npm, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packages@betterdb/ai, @betterdb/monitor, @betterdb/mcp, betterdb-ai, @betterdb/retrieval, @betterdb/agent-cache, @betterdb/agent-memory
dependents—
ecosystemsnpm, pypi
total_downloads—
monthly_downloads3,994
unverified_packages_excluded@betterdb/agent
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?

64Moderate · 23% of overall

Maintainer resilience (bus factor)

34At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
5/22.5Commit distribution — top contributor authored 78% of commits
13.5/13.5Contributor breadth — 11 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled11
top_contributor_share0.778

Issue & PR responsiveness

87Excellent
How it's scored
38.3/42Issue resolution — 91% of issues closed
28.4/30PR acceptance — 334/353 decided PRs merged
13/13Newcomer PR acceptance — 4/4 first-time contributors' PRs merged in 30d
7.5/15OpenSSF Scorecard: Code-Review — Found 16/28 approved changesets -- score normalized to 5
Inputs used
merged_prs334
open_issues5
closed_issues52
prs_merged_7d10
prs_decided_7d10
prs_merged_30d44
prs_decided_30d44
issue_closed_ratio0.912
closed_unmerged_prs19
first_time_authors_30d2
first_time_prs_merged_30d4
first_time_prs_decided_30d4

Ownership & stewardship

49Weak
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
12.5/25Owner reach — 53 followers of BetterDB-inc
6.9/25Track record — 5 public repos, account ~0 yr old
Inputs used
followers53
owner_typeOrganization
is_verifiedno
owner_loginBetterDB-inc
public_repos5
account_age_days234

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 8 package(s) on npm, pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 54 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packages@betterdb/ai, @betterdb/monitor, @betterdb/mcp, @betterdb/agent, betterdb-ai, @betterdb/retrieval, @betterdb/agent-cache, @betterdb/agent-memory
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 20 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.mjs, packages/agent-cache-py/pyproject.toml ([tool.ruff]), packages/agent-memory-py/pyproject.toml ([tool.ruff]), packages/ai-py/pyproject.toml ([tool.ruff]), packages/retrieval-py/pyproject.toml ([tool.ruff]), packages/semantic-cache-py/pyproject.toml ([tool.ruff]), packages/valkey-search-kit-py/pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://betterdb.com
10/10Repository description
10/10Topics — 6 topics
10/10Wiki
Inputs used
topicsmetrics, monitoring, obsevability, prometheus, redis, valkey
has_wikiyes
homepagehttps://betterdb.com
docs_sitehttps://betterdb.com
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

57Moderate · 16% of overall

Security posture

46Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 20 out of 20 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
3.8/7.5Code-Review — Found 16/28 approved changesets -- score normalized to 5
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
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
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 20 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate4.6

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages34
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the npm:@betterdb/monitor@0.42.0 runtime dependency closure — what installing the published package pulls in — 34 packages. 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.

69Good · 4% of overall

Agent context & guidance

55Moderate
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://betterdb.com/llms.txt)
40/40Legible commit history — 87 of 96 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://betterdb.com/llms.txt
legible_history_share0.906
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

72Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — eslint.config.mjs, packages/agent-cache-py/pyproject.toml ([tool.ruff]), packages/agent-memory-py/pyproject.toml ([tool.ruff]), packages/ai-py/pyproject.toml ([tool.ruff]), packages/retrieval-py/pyproject.toml ([tool.ruff]), packages/semantic-cache-py/pyproject.toml ([tool.ruff]), packages/valkey-search-kit-py/pyproject.toml ([tool.ruff])
11/11Static type checking — apps/api/tsconfig.json, apps/web/tsconfig.json, packages/agent-cache/tsconfig.json, packages/agent-memory/tsconfig.json, packages/agent/tsconfig.json, packages/ai/tsconfig.json, packages/cache-benchmark-ts/tsconfig.json, packages/cli/tsconfig.json, packages/mcp/tsconfig.json, packages/retrieval/tsconfig.json, packages/semantic-cache/tsconfig.json, packages/shared/tsconfig.json, packages/valkey-search-kit/tsconfig.json, proprietary/entitlement/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 5 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 4 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, pnpm-lock.yaml, uv.lock
has_dockerfileyes
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsapps/api/tsconfig.json, apps/web/tsconfig.json, packages/agent-cache/tsconfig.json, packages/agent-memory/tsconfig.json, packages/agent/tsconfig.json, packages/ai/tsconfig.json, packages/cache-benchmark-ts/tsconfig.json, packages/cli/tsconfig.json, packages/mcp/tsconfig.json, packages/retrieval/tsconfig.json, packages/semantic-cache/tsconfig.json, packages/shared/tsconfig.json, packages/valkey-search-kit/tsconfig.json, proprietary/entitlement/tsconfig.json
agent_commit_share0.05
toolchain_manifests—
dependency_bot_commit_share0.04

Code legibility for models

99Exceptional
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.4/55Manageable file sizes — 16/1,575 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes235,449
source_files_sampled1,575
oversized_source_files16

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

1,299GitHub stars
11contributors
652commits, last 12 months
0days since last push
100releases
1bus factor
5open issues
npm, PyPI, RubyGemspackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'betterdb-ai' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced

More detail

Star and fork history 0 ★ / 84 ⇿
0Stars
84Forks
100Releases

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.

