Public record
Software health reportschema 0.11.0 · metrics 2.10.0 · 2026-07-17 14:10 UTC

major7apps / pensyve

Universal memory runtime for AI agents

Rust · PythonCustom license★ 56 stars⑂ 10 forkssince Mar 2026View on GitHub ↗
KindMCP serverLibraryNetwork serviceCommand-line toolhow this is determined

major7apps/pensyve holds a health index of 78 out of 100, placing it in the Good band. It scores highest on AI Readiness (83/100) and lowest on Security (51/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

78
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.

78
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 67 is calibrated to 78 on the published index scale (record calibration 2026-08-02).

Ownership

Major 7 Apps LLCOrganization
12 followers2 public repossince Jun 2024

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
crates.iopensyve-cli2.1.06173 days ago
crates.iopensyve-core2.6.185154 days agoagentsaillmmemoryretrievaldatabasescience
Gogithub.com/major7apps/pensyve/pensyve-gov1.3.2-1074 days ago
crates.iopensyve-mcp-gateway2.1.05173 days ago
crates.iopensyve-mcp-tools2.1.024173 days ago
crates.iopensyve-mcp2.1.07173 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 recencylast push 1 days ago
9/36Commit cadence13/52 weeks with commits
18/18Commit volume661 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year661
human_commit_share
days_since_last_push1
active_weeks_last_year13
How it's scored
27/27Ships releases16 releases published
36/36Release recencylatest release 4 days ago
27/27Release cadencea release every ~9.9 days
0/10OpenSSF Scorecard: Signed-ReleasesProject has not signed or included provenance with any releases.
Inputs used
releases_count16
latest_release_tagv2.6.1
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases9.9

Community & Adoption

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

52Moderate · 17% of overall
How it's scored
28.2/60Stars56 stars
8/25Forks10 forks
1.7/15Watchers3 watchers
Inputs used
forks10
stars56
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
16.9/22.5Licenselicense file present, not a recognized license
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateno
How it's scored
28.1/80Monthly downloads127 downloads/month across crates, go
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packagespensyve-cli, pensyve-core, github.com/major7apps/pensyve/pensyve-go, pensyve-mcp-gateway, pensyve-mcp-tools, pensyve-mcp
dependents
ecosystemscrates, go
total_downloads462
monthly_downloads127
unverified_packages_excluded
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?

62Moderate · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
2.4/22.5Commit distributiontop contributor authored 89% of commits
5.4/13.5Contributor breadth4 contributors
6/10OpenSSF Scorecard: Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.894
How it's scored
42/42Issue resolution100% of issues closed
21.8/30PR acceptance111/153 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
10.5/15OpenSSF Scorecard: Code-ReviewFound 18/24 approved changesets -- score normalized to 7
Inputs used
merged_prs111
open_issues0
closed_issues15
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs42
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 backingorganization-owned
0/20Verified domainverified-domain status not read for this organization
8/25Owner reach12 followers of major7apps
7.6/25Track record2 public repos, account ~2 yr old
Inputs used
followers12
owner_typeOrganization
is_verified
owner_loginmajor7apps
public_repos2
account_age_days751
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable6 package(s) on crates, go
35/35Publish recencylatest publish 4 days ago
20/20Version history15 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagespensyve-cli, pensyve-core, github.com/major7apps/pensyve/pensyve-go, pensyve-mcp-gateway, pensyve-mcp-tools, pensyve-mcp
ecosystemscrates, go
any_deprecatedno
min_days_since_publish4

Engineering Quality

Are baseline engineering and documentation practices in place?

80Excellent · 19% of overall
How it's scored
24/24CI workflows5 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests21 out of 22 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://pensyve.com
10/10Repository description
10/10Topics20 topics
10/10Wiki
Inputs used
topicsagent-memory, ai-agents, embeddings, knowledge-graph, langchain, llm, mcp, mcp-server, memory, python, rag, rust, spaced-repetition, vector-search, anthropic, ai-memory, state-management, context-engineering, ai, openai
has_wikiyes
homepagehttps://pensyve.com
docs_sitehttps://pensyve.com
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

51Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
0/7.5Branch-Protectionbranch protection not enabled on development/release branches
2.2/2.5CI-Tests21 out of 22 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-ReviewFound 18/24 approved changesets -- score normalized to 7
1.5/2.5Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.2/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
0/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0/5SASTSAST tool is not run on all commits -- score normalized to 0
5/5Security-Policysecurity policy file detected
0/7.5Signed-ReleasesProject has not signed or included provenance with any releases.
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities394 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.1

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.

