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Uranid/mnem

https://github.com/Uranid/mnem · scanned 2026-05-14 22:54 UTC (4 weeks, 1 day ago) · 10 languages

112 raw signals (49 security + 63 graph) 65th percentile · Rust · large (100-500K LoC) System graph score 86 (lower by 14)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 weeks, 1 day ago · v1 · 18 actionable findings from 1 signal source. 29 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
75.4
/100
Security checks
65
18 findings
System graph
86
88.9% cov · 0 findings
Critical
1
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-17-v4 calibration-aware
Component Sub-score Weight Contribution
structure_score 60.0 0.15 9.00
security_score 63.2 0.25 15.80
testing_score 80.0 0.20 16.00
documentation_score 100.0 0.15 15.00
practices_score 75.0 0.15 11.25
code_quality 49.0 0.10 4.90
Overall 1.00 71.9
Calibrated penalty buckets (security_score): agent: 1.1 · docker: 33.5 · threat: 10.8
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 1 High 8 Medium 4 Low 1 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 18 System graph 0 Crowd 0 Layer: Software 6 Security 4 Cicd 5 Quality 3

All 822 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
clippy.toml software healthy clippy.toml
rust-toolchain.toml software healthy rust-toolchain.toml
README.zh-CN.md software healthy README.zh-CN.md
deny.toml software healthy deny.toml
Cargo.toml software healthy Cargo.toml
README.md software healthy README.md
README.es.md software healthy README.es.md
rustfmt.toml software healthy rustfmt.toml
CONTRIBUTING.md software healthy CONTRIBUTING.md
Dockerfile software healthy Dockerfile
Makefile software healthy Makefile
CODE_OF_CONDUCT.md software healthy CODE_OF_CONDUCT.md
SECURITY.md software healthy SECURITY.md
CHANGELOG.md software healthy CHANGELOG.md
docker-compose.yml software healthy docker-compose.yml
README.md software healthy benchmarks/README.md
financebench-mempalace-bgelarge.json software healthy benchmarks/results/v0.1.0/json/financebench-mempalace-bgela…
membench-simple-roles.json software healthy benchmarks/results/v0.1.0/json/membench-simple-roles.json
membench-highlevel-movie.json software healthy benchmarks/results/v0.1.0/json/membench-highlevel-movie.json
financebench-mempalace.json software healthy benchmarks/results/v0.1.0/json/financebench-mempalace.json
longmemeval-500q.json software healthy benchmarks/results/v0.1.0/json/longmemeval-500q.json
locomo-session.json software healthy benchmarks/results/v0.1.0/json/locomo-session.json
financebench-bge-large-full.json software healthy benchmarks/results/v0.1.0/json/financebench-bge-large-full.…
convomem-250.json software healthy benchmarks/results/v0.1.0/json/convomem-250.json
financebench-mem0.json software healthy benchmarks/results/v0.1.0/json/financebench-mem0.json
locomo.md software healthy benchmarks/results/analysis/locomo.md
financebench.md software healthy benchmarks/results/analysis/financebench.md
longmemeval.md software healthy benchmarks/results/analysis/longmemeval.md
membench.md software healthy benchmarks/results/analysis/membench.md
convomem.md software healthy benchmarks/results/analysis/convomem.md
methodology.md software healthy benchmarks/results/analysis/methodology.md
compose.yml software healthy benchmarks/harness/compose.yml
run_bench.sh software healthy benchmarks/harness/run_bench.sh
config.toml software healthy benchmarks/harness/config.toml
comparison_table.py software healthy benchmarks/harness/comparison_table.py
financebench_mempalace.py software healthy benchmarks/harness/adapters/financebench_mempalace.py
longmemeval_session.py software healthy benchmarks/harness/adapters/longmemeval_session.py
locomo.py software healthy benchmarks/harness/adapters/locomo.py
financebench_mem0.py software healthy benchmarks/harness/adapters/financebench_mem0.py
financebench_mempalace_bgelarge.py software healthy benchmarks/harness/adapters/financebench_mempalace_bgelarge…
membench.py software healthy benchmarks/harness/adapters/membench.py
financebench.py software healthy benchmarks/harness/adapters/financebench.py
convomem.py software healthy benchmarks/harness/adapters/convomem.py
system-prompt.md software healthy docs/system-prompt.md
README.md software healthy docs/README.md
book.toml software healthy docs/book.toml
SPEC.md software healthy docs/SPEC.md
ROADMAP.md software healthy docs/ROADMAP.md
0.3-to-0.4.md software healthy docs/guide/migrations/0.3-to-0.4.md
0.4-to-0.5.md software healthy docs/guide/migrations/0.4-to-0.5.md

