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RashadAnsari/myagents

https://github.com/RashadAnsari/myagents · scanned 2026-06-15 23:46 UTC (2 months, 4 weeks ago)

18 raw signals (0 security + 18 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 4 weeks ago · v1 · 9 actionable findings from 1 signal source. 9 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Scan summary Repository scanned at 79.4/100 with 77.8% coverage. It contains 350 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 18 findings — concentrated in quality (12), cicd (4), software (1). 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 7 of 9 actionable findings. 18 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: plugins/albino/.mcp.json
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.
plugins/albino/.mcp.json VerificationMcp config
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: plugins/albino/skills/markitdown/SKILL.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.
plugins/albino/skills/markitdown/SKