Public record
Software health reportschema 0.14.0 · metrics 2.10.0 · 2026-07-19 08:00 UTC

dfrostar / neuralmind

Persistent memory for AI coding agents. Your agent learns your codebase the way a senior engineer would — what files go together, what you usually edit next. Works with Claude Code, Cursor, Cline, Continue. 100% local. (Side effect: 40-70× cheaper code questions.)

PythonMIT★ 19 stars⑂ 0 forkssince Apr 2026View on GitHub ↗
KindMCP serverWeb interfaceLibraryhow this is determined
#ai#ai-coding#knowledge-graph#llm#mcp#semantic-search#token-reduction#agent-memory#claude-code#cursor#hebbian-learning#local-first#markov-chain#persistent-memory#synapse-layer#directional-transitions#next-file-prediction#developer-tools#graph-view#obsidian-style

dfrostar/neuralmind holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Engineering Quality (81/100) and lowest on Community & Adoption (50/100). It was last updated today. 2 contributors account for most of its recent work.

77
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.

77
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 66 is calibrated to 77 on the published index scale (record calibration 2026-08-02).

Ownership

dfrostPersonal account
0 followers18 public repossince Dec 2023

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIneuralmind1.0.03,455560 days agoadaptive-recall-depthagent-answerabilityagent-ergonomicsagent-memory-feedback-loopagent-onboardingagent-onboarding-memoryagent-toolsaiai-agentai-coding-agentai-coding-assistantaideranswer-faithfulnessanswerability-benchmarkanswerability-evalanthropicapi-spec-searchassociative-memoryauto-backend-selectionautomated-indexingbackend-parity-gatebash-output-cacheblast-radiusbm25bm25-keyword-searchbranch-isolated-memorybuilt-in-code-graphc-code-intelligencec-cpp-mcpcall-graphchromadbchromadb-alternativechromadb-freechromadb-free-by-defaultchromadb-optionalci-auto-indexclaudeclaude-codeclaude-code-mcpclaude-desktopclaude-token-costclinecline-mcpco-break-detectioncode-graphcode-mcp-comparisoncode-memory-mcpcode-ragcode-rationalecode-retrieval-benchmarkcode-searchcode-understandingcode-visualizationcodebase-indexingcodebase-memory-mcp-alternativecodebase-memory-mcp-benchmarkcodebase-retrieval-testcodebase-searchcommit-rationalecommitted-team-memorycompiler-accurate-call-graphcomplementary-context-toolscompressed-vector-searchcontext-compressioncontext-engineeringcontext-engineering-stackcontext-windowcontinue-devcopilot-alternativecpp-indexingcsharp-code-graphcsharp-code-intelligencecursorcursor-alternativecursor-mcpcve-tree-free-defaultdaemon-first-architecturedecision-provenancedefault-backenddeveloper-productivitydeveloper-toolsdirectional-transitionsdocstring-to-code-retrievaldollar-savingsdotnet-code-searchdry-run-indexingeditor-integrationembeddingsevaluationexact-name-code-searchexplainable-retrievalexplicit-feedbackfable-5faithfulness-deltafaithfulness-evalfeedback-loopforce-directed-graphgeminigithub-action-indexgitnexus-alternativego-code-graphgpt-4graph-viewgraphify-alternativeheadroom-alternativehealth-checkhebbian-learninghybrid-searchimpact-analysisincremental-code-graphincremental-indexingindex-schema-validationinherited-agent-memoryinstall-doctorinstall-mcpintermediate-representationir-migrationjava-code-graphjava-code-intelligencejava-tree-sitterkeyword-vector-hybridknowledge-graphlabel-free-retrieval-evallean-default-installlearned-memory-evallive-code-indexllmllm-cost-optimizationllm-cost-trackingllm-judged-evalllm-toolsload-bearing-span-protectionlocal-daemonlong-contextmcpmcp-auto-detectionmcp-benchmarkmcp-servermcp-setupmemory-export-importmemory-namespacesmock-coveragemodel-context-protocolmulti-language-code-intelligencenative-editor-uxnatural-language-code-search-evalneedle-in-haystackneuralmind-evalneuralmind-impactneuralmind-serveneuralmind-vs-headroomnext-file-predictionnon-code-artifact-indexingobsidian-styleoffline-evalonboarding-liftonnx-embeddingsopenaiopenapi-indexingoutlier-detectionoutput-compressionphp-code-graphphp-code-intelligencephp-tree-sitterpluggable-graph-backendpolyglot-codebase-indexingpolyglot-fixturesponytail-alternativeponytail-headroom-integrationpositive-negative-feedbackposttooluse-hookprecise-call-graphprecision-recall-mrrprompt-compressionprotobuf-indexingragranked-retrieval-metricsrecall-at-kreciprocal-rank-fusionreduce-tokensreduced-cve-surfacerelevance-sidecarrepo-mapreproducible-benchmarkretrieval-debuggingretrieval-feedbackretrieval-qualityretrieval-quality-harnessretrieval-self-proberetrieval-traceretrieval-transport-generationreuse-feedbackreuse-vs-rewritereverse-dependencyreverse-dependency-lookuprrf-mergeruby-code-graphruby-code-intelligenceruby-tree-sitterrust-code-graphrust-code-intelligencerust-tree-sitterschema-artifact-searchscipscip-indexscip-precisionselector-autotuningself-improvement-enginesemantic-code-searchsemantic-searchshareable-agent-memoryskeleton-viewsourcegraph-cody-alternativesql-schema-indexingstructural-code-searchsynapse-layersynapse-recall-evalteam-memoryteam-memory-bundleteam-memory-citest-coverage-gapstoken-cost-benchmarktoken-cost-calculatortoken-optimizationtoken-reductiontoken-savings-dashboardtool-output-compressiontool-output-recoverytree-sittertree-sitter-graph-backendturboquantturbovectypescript-code-graphunified-token-optimizationvector-databasevector-quantizationversioned-index-contractvscode-extensionvscode-pluginwarm-index-cachewatch-mode-reindexzero-dependency-import