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
benchmarks software healthy benchmarks
results software healthy benchmarks/results
v0.1.0 software healthy benchmarks/results/v0.1.0
json software healthy benchmarks/results/v0.1.0/json
analysis software healthy benchmarks/results/analysis
harness software healthy benchmarks/harness
adapters software healthy benchmarks/harness/adapters
docs software healthy docs
guide software healthy docs/guide
migrations software healthy docs/guide/migrations
features software healthy docs/features
src software healthy docs/src
comparisons software healthy docs/src/comparisons
benchmarks software healthy docs/src/benchmarks
migrations software healthy docs/src/migrations
guides software healthy docs/src/guides
fuzz software healthy fuzz
fuzz_targets software healthy fuzz/fuzz_targets
scripts software healthy scripts
assets software healthy assets
logo software healthy assets/logo
crates software healthy crates
mnem-core-testutils software healthy crates/mnem-core-testutils
src software healthy crates/mnem-core-testutils/src
mnem-ner-providers software healthy crates/mnem-ner-providers
src software healthy crates/mnem-ner-providers/src
mnem-embed-providers software healthy crates/mnem-embed-providers
tests software healthy crates/mnem-embed-providers/tests
src software healthy crates/mnem-embed-providers/src
mnem-mcp software healthy crates/mnem-mcp
tests software healthy crates/mnem-mcp/tests
examples software healthy crates/mnem-mcp/examples
src software healthy crates/mnem-mcp/src
tools software healthy crates/mnem-mcp/src/tools
handlers software healthy crates/mnem-mcp/src/tools/handlers
mnem-bench software healthy crates/mnem-bench
examples software healthy crates/mnem-bench/examples
src software healthy crates/mnem-bench/src
score software healthy crates/mnem-bench/src/score
adapters software healthy crates/mnem-bench/src/adapters
datasets software healthy crates/mnem-bench/src/datasets
xtask software healthy crates/xtask
src software healthy crates/xtask/src
mnem-extract software healthy crates/mnem-extract
tests software healthy crates/mnem-extract/tests
src software healthy crates/mnem-extract/src
mnem-ingest software healthy crates/mnem-ingest
tests software healthy crates/mnem-ingest/tests
src software healthy crates/mnem-ingest/src
mnem-ann software healthy crates/mnem-ann