83Excellent · 4% of overall
How it's scored
45/45Agent instructionsAGENTS.md, CLAUDE.md, integrations/codex-plugin/AGENTS.md, integrations/gemini-extension/GEMINI.md, integrations/hermes/AGENTS.md, integrations/openclaw-plugin/AGENTS.md, integrations/opencode-plugin/AGENTS.md, pensyve-ts/CLAUDE.md
15/15Machine-readable docs (llms.txt)llms.txt present
0/40Legible commit historyno data
Inputs used
has_llms_txtyes
llms_txt_url
legible_history_share
agent_instruction_filesAGENTS.md, CLAUDE.md, integrations/codex-plugin/AGENTS.md, integrations/gemini-extension/GEMINI.md, integrations/hermes/AGENTS.md, integrations/openclaw-plugin/AGENTS.md, integrations/opencode-plugin/AGENTS.md, pensyve-ts/CLAUDE.md
agent_instruction_max_bytes18,425
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrapMakefile
22/22Automated tests
0/11Lint / format config
11/11Static type checkingintegrations/langchain-ts/tsconfig.json, integrations/openclaw-plugin/tsconfig.json, integrations/opencode-plugin/tsconfig.json, integrations/vscode/tsconfig.json, pensyve-ts/tsconfig.json
10/10Reproducible environmentDockerfile, lockfile
0/10Demonstrated agent practiceno data
5/8Automated maintenancedependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock, package-lock.json, uv.lock
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile
has_devcontainerno
has_linter_configno
typecheck_configsintegrations/langchain-ts/tsconfig.json, integrations/openclaw-plugin/tsconfig.json, integrations/opencode-plugin/tsconfig.json, integrations/vscode/tsconfig.json, pensyve-ts/tsconfig.json
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
45/45Type-checkable codeRust (statically typed)
53.1/55Manageable file sizes7/203 source files over 60KB
Inputs used
primary_languageRust
largest_source_bytes176,728
source_files_sampled203
oversized_source_files7
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examplesexamples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files
interfaces_expected_ofnetwork-service

Key facts

56GitHub stars
4contributors
661commits, last 12 months
1days since last push
16releases
1bus factor
0open issues
crates.io, Go, npm, PyPIpackage ecosystems

Data collection warnings

  • Could not fetch crates package 'pensyve-loadtest' from its registry
  • Could not fetch crates package 'pensyve-benchmarks' from its registry
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

