Public recordModerate
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-15 02:41 UTC
cdeust / Cortex
Persistent memory for Claude Code built on computational neuroscience, not just retrieval. 36 cited brain mechanisms consolidate what matters, keep it current as your project evolves, and reconstruct the right context at the right time — a living memory, not a flat RAG. Says "I don't know" when unsure, flags contradictions. Local-first · MCP · MIT.
cdeust/Cortex holds a health index of 68 out of 100, placing it in the Moderate band. It scores highest on Vitality (86/100) and lowest on Security (55/100). It was last updated today. A single contributor accounts for most of its recent work.
68
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.
68
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
ClementPersonal account
26 followers52 public repossince Jan 2013
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 | Tags |
|---|---|---|---|---|---|---|
| PyPI | hypermnesia-mcp | 4.14.1 | 2,447 | 21 | 0 days ago | claude-codecognitive-profilingmcpmemory |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
86
Development activity
76Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 11.8/36 | Commit cadence — 17/52 weeks with commits |
| 18/18 | Commit volume — 1,003 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 1,003 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 17 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 86 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~0.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 86 |
| latest_release_tag | v4.14.1 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0.4 |
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?
60
Popularity & adoption
40At risk
How it's scored
| 29.5/60 | Stars — 67 stars |
| 8.3/25 | Forks — 11 forks |
| 2.7/15 | Watchers — 4 watchers |
Inputs used
| forks | 11 |
| stars | 67 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
86Excellent
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
56Moderate
How it's scored
| 45.2/80 | Monthly downloads — 2,447 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | hypermnesia-mcp |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2,447 |
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?
58
Maintainer resilience (bus factor)
15Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0.2/22.5 | Commit distribution — top contributor authored 99% of commits |
| 5.4/13.5 | Contributor breadth — 4 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 4 |
| top_contributor_share | 0.991 |
How it's scored
| 44.5/46.8 | Issue resolution — 95% of issues closed |
| 35.4/38.3 | PR acceptance — 86/93 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/27 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 86 |
| open_issues | 2 |
| closed_issues | 40 |
| issue_closed_ratio | 0.952 |
| closed_unmerged_prs | 7 |
Ownership & stewardship
56Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 10.3/25 | Owner reach — 26 followers of cdeust |
| 24.6/25 | Track record — 52 public repos, account ~13 yr old |
Inputs used
| followers | 26 |
| owner_type | User |
| is_verified | — |
| owner_login | cdeust |
| public_repos | 52 |
| account_age_days | 4,941 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
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 — 21 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | hypermnesia-mcp |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
77
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 4 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 19 out of 19 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://ai-architect.tools |
| 10/10 | Repository description |
| 10/10 | Topics — 20 topics |
| 0/10 | Wiki |
Inputs used
| topics | agent-memory-system, anthropic, causal-inference, claude, claude-code, claude-code-plugin, cognitive-architecture, cognitive-science, episodic-memory, hopfield-network, llm-memory, long-term-memory, mcp-server, memory, model-context-protocol, neuroscience, persistent-memory, predictive-coding, retrieval-augmented-generation, vector-search |
| has_wiki | no |
| homepage | https://ai-architect.tools |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
55
Security posture
55Moderate
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 |
| 2.5/2.5 | CI-Tests — 19 out of 19 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/27 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 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 — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 1.5/7.5 | Vulnerabilities — 8 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.5 |
Excluded from scoring (no data or not applicable): signed_releases. 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.