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
dig software healthy benchmarks/harness/comparison_table.py:59
load_score software healthy benchmarks/harness/comparison_table.py:68
load_latency_ms software healthy benchmarks/harness/comparison_table.py:81
fmt_score software healthy benchmarks/harness/comparison_table.py:113
fmt_delta software healthy benchmarks/harness/comparison_table.py:117
fmt_lat software healthy benchmarks/harness/comparison_table.py:125
main software healthy benchmarks/harness/comparison_table.py:135
parse_args software healthy benchmarks/harness/adapters/financebench_mempalace.py:64
_key_to_source_file software healthy benchmarks/harness/adapters/financebench_mempalace.py:77
_source_file_to_key software healthy benchmarks/harness/adapters/financebench_mempalace.py:81
main software healthy benchmarks/harness/adapters/financebench_mempalace.py:88
parse_args software healthy benchmarks/harness/adapters/longmemeval_session.py:37
hybrid_v4_boost software healthy benchmarks/harness/adapters/longmemeval_session.py:83
llm_rerank software healthy benchmarks/harness/adapters/longmemeval_session.py:116
render_session software healthy benchmarks/harness/adapters/longmemeval_session.py:184
main software healthy benchmarks/harness/adapters/longmemeval_session.py:196
parse_args software healthy benchmarks/harness/adapters/locomo.py:51
iter_sessions software healthy benchmarks/harness/adapters/locomo.py:77
session_of software healthy benchmarks/harness/adapters/locomo.py:90
main software healthy benchmarks/harness/adapters/locomo.py:96
_bm25_scores software healthy benchmarks/harness/adapters/financebench_mem0.py:72
parse_args software healthy benchmarks/harness/adapters/financebench_mem0.py:99
build_memory software healthy benchmarks/harness/adapters/financebench_mem0.py:114
main software healthy benchmarks/harness/adapters/financebench_mem0.py:149
parse_args software healthy benchmarks/harness/adapters/financebench_mempalace_bgelarge…
_key_to_source_file software healthy benchmarks/harness/adapters/financebench_mempalace_bgelarge…
_source_file_to_key software healthy benchmarks/harness/adapters/financebench_mempalace_bgelarge…
main software healthy benchmarks/harness/adapters/financebench_mempalace_bgelarge…
parse_args software healthy benchmarks/harness/adapters/membench.py:58
load_items software healthy benchmarks/harness/adapters/membench.py:88
flatten_turns software healthy benchmarks/harness/adapters/membench.py:113
render_turn software healthy benchmarks/harness/adapters/membench.py:134
main software healthy benchmarks/harness/adapters/membench.py:143
_extract_doc_filter software healthy benchmarks/harness/adapters/financebench.py:125
_doc_name_match_score software healthy benchmarks/harness/adapters/financebench.py:150
expand_query software healthy benchmarks/harness/adapters/financebench.py:254
parse_args software healthy benchmarks/harness/adapters/financebench.py:272
hybrid_boost software healthy benchmarks/harness/adapters/financebench.py:302
main software healthy benchmarks/harness/adapters/financebench.py:338
parse_args software healthy benchmarks/harness/adapters/convomem.py:58
download_evidence_file software healthy benchmarks/harness/adapters/convomem.py:90
discover_files software healthy benchmarks/harness/adapters/convomem.py:104
load_evidence_items software healthy benchmarks/harness/adapters/convomem.py:129
score_item software healthy benchmarks/harness/adapters/convomem.py:151
main software healthy benchmarks/harness/adapters/convomem.py:255
die software healthy scripts/bump-version.py:34
validate_version software healthy scripts/bump-version.py:39
bump_cargo_toml software healthy scripts/bump-version.py:44
bump_cargo_lock software healthy scripts/bump-version.py:60
bump_pyproject software healthy scripts/bump-version.py:77

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
dryrun cicd healthy .github/workflows/publish-dryrun.yml
gather-digests cicd healthy .github/workflows/release-slsa.yml
slsa-provenance cicd healthy .github/workflows/release-slsa.yml
cargo-deny cicd healthy .github/workflows/audit.yml
test cicd healthy .github/workflows/ci.yml
audit cicd healthy .github/workflows/ci.yml
benchmarks-smoke cicd healthy .github/workflows/ci.yml
python-adapters cicd healthy .github/workflows/ci.yml
python-bindings-test cicd healthy .github/workflows/ci.yml
yank-crates cicd healthy .github/workflows/unpublish.yml
yank-pypi cicd healthy .github/workflows/unpublish.yml
delete-docker cicd healthy .github/workflows/unpublish.yml
revert-homebrew cicd healthy .github/workflows/unpublish.yml
revert-scoop cicd healthy .github/workflows/unpublish.yml
winget-remove cicd healthy .github/workflows/unpublish.yml
delete-github-release cicd healthy .github/workflows/unpublish.yml
summary cicd healthy .github/workflows/unpublish.yml
check-translations cicd healthy .github/workflows/translation-sync.yml
rustdoc cicd healthy .github/workflows/docs.yml
build cicd healthy .github/workflows/docs.yml
deploy cicd healthy .github/workflows/docs.yml
bench cicd healthy .github/workflows/bench.yml
test cicd healthy .github/workflows/release.yml
release cicd healthy .github/workflows/release.yml
binaries cicd healthy .github/workflows/release.yml
attest-slsa cicd healthy .github/workflows/release.yml
sign-artifacts cicd healthy .github/workflows/release.yml
publish-crates cicd healthy .github/workflows/release.yml
publish-pypi cicd healthy .github/workflows/release.yml
publish-pypi-upload cicd healthy .github/workflows/release.yml
publish-docker cicd healthy .github/workflows/release.yml
publish-homebrew cicd healthy .github/workflows/release.yml
publish-winget cicd healthy .github/workflows/release.yml
publish-npm cicd healthy .github/workflows/release.yml
publish-pip-cli cicd healthy .github/workflows/release.yml
publish-scoop cicd healthy .github/workflows/release.yml
dual-build-gnu cicd healthy .github/workflows/reproducibility.yml
cross-runner cicd healthy .github/workflows/reproducibility.yml
fuzz cicd healthy .github/workflows/fuzz.yml
badge cicd healthy .github/workflows/fuzz.yml