OpenSSF Scorecard 5.1 / 10
5.1aggregate

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 · 2026-07-17 14:10 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
9CI-Tests21 out of 22 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 18/24 approved changesets -- score normalized to 7
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 9 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
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities394 existing vulnerabilities detected
Direct dependencies 97
RegistryPackageVersion constraintManifest
crates.ioreqwest0.12loadtest/Cargo.toml
crates.iotokio1loadtest/Cargo.toml
crates.ioserde_json1loadtest/Cargo.toml
crates.ioclap4loadtest/Cargo.toml
crates.iopensyve-core2.6.1pensyve-benchmarks/Cargo.toml
crates.iorand0.10pensyve-benchmarks/Cargo.toml
crates.iorand_distr0.6pensyve-benchmarks/Cargo.toml
crates.ioserde1pensyve-benchmarks/Cargo.toml
crates.ioserde_json1pensyve-benchmarks/Cargo.toml
crates.iochrono0.4pensyve-benchmarks/Cargo.toml
crates.iouuid1pensyve-benchmarks/Cargo.toml
crates.iorayon1.10pensyve-benchmarks/Cargo.toml
crates.ioreqwest0.13pensyve-benchmarks/Cargo.toml
crates.iopensyve-core2.6.1pensyve-cli/Cargo.toml
crates.ioclap4pensyve-cli/Cargo.toml
crates.ioserde_json1pensyve-cli/Cargo.toml
crates.iouuid1pensyve-cli/Cargo.toml
crates.iodirs6pensyve-cli/Cargo.toml
crates.iorusqlite0.40pensyve-core/Cargo.toml
crates.iouuid1pensyve-core/Cargo.toml
crates.ioserde1pensyve-core/Cargo.toml
crates.ioserde_json1pensyve-core/Cargo.toml
crates.iochrono0.4pensyve-core/Cargo.toml
crates.iothiserror2pensyve-core/Cargo.toml
crates.iodirs6pensyve-core/Cargo.toml
crates.ioregex1pensyve-core/Cargo.toml
crates.iofastembed^5.13pensyve-core/Cargo.toml
crates.iopetgraph0.8pensyve-core/Cargo.toml
crates.iophf0.13pensyve-core/Cargo.toml
crates.iodashmap6pensyve-core/Cargo.toml
crates.iorayon1.10pensyve-core/Cargo.toml
crates.iotracing0.1pensyve-core/Cargo.toml
crates.ioasync-trait0.1pensyve-core/Cargo.toml
crates.ioreqwest0.12pensyve-core/Cargo.toml
crates.iosqlx-core0.9.0pensyve-core/Cargo.toml
crates.iosqlx-postgres0.9.0pensyve-core/Cargo.toml
crates.iotokio1pensyve-core/Cargo.toml
crates.iotokio-utilpensyve-core/Cargo.toml
crates.iofutures0.3pensyve-core/Cargo.toml
crates.iopensyve-core2.6.1pensyve-mcp-gateway/Cargo.toml
crates.iopensyve-mcp-tools2.6.1pensyve-mcp-gateway/Cargo.toml
crates.iormcp1.7pensyve-mcp-gateway/Cargo.toml
crates.ioaxum0.8pensyve-mcp-gateway/Cargo.toml
crates.iotower-http0.6pensyve-mcp-gateway/Cargo.toml
crates.iotokio1pensyve-mcp-gateway/Cargo.toml
crates.iotower0.5pensyve-mcp-gateway/Cargo.toml
crates.ioserde1pensyve-mcp-gateway/Cargo.toml
crates.ioserde_json1pensyve-mcp-gateway/Cargo.toml
crates.ioschemars1pensyve-mcp-gateway/Cargo.toml
crates.iouuid1pensyve-mcp-gateway/Cargo.toml
crates.ioanyhow1pensyve-mcp-gateway/Cargo.toml
crates.iotracing0.1pensyve-mcp-gateway/Cargo.toml
crates.iotracing-subscriber0.3pensyve-mcp-gateway/Cargo.toml
crates.iosha20.11pensyve-mcp-gateway/Cargo.toml
crates.iohex0.4pensyve-mcp-gateway/Cargo.toml
crates.ioreqwest0.12pensyve-mcp-gateway/Cargo.toml
crates.iodashmap6pensyve-mcp-gateway/Cargo.toml
crates.ioredis1.2pensyve-mcp-gateway/Cargo.toml
crates.iojsonwebtoken10pensyve-mcp-gateway/Cargo.toml
crates.iotokio-util0.7pensyve-mcp-gateway/Cargo.toml
crates.iodirs6pensyve-mcp-gateway/Cargo.toml
crates.iochrono0.4pensyve-mcp-gateway/Cargo.toml
crates.iosqlx-core0.9.0pensyve-mcp-gateway/Cargo.toml
crates.iosqlx-postgres0.9.0pensyve-mcp-gateway/Cargo.toml
crates.iopensyve-core2.6.1pensyve-mcp-tools/Cargo.toml
crates.iormcp1.7pensyve-mcp-tools/Cargo.toml
crates.iotokio1pensyve-mcp-tools/Cargo.toml
crates.iotokio-utilpensyve-mcp-tools/Cargo.toml
crates.ioserde1pensyve-mcp-tools/Cargo.toml
crates.ioserde_json1pensyve-mcp-tools/Cargo.toml
crates.ioschemars1pensyve-mcp-tools/Cargo.toml
crates.iouuid1pensyve-mcp-tools/Cargo.toml
crates.iotracing0.1pensyve-mcp-tools/Cargo.toml
crates.iopensyve-core2.6.1pensyve-mcp/Cargo.toml
crates.iopensyve-mcp-tools2.6.1pensyve-mcp/Cargo.toml
crates.iormcp1.7pensyve-mcp/Cargo.toml
crates.iotokio1pensyve-mcp/Cargo.toml
crates.iouuid1pensyve-mcp/Cargo.toml
crates.iodirs6pensyve-mcp/Cargo.toml
crates.ioanyhow1pensyve-mcp/Cargo.toml
crates.iotracing0.1pensyve-mcp/Cargo.toml
crates.iotracing-subscriber0.3pensyve-mcp/Cargo.toml
crates.iopensyve-core2.6.1pensyve-python/Cargo.toml
crates.iopyo3^0.28.3pensyve-python/Cargo.toml
crates.iouuid1pensyve-python/Cargo.toml
crates.iochrono0.4pensyve-python/Cargo.toml
crates.ioserde_json1pensyve-python/Cargo.toml
crates.iotracing0.1pensyve-python/Cargo.toml
crates.iotracing-subscriber0.3pensyve-python/Cargo.toml
crates.iotokio1pensyve-python/Cargo.toml
crates.iotokio-utilpensyve-python/Cargo.toml
crates.iowasm-bindgen0.2pensyve-wasm/Cargo.toml
crates.ioserde1pensyve-wasm/Cargo.toml
crates.ioserde_json1pensyve-wasm/Cargo.toml
crates.iouuid1pensyve-wasm/Cargo.toml
crates.iochrono0.4pensyve-wasm/Cargo.toml
PyPIhttpx>=0.27pyproject.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

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.

The message is kept through sign-in.

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 v0.11.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticscrates.io, Go.