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Riley-Coyote/mnemos

https://github.com/Riley-Coyote/mnemos · scanned 2026-06-15 23:51 UTC (2 months, 3 weeks ago)

48 raw signals (0 security + 48 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 33 actionable findings from 1 signal source. 15 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
79.4
/100
Security checks
79
0 findings
System graph
79
66.7% cov · 33 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 0 Medium 3 Low 27 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 33 Crowd 0 Layer: Software 18 Frontend 1 Cicd 2 Quality 12
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Scan summary Repository scanned at 79.4/100 with 66.7% coverage. It contains 946 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 48 findings — concentrated in quality (27), software (18), cicd (2). Risk profile is low: 0 critical, 0 high, 3 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 29 of 33 actionable findings. 48 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: templates/AGENTS.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
templates/AGENTS.md VerificationAgents md
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph cicd CI/CD security conf 1.00 GitHub Action is tag-pinned rather than SHA-pinned
astral-sh/setup-uv@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/release-hardening.yml:22 CI/CD securitySupply chainGithub actions
low System graph quality Maintenance conf 1.00 37 TODO/FIXME markers
High count of TODO/FIXME/HACK markers — track them as issues so they're not forgotten.
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 205 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph cicd CI/CD security conf 1.00 GitHub Action is tag-pinned rather than SHA-pinned
actions/setup-python@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/release-hardening.yml:25 CI/CD securitySupply chainGithub actions
low System graph quality Tests conf 1.00 Low test-to-source ratio
20 tests / 88 src (ratio 0.23).
low System graph quality Integrity conf 1.00 11 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: mnemos/mcp_server.py:mnemos_remember, mnemos/mcp_server.py:mnemos_ingest This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
11 occurrences
repo-level (11 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: mnemos/simple_mcp.py:configure_runtime, mnemos/simple_mcp.py:run_simple_server, mnemos/simple_scope.py:resolve_scope This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or doc…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: mnemos/llm.py:complete, mnemos/llm.py:complete, mnemos/llm.py:complete, mnemos/llm.py:complete This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're sepa…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: mnemos/substrate/handlers/wandering.py:handle, mnemos/substrate/handlers/dreaming.py:handle, mnemos/substrate/handlers/initiation.py:handle, mnemos/substrate/handlers/insight.py:handle This is *the* AI-coder failure mode (4× more duplication in vibe-…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: batch_index
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/store/embedding_index.py:350
low System graph software Dead code conf 1.00 Possibly dead Python function: bulk_archive
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/store/archive.py:23
low System graph software Dead code conf 1.00 Possibly dead Python function: call_llm
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/substrate/llm.py:61
low System graph software Dead code conf 1.00 Possibly dead Python function: challenge
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/core/belief.py:101
low System graph software Dead code conf 1.00 Possibly dead Python function: confidence_for_domain
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/advanced/metamemory.py:37
low System graph software Dead code conf 1.00 Possibly dead Python function: decorator
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/store/migrations.py:43
low System graph software Dead code conf 1.00 Possibly dead Python function: end
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/interface/session.py:101
low System graph software Dead code conf 1.00 Possibly dead Python function: export_memory
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/interface/export.py:30
low System graph software Dead code conf 1.00 Possibly dead Python function: import_memory
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/interface/export.py:59
low System graph software Dead code conf 1.00 Possibly dead Python function: list_migrations
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/store/migrations.py:77
low System graph software Dead code conf 1.00 Possibly dead Python function: match_schemas
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/advanced/schema_matcher.py:16
low System graph software Dead code conf 1.00 Possibly dead Python function: register_migration
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/store/migrations.py:25
low System graph software Dead code conf 1.00 Possibly dead Python function: resharpen
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/store/archive.py:41
low System graph software Dead code conf 1.00 Possibly dead Python function: run_migrations
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/store/migrations.py:61
low System graph software Dead code conf 1.00 Possibly dead Python function: search_archive
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/store/sqlite_store.py:666
low System graph software Dead code conf 1.00 Possibly dead Python function: smooth_update
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/core/emotional_state.py:88
low System graph software Dead code conf 1.00 Possibly dead Python function: update_connection
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mnemos/store/sqlite_store.py:516
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
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