LabelLayerStatusPath
gha::publish-dryrun cicd healthy .github/workflows/publish-dryrun.yml
gha::release-slsa cicd healthy .github/workflows/release-slsa.yml
gha::audit cicd healthy .github/workflows/audit.yml
gha::ci cicd healthy .github/workflows/ci.yml
gha::unpublish cicd healthy .github/workflows/unpublish.yml
gha::translation-sync cicd healthy .github/workflows/translation-sync.yml
gha::docs cicd healthy .github/workflows/docs.yml
gha::bench cicd healthy .github/workflows/bench.yml
gha::release cicd healthy .github/workflows/release.yml
gha::reproducibility cicd healthy .github/workflows/reproducibility.yml
gha::fuzz cicd healthy .github/workflows/fuzz.yml

LabelLayerStatusPath
DOCKERHUB_USERNAME cicd healthy —
PYPI_API_TOKEN cicd healthy —
CARGO_REGISTRY_TOKEN cicd healthy —
HOMEBREW_GH_TOKEN cicd healthy —
SCOOP_GH_TOKEN cicd healthy —
GIST_TOKEN cicd healthy —
WINGET_GITHUB_TOKEN cicd healthy —
GITHUB_TOKEN cicd healthy —
DOCKERHUB_TOKEN cicd healthy —

LabelLayerStatusPath
auth::.github/workflows/release-slsa.yml security healthy .github/workflows/release-slsa.yml
auth::.github/workflows/unpublish.yml security healthy .github/workflows/unpublish.yml
auth::crates/mnem-cli/src/main.rs security healthy crates/mnem-cli/src/main.rs
auth::crates/mnem-core/src/objects/operation.rs security healthy crates/mnem-core/src/objects/operation.rs
auth::crates/mnem-cli/src/commands/switch.rs security healthy crates/mnem-cli/src/commands/switch.rs
auth::crates/mnem-cli/src/commands/branch.rs security healthy crates/mnem-cli/src/commands/branch.rs
auth::.github/workflows/release.yml security healthy .github/workflows/release.yml
auth::crates/mnem-core/examples/agent_retrieve_under_budget… security healthy crates/mnem-core/examples/agent_retrieve_under_budget.rs

LabelLayerStatusPath
port:9876 network healthy Dockerfile
port:11434 network healthy docker-compose.yml
port:9877 network healthy benchmarks/harness/compose.yml
port:9878 network healthy benchmarks/harness/compose.yml
port:9879 network healthy benchmarks/harness/compose.yml
port:08 network healthy .github/dependabot.yml
port:05 network healthy .github/workflows/fuzz.yml

LabelLayerStatusPath
image::Dockerfile hardware healthy Dockerfile
mnem-http hardware healthy docker-compose.yml
ollama hardware healthy docker-compose.yml
mnem-bench-1 hardware healthy benchmarks/harness/compose.yml
mnem-bench-2 hardware healthy benchmarks/harness/compose.yml
mnem-bench-3 hardware healthy benchmarks/harness/compose.yml
mnem-bench-4 hardware healthy benchmarks/harness/compose.yml

LabelLayerStatusPath
MnemSearchTool software healthy crates/mnem-py/python/pymnem/crewai.py:46
MnemRetriever software healthy crates/mnem-py/python/pymnem/langchain.py:52

LabelLayerStatusPath
repobility-clone-hrr2upea software healthy /tmp/repobility-clone-hrr2upea

LabelLayerStatusPath
127.0.0.1 network healthy docker-compose.yml

LabelLayerStatusPath
gpu (detected) hardware healthy crates/mnem-embed-providers/Cargo.toml
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