67
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — CLAUDE.md |
| 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 | CLAUDE.md |
| agent_instruction_max_bytes | 5,077 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — Makefile, docs/arxiv-thermodynamic/Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — pyrightconfig.json |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile, docs/arxiv-thermodynamic/Makefile |
| has_devcontainer | yes |
| has_linter_config | no |
| typecheck_configs | pyrightconfig.json |
| 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.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (pyrightconfig.json) |
| 54.8/55 | Manageable file sizes — 3/959 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 111,081 |
| source_files_sampled | 959 |
| oversized_source_files | 3 |
Machine-readable interfaces
20Critical
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 0/40 | Runnable examples |
Inputs used
| example_dirs | — |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
67GitHub stars
4contributors
1,003commits, last 12 months
0days since last push
86releases
1bus factor
2open issues
npm, PyPIpackage ecosystems
Data collection warnings
- Could not fetch npm package 'hypermnesia-mcp' from its registry
More detail
OpenSSF Scorecard 5.5 / 10
5.5aggregate
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 |
| 10 | CI-Tests | 19 out of 19 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/27 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 2 | Vulnerabilities | 8 existing vulnerabilities detected |
Direct dependencies 6
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | fastmcp | >=2.0.0 | pyproject.toml |
| PyPI | pydantic | >=2.0.0 | pyproject.toml |
| PyPI | pydantic-settings | >=2.0.0 | pyproject.toml |
| PyPI | numpy | >=1.24.0 | pyproject.toml |
| PyPI | sentence-transformers | >=3.0.0 | pyproject.toml |
| PyPI | flashrank | >=0.2.0 | pyproject.toml |
All dependencies 196
Full resolved dependency set from the GitHub dependency graph: 7 direct and 189 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | fastmcp | 3.2.4 | direct |
| PyPI | flashrank | 0.2.10 | direct |
| PyPI | numpy | 2.4.4 | direct |
| PyPI | numpy | 2.2.6 | direct |
| PyPI | pydantic | 2.13.3 | direct |
| PyPI | pydantic-settings | 2.14.2 | direct |
| PyPI | sentence-transformers | 5.4.1 | direct |
| PyPI | aiofile | 3.9.0 | indirect |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | authlib | 1.7.2 | indirect |
| PyPI | backports-asyncio-runner | 1.2.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | beartype | 0.22.9 | indirect |
| PyPI | cachetools | 7.0.6 | indirect |
| PyPI | caio | 0.9.25 | indirect |
| PyPI | certifi | 2026.2.25 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | 8.3.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | colorcet | 3.2.1 | indirect |
| PyPI | coverage | 7.13.5 | indirect |
| PyPI | cryptography | 48.0.1 | indirect |
| PyPI | cuda-bindings | 13.2.0 | indirect |
| PyPI | cuda-pathfinder | 1.5.3 | indirect |
| PyPI | cuda-toolkit | 13.0.2 | indirect |
| PyPI | cyclopts | 4.10.2 | indirect |
| PyPI | datasets | 4.8.4 | indirect |
| PyPI | datashader | 0.19.0 | indirect |
| PyPI | dill | 0.4.1 | indirect |
| PyPI | dnspython | 2.8.0 | indirect |
| PyPI | docstring-parser | 0.18.0 | indirect |
| PyPI | docutils | 0.22.4 | indirect |
| PyPI | email-validator | 2.3.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | filelock | 3.29.0 | indirect |
| PyPI | flatbuffers | 25.12.19 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | fsspec | 2026.2.0 | indirect |
| PyPI | googleapis-common-protos | 1.75.0 | indirect |
| PyPI | griffelib | 2.0.2 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.4.3 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | huggingface-hub | 1.11.0 | indirect |
| PyPI | hypermnesia-mcp | 4.14.1 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | igraph | 1.0.0 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.1.2 | indirect |
| PyPI | jaraco-functools | 4.4.0 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | joserfc | 1.6.8 | indirect |
| PyPI | jsonref | 1.1.0 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-path | 0.4.5 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | keyring | 25.7.0 | indirect |
| PyPI | leidenalg | 0.12.0 | indirect |
| PyPI | libcst | 1.8.6 | indirect |
| PyPI | linkify-it-py | 2.1.0 | indirect |
| PyPI | llvmlite | 0.47.0 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mcp | 1.27.0 | indirect |
| PyPI | mdit-py-plugins | 0.6.1 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | more-itertools | 11.0.2 | indirect |
| PyPI | mpmath | 1.3.0 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | multipledispatch | 1.0.0 | indirect |
| PyPI | multiprocess | 0.70.19 | indirect |
| PyPI | mutmut | 3.6.0 | indirect |
| PyPI | networkx | 3.6.1 | indirect |
| PyPI | networkx | 3.4.2 | indirect |
| PyPI | numba | 0.65.1 | indirect |
| PyPI | nvidia-cublas | 13.1.0.3 | indirect |
| PyPI | nvidia-cuda-cupti | 13.0.85 | indirect |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | indirect |
| PyPI | nvidia-cuda-runtime | 13.0.96 | indirect |
| PyPI | nvidia-cudnn-cu13 | 9.19.0.56 | indirect |
| PyPI | nvidia-cufft | 12.0.0.61 | indirect |
| PyPI | nvidia-cufile | 1.15.1.6 | indirect |
| PyPI | nvidia-curand | 10.4.0.35 | indirect |
| PyPI | nvidia-cusolver | 12.0.4.66 | indirect |
| PyPI | nvidia-cusparse | 12.6.3.3 | indirect |
| PyPI | nvidia-cusparselt-cu13 | 0.8.0 | indirect |
| PyPI | nvidia-nccl-cu13 | 2.28.9 | indirect |
| PyPI | nvidia-nvjitlink | 13.0.88 | indirect |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | indirect |
| PyPI | nvidia-nvtx | 13.0.85 | indirect |
| PyPI | onnxruntime | 1.24.4 | indirect |
| PyPI | onnxruntime | 1.24.3 | indirect |
| PyPI | openapi-pydantic | 0.5.1 | indirect |
| PyPI | opentelemetry-api | 1.43.0 | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.43.0 | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.43.0 | indirect |
| PyPI | opentelemetry-proto | 1.43.0 | indirect |
| PyPI | opentelemetry-sdk | 1.43.0 | indirect |
| PyPI | opentelemetry-semantic-conventions | 0.64b0 | indirect |
| PyPI | packaging | 26.1 | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pandas | 3.0.2 | indirect |
| PyPI | param | 2.3.3 | indirect |
| PyPI | pathable | 0.5.0 | indirect |
| PyPI | pgvector | 0.4.2 | indirect |
| PyPI | pillow | 12.2.0 | indirect |
| PyPI | platformdirs | 4.9.6 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | propcache | 0.4.1 | indirect |
| PyPI | protobuf | 7.34.1 | indirect |
| PyPI | psycopg | 3.3.3 | indirect |
| PyPI | psycopg-binary | 3.3.3 | indirect |
| PyPI | psycopg-pool | 3.3.0 | indirect |
| PyPI | py-key-value-aio | 0.4.4 | indirect |
| PyPI | pyarrow | 24.0.0 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pyct | 0.6.0 | indirect |
| PyPI | pydantic-core | 2.46.3 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pymupdf | 1.27.2.2 | indirect |
| PyPI | pyperclip | 1.11.0 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-asyncio | 1.3.0 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | pytest-timeout | 2.4.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | python-multipart | 0.0.31 | indirect |
| PyPI | pytz | 2026.1.post1 | indirect |
| PyPI | pywin32 | 311 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyyaml-ft | 8.0.0 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | regex | 2026.4.4 | indirect |
| PyPI | requests | 2.33.1 | indirect |
| PyPI | rich | 15.0.0 | indirect |
| PyPI | rich-rst | 1.3.2 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | safetensors | 0.7.0 | indirect |
| PyPI | scikit-learn | 1.8.0 | indirect |
| PyPI | scikit-learn | 1.7.2 | indirect |
| PyPI | scipy | 1.17.1 | indirect |
| PyPI | scipy | 1.15.3 | indirect |
| PyPI | secretstorage | 3.5.0 | indirect |
| PyPI | setproctitle | 1.3.7 | indirect |
| PyPI | setuptools | 81.0.0 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | sqlite-vec | 0.1.9 | indirect |
| PyPI | sse-starlette | 3.3.4 | indirect |
| PyPI | starlette | 1.3.1 | indirect |
| PyPI | sympy | 1.14.0 | indirect |
| PyPI | texttable | 1.7.0 | indirect |
| PyPI | textual | 8.2.7 | indirect |
| PyPI | threadpoolctl | 3.6.0 | indirect |
| PyPI | tokenizers | 0.22.2 | indirect |
| PyPI | toml | 0.10.2 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | toolz | 1.1.0 | indirect |
| PyPI | torch | 2.11.0 | indirect |
| PyPI | tqdm | 4.67.3 | indirect |
| PyPI | transformers | 5.5.4 | indirect |
| PyPI | tree-sitter | 0.25.2 | indirect |
| PyPI | tree-sitter-language-pack | 1.6.2 | indirect |
| PyPI | triton | 3.6.0 | indirect |
| PyPI | typer | 0.24.1 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2026.1 | indirect |
| PyPI | uc-micro-py | 2.0.0 | indirect |
| PyPI | uncalled-for | 0.3.1 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | uvicorn | 0.45.0 | indirect |
| PyPI | watchfiles | 1.1.1 | indirect |
| PyPI | websockets | 16.0 | indirect |
| PyPI | xarray | 2026.4.0 | indirect |
| PyPI | xarray | 2025.6.1 | indirect |
| PyPI | xxhash | 3.6.0 | indirect |
| PyPI | yarl | 1.23.0 | indirect |
| PyPI | zipp | 3.23.1 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"agent-memory-system",
"anthropic",
"causal-inference",
"claude",
"claude-code",
"claude-code-plugin",
"cognitive-architecture",
"cognitive-science",
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{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "moderate",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 56,
"inputs": {
"packages": [
"hypermnesia-mcp"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 2447
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "2,447 downloads/month across pypi",
"points": 45.2,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 2447,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 58,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 15,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 4,
"top_contributor_share": 0.991
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 99% of commits",
"points": 0.2,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 99
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "4 contributors",
"points": 5.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 4
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"merged_prs": 86,
"open_issues": 2,
"closed_issues": 40,
"issue_closed_ratio": 0.952,
"closed_unmerged_prs": 7
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "95% of issues closed",
"points": 44.5,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 95
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "86/93 decided PRs merged",
"points": 35.4,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 86,
"decided": 93
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/27 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 56,
"inputs": {
"followers": 26,
"owner_type": "User",
"is_verified": null,
"owner_login": "cdeust",
"public_repos": 52,
"account_age_days": 4941
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "26 followers of cdeust",
"points": 10.3,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 26,
"login": "cdeust"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "52 public repos, account ~13 yr old",
"points": 24.6,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 52
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"hypermnesia-mcp"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "21 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 21
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 77,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "19 out of 19 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"agent-memory-system",
"anthropic",
"causal-inference",
"claude",
"claude-code",
"claude-code-plugin",
"cognitive-architecture",
"cognitive-science",
"episodic-memory",
"hopfield-network",
"llm-memory",
"long-term-memory",
"mcp-server",
"memory",
"model-context-protocol",
"neuroscience",
"persistent-memory",
"predictive-coding",
"retrieval-augmented-generation",
"vector-search"
],
"has_wiki": false,
"homepage": "https://ai-architect.tools",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://ai-architect.tools",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 55,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 55,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.5
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "19 out of 19 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/27 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "8 existing vulnerabilities detected",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 3
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 67,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 5077
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile",
"docs/arxiv-thermodynamic/Makefile"
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"has_devcontainer": true,
"has_linter_config": false,
"typecheck_configs": [
"pyrightconfig.json"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, docs/arxiv-thermodynamic/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, docs/arxiv-thermodynamic/Makefile"
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}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "pyrightconfig.json",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "pyrightconfig.json"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "devcontainer, Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 82,
"inputs": {
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"largest_source_bytes": 111081,
"source_files_sampled": 959,
"oversized_source_files": 3
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (pyrightconfig.json)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "pyrightconfig.json",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "3/959 source files over 60KB",
"points": 54.8,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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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."
}
],
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},
"warnings": [
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],
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"license_state": "custom",
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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 v1.13.0, schema v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.