02040608010084132026-022026-052026-09
Major 0Minor 20Patch 0
OpenSSF Scorecard 4.6 / 10
4.6aggregate

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 · 2026-09-05 19:03 UTC

10Binary-Artifactsno binaries found in the repo
1Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 16/28 approved changesets -- score normalized to 5
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities20 existing vulnerabilities detected
Direct dependencies 151
RegistryPackageVersion constraintManifest
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npm@fastify/swagger-ui^5.2.5apps/api/package.json
npm@lancedb/lancedb^0.23.0apps/api/package.json
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npm@fontsource-variable/inter^5.2.8apps/web/package.json
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npm@tanstack/hotkeys0.8.0apps/web/package.json
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npmwrap-ansi6.2.0indirect
npmwrap-ansi7.0.0indirect
npmwrap-ansi8.1.0indirect
npmwrappy1.0.2indirect
npmwrite-file-atomic4.0.2indirect
npmwrite-file-atomic5.0.1indirect
npmwsl-utils0.3.1indirect
npmxml-naming0.1.0indirect
npmxtend4.0.2indirect
npmy18n5.0.8indirect
npmyallist3.1.1indirect
npmyaml2.9.0indirect
npmyargs17.7.2indirect
npmyargs-parser21.1.1indirect
npmyn3.1.1indirect
npmyocto-queue0.1.0indirect
npmyoctocolors2.1.2indirect
npmyoctocolors-cjs2.1.3indirect
npmzeptomatch2.1.0indirect
npmzod-to-json-schema3.25.2indirect
npmzod-validation-error4.0.2indirect
PyPIaiohappyeyeballs2.6.2indirect
PyPIaiohttp—indirect
PyPIaiohttp3.14.3indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanthropic—indirect
PyPIanyio4.13.0indirect
PyPIasync-timeout5.0.1indirect
PyPIattrs26.1.0indirect
PyPIbackoff2.2.1indirect
PyPIboto3—indirect
PyPIcache-benchmark0.1.0indirect
PyPIcachetools7.1.4indirect
PyPIcertifi2026.5.20indirect
PyPIcertifi2026.6.17indirect
PyPIcharset-normalizer3.4.7indirect
PyPIcharset-normalizer3.4.9indirect
PyPIcolorama0.4.6indirect
PyPIcuda-bindings13.2.0indirect
PyPIcuda-pathfinder1.5.4indirect
PyPIcuda-toolkit13.0.3.0indirect
PyPIdill0.4.1indirect
PyPIdistro1.9.0indirect
PyPIfakeredis—indirect
PyPIfastavro1.12.2indirect
PyPIfilelock3.29.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.2.0indirect
PyPIgreenlet3.5.1indirect
PyPIh110.16.0indirect
PyPIhatchling—indirect
PyPIhf-xet1.5.0indirect
PyPIhttpcore1.0.9indirect
PyPIhuggingface-hub1.16.1indirect
PyPIidna3.16indirect
PyPIidna3.18indirect
PyPIiniconfig2.3.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.15.0indirect
PyPIjoblib1.5.3indirect
PyPIjsonpath-ng1.8.0indirect
PyPIlangchain-core—indirect
PyPIlangchain-openai—indirect
PyPIlanggraph—indirect
PyPIllama-index-core—indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib—indirect
PyPImdurl0.1.2indirect
PyPIml-dtypes0.5.4indirect
PyPImpmath1.3.0indirect
PyPImultidict6.7.1indirect
PyPImultiprocess0.70.19indirect
PyPInetworkx3.6.1indirect
PyPInvidia-cublas13.1.1.3indirect
PyPInvidia-cuda-cupti13.0.85indirect
PyPInvidia-cuda-nvrtc13.0.88indirect
PyPInvidia-cuda-runtime13.0.96indirect
PyPInvidia-cudnn-cu139.20.0.48indirect
PyPInvidia-cufft12.0.0.61indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-cusolver12.0.4.66indirect
PyPInvidia-cusparse12.6.3.3indirect
PyPInvidia-cusparselt-cu130.8.1indirect
PyPInvidia-nccl-cu132.29.7indirect
PyPInvidia-nvjitlink13.0.88indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPIopenai-agents—indirect
PyPIopentelemetry-sdk—indirect
PyPIopentelemetry-sdk1.43.0indirect
PyPIopentelemetry-semantic-conventions0.64b0indirect
PyPIpackaging26.2indirect
PyPIpluggy1.6.0indirect
PyPIpropcache0.5.2indirect
PyPIpsycopg2-binary—indirect
PyPIpyarrow24.0.0indirect
PyPIpydantic-ai-slim—indirect
PyPIpydantic-core2.46.4indirect
PyPIpygments2.20.0indirect
PyPIpytest—indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio—indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv—indirect
PyPIpython-ulid3.1.0indirect
PyPIregex2026.5.9indirect
PyPIrequests2.34.2indirect
PyPIrich15.0.0indirect
PyPIsafetensors0.7.0indirect
PyPIscikit-learn1.8.0indirect
PyPIscipy—indirect
PyPIscipy1.17.1indirect
PyPIsetuptools83.0.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsympy1.14.0indirect
PyPItenacity9.1.4indirect
PyPIthreadpoolctl3.6.0indirect
PyPItokenizers0.22.2indirect
PyPItorch2.13.0indirect
PyPItransformers5.10.1indirect
PyPItriton3.7.1indirect
PyPItyper0.25.1indirect
PyPItypes-requests2.33.0.20260518indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIurllib32.7.0indirect
PyPIxxhash3.7.0indirect
PyPIyarl1.24.2indirect
RubyGemsjekyll—indirect
RubyGemsjust-the-docs—indirect
RubyGemswebrick—indirect
Dependency advisories 0

Installing npm:@betterdb/monitor@0.42.0 pulls in 34 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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.

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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 — npm, PyPI.