Metrics by category

Vitality

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

80Excellent · 21% of overall

Development activity

74Good
How it's scored
36/36Push recency — last push 0 days ago
9.7/36Commit cadence — 14/52 weeks with commits
18/18Commit volume — 594 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year594
human_commit_share—
days_since_last_push0
active_weeks_last_year14

Release discipline

90Excellent
How it's scored
27/27Ships releases — 61 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~0.7 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count61
latest_release_tagv1.0.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.7

Community & Adoption

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

50Moderate · 17% of overall

Popularity & adoption

20At Risk
How it's scored
20.4/60Stars — 19 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars19
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes

Ecosystem adoption (downloads)

59Moderate
How it's scored
47.2/80Monthly downloads — 3,455 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesneuralmind
dependents—
ecosystemspypi
total_downloads—
monthly_downloads3,455
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?

60Moderate · 23% of overall

Maintainer resilience (bus factor)

46Weak
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
11.3/22.5Commit distribution — top contributor authored 50% of commits
6.8/13.5Contributor breadth — 5 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor2
contributors_sampled5
top_contributor_share0.499

Issue & PR responsiveness

75Good
How it's scored
42/42Issue resolution — 100% of issues closed
23/30PR acceptance — 255/333 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/24 approved changesets -- score normalized to 0
Inputs used
merged_prs255
open_issues0
closed_issues37
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio1
closed_unmerged_prs78
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.

Ownership & stewardship

31At Risk
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
0/25Owner reach — 0 followers of dfrostar
14.5/25Track record — 18 public repos, account ~2 yr old
Inputs used
followers0
owner_typeUser
is_verified—
owner_logindfrostar
public_repos18
account_age_days942
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 56 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesneuralmind
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

81Excellent · 19% of overall

Engineering practices

68Good
How it's scored
24/24CI workflows — 15 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
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 site — https://dfrostar.github.io/neuralmind/
10/10Repository description
10/10Topics — 20 topics
10/10Wiki
Inputs used
topicsai, ai-coding, knowledge-graph, llm, mcp, semantic-search, token-reduction, agent-memory, claude-code, cursor, hebbian-learning, local-first, markov-chain, persistent-memory, synapse-layer, directional-transitions, next-file-prediction, developer-tools, graph-view, obsidian-style
has_wikiyes
homepagehttps://dfrostar.github.io/neuralmind/
docs_sitehttps://dfrostar.github.io/neuralmind/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

53Moderate · 16% of overall

Security posture

53Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 7 out of 7 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
0/7.5Code-Review — Found 0/24 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 30 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
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file 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 — 24 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.3

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.

78Good · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt present
0/40Legible commit history — no data
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share—
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes7,582
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

53Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — editors/vscode/tsconfig.json, site/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configseditors/vscode/tsconfig.json, site/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.

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (editors/vscode/tsconfig.json, site/tsconfig.json)
54.1/55Manageable file sizes — 6/362 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes205,399
source_files_sampled362
oversized_source_files6

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — example
Inputs used
example_dirsexample
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

19GitHub stars
5contributors
594commits, last 12 months
0days since last push
61releases
2bus factor
0open issues
npm, PyPIpackage ecosystems

More detail

OpenSSF Scorecard 5.3 / 10
5.3aggregate

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 · 2026-07-19 07:59 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/24 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 30 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
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
Direct dependencies 24
RegistryPackageVersion constraintManifest
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npmnext14.2.21site/package.json
npmreact^18.3.1site/package.json
npmreact-dom^18.3.1site/package.json
All dependencies 152

Full resolved dependency set from the GitHub dependency graph: 28 direct and 124 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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Raw JSON report machine-readable

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