Public recordExcellent
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-05 16:24 UTC
acidkill / surreal-memory
acidkill/surreal-memory holds a health index of 80 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (88/100) and lowest on Sustainability & Governance (54/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.
80
overall / 100Software 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.
80
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)
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 68 is calibrated to 80 on the published index scale (record calibration 2026-08-02).
Ownership
Toni NowakPersonal account
3 followers26 public repossince Nov 2019
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 | surreal-memory | 3.9.1 | 1,529 | 56 | 1 day ago | agentsaigraphllmmemoryneuralretrieval |
| npm | surrealmemory | 3.9.1 | 6,939 | 94 | 1 day ago | openclawopenclaw-pluginmemorysurrealmemorysurreal-memorysurrealdbai-agentpersistent-memory |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
80
Development activity
73Good
How it's scored
| 36/36 | Push recency — last push 1 days ago |
| 9/36 | Commit cadence — 13/52 weeks with commits |
| 18/18 | Commit volume — 244 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 244 |
| human_commit_share | 1 |
| days_since_last_push | 1 |
| active_weeks_last_year | 13 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 55 releases published |
| 36/36 | Release recency — latest release 1 days ago |
| 27/27 | Release cadence — a release every ~2.3 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 55 |
| latest_release_tag | v3.9.1 |
| releases_from_tags | no |
| days_since_latest_release | 1 |
| mean_days_between_releases | 2.3 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
54
Popularity & adoption
13Critical
How it's scored
| 12.6/60 | Stars — 7 stars |
| 0/25 | Forks — 1 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 1 |
| stars | 7 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 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 |
| readme_badges | 5 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | github.com, shields.io |
| has_pull_request_template | yes |
How it's scored
| 52.4/80 | Monthly downloads — 8,468 downloads/month across npm, pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | surreal-memory, surrealmemory |
| dependents | — |
| ecosystems | npm, pypi |
| total_downloads | — |
| monthly_downloads | 8,468 |
| 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?
54
Maintainer resilience (bus factor)
18Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 4.9/22.5 | Commit distribution — top contributor authored 78% of commits |
| 4.1/13.5 | Contributor breadth — 3 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0.784 |
How it's scored
| 28.4/42 | Issue resolution — 68% of issues closed |
| 28.8/30 | PR acceptance — 164/171 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 3/15 | OpenSSF Scorecard: Code-Review — Found 7/30 approved changesets -- score normalized to 2 |
Inputs used
| merged_prs | 164 |
| open_issues | 10 |
| closed_issues | 21 |
| prs_merged_7d | 6 |
| prs_decided_7d | 6 |
| prs_merged_30d | 28 |
| prs_decided_30d | 29 |
| issue_closed_ratio | 0.677 |
| closed_unmerged_prs | 7 |
| first_time_authors_30d | 0 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 0 |
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
Ownership & stewardship
46Weak
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 4.3/25 | Owner reach — 3 followers of acidkill |
| 22.4/25 | Track record — 26 public repos, account ~6 yr old |
Inputs used
| followers | 3 |
| owner_type | User |
| is_verified | — |
| owner_login | acidkill |
| public_repos | 26 |
| account_age_days | 2,480 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 2 package(s) on npm, pypi |
| 35/35 | Publish recency — latest publish 1 days ago |
| 20/20 | Version history — 94 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | surreal-memory, surrealmemory |
| ecosystems | npm, pypi |
| any_deprecated | no |
| min_days_since_publish | 1 |
Engineering Quality
Are baseline engineering and documentation practices in place?
88
Engineering practices
94Exceptional
How it's scored
| 24/24 | CI workflows — 6 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — eslint.config.js, pyproject.toml ([tool.ruff]) |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 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 | yes |
| has_precommit_config | yes |
Documentation
80Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://github.com/acidkill/surreal-memory/blob/main/docs/getting-started/quickstart.md |
| 0/10 | Repository description |
| 10/10 | Topics — 12 topics |
| 0/10 | Wiki |
Inputs used
| topics | agent-memory, ai-agents, claude-code, cursor, knowledge-graph, mcp, mcp-server, python, rag, surrealdb, temporal, vector-search |
| has_wiki | no |
| homepage | — |
| docs_site | https://github.com/acidkill/surreal-memory/blob/main/docs/getting-started/quickstart.md |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | no |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
58
Security posture
47Weak
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 — 30 out of 30 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 |
| 1.5/7.5 | Code-Review — Found 7/30 approved changesets -- score normalized to 2 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4.7 |
Dependency advisories
100Exceptional
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 23 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:surreal-memory@3.9.1 runtime dependency closure — what installing the published package pulls in — 23 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.
83
Agent context & guidance
85Excellent
How it's scored
| 45/45 | Agent instructions — AGENTS.md, docs/agent-instructions/.cursorrules, docs/agent-instructions/CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| llms_txt_url | — |
| legible_history_share | 1 |
| agent_instruction_files | AGENTS.md, docs/agent-instructions/.cursorrules, docs/agent-instructions/CLAUDE.md |
| agent_instruction_max_bytes | 7,291 |
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — eslint.config.js, pyproject.toml ([tool.ruff]) |
| 11/11 | Static type checking — dashboard/tsconfig.json, integrations/surreal-memory-client/tsconfig.json, integrations/surrealmemory/tsconfig.json, src/surreal_memory/py.typed, sync-hub/tsconfig.json, vscode-extension/test/tsconfig.json, vscode-extension/test/unit/tsconfig.json, vscode-extension/tsconfig.json |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 4/10 | Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | package-lock.json |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | dashboard/tsconfig.json, integrations/surreal-memory-client/tsconfig.json, integrations/surrealmemory/tsconfig.json, src/surreal_memory/py.typed, sync-hub/tsconfig.json, vscode-extension/test/tsconfig.json, vscode-extension/test/unit/tsconfig.json, vscode-extension/tsconfig.json |
| agent_commit_share | 0.02 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
81Excellent
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (dashboard/tsconfig.json, integrations/surreal-memory-client/tsconfig.json, integrations/surrealmemory/tsconfig.json, src/surreal_memory/py.typed, sync-hub/tsconfig.json, vscode-extension/test/tsconfig.json, vscode-extension/test/unit/tsconfig.json, vscode-extension/tsconfig.json) |
| 54.4/55 | Manageable file sizes — 10/904 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 171,472 |
| source_files_sampled | 904 |
| oversized_source_files | 10 |
Machine-readable interfaces
100Exceptional
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | — |
| interfaces_expected_of | — |
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.
Key facts
7GitHub stars
3contributors
244commits, last 12 months
1days since last push
55releases
1bus factor
10open issues
npm, PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- pypi download statistics for 'surreal-memory' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
- pypi download figures for surreal-memory carried forward from the previous scan (stats endpoint unavailable this scan)
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
Star and fork history 0 ★ / 1 ⇿
0Stars
1Forks
29Releases
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.
Major 0Minor 16Patch 13
OpenSSF Scorecard 4.7 / 10
4.7aggregate
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 | 30 out of 30 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 |
| 2 | Code-Review | Found 7/30 approved changesets -- score normalized to 2 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 35
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| npm | @dagrejs/dagre | ^2.0.4 | dashboard/package.json |
| npm | @phosphor-icons/react | ^2.1.10 | dashboard/package.json |
| npm | @radix-ui/react-slider | ^1.4.7 | dashboard/package.json |
| npm | @radix-ui/react-slot | ^1.2.4 | dashboard/package.json |
| npm | @tanstack/react-query | ^5.90.21 | dashboard/package.json |
| npm | @tanstack/react-virtual | ^3.13.19 | dashboard/package.json |
| npm | @xyflow/react | ^12.10.1 | dashboard/package.json |
| npm | 3d-force-graph | ^1.80.0 | dashboard/package.json |
| npm | class-variance-authority | ^0.7.1 | dashboard/package.json |
| npm | clsx | ^2.1.1 | dashboard/package.json |
| npm | cmdk | ^1.1.1 | dashboard/package.json |
| npm | framer-motion | ^12.34.3 | dashboard/package.json |
| npm | i18next | ^25.8.13 | dashboard/package.json |
| npm | i18next-browser-languagedetector | ^8.2.1 | dashboard/package.json |
| npm | react | ^19.2.0 | dashboard/package.json |
| npm | react-dom | ^19.2.0 | dashboard/package.json |
| npm | react-i18next | ^16.5.4 | dashboard/package.json |
| npm | react-router-dom | ^7.13.1 | dashboard/package.json |
| npm | recharts | ^3.7.0 | dashboard/package.json |
| npm | sonner | ^2.0.7 | dashboard/package.json |
| npm | tailwind-merge | ^3.5.0 | dashboard/package.json |
| npm | three | ^0.185.1 | dashboard/package.json |
| npm | vega | ^6.2.0 | dashboard/package.json |
| npm | vega-embed | ^7.1.0 | dashboard/package.json |
| npm | vega-lite | ^6.4.2 | dashboard/package.json |
| npm | zustand | ^5.0.11 | dashboard/package.json |
| PyPI | pydantic | >=2.0 | pyproject.toml |
| PyPI | networkx | >=3.0 | pyproject.toml |
| PyPI | typer | >=0.9.0,<0.26 | pyproject.toml |
| PyPI | aiohttp | >=3.9.1 | pyproject.toml |
| PyPI | rich | >=13.0.0 | pyproject.toml |
| PyPI | typing_extensions | >=4.0 | pyproject.toml |
| npm | hono | ^4.7.0 | sync-hub/package.json |
| npm | cytoscape | ^3.33.1 | vscode-extension/package.json |
| npm | ws | ^8.16.0 | vscode-extension/package.json |
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
Dependency advisories 0
Installing pypi:surreal-memory@3.9.1 pulls in 23 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.
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.
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 — PyPI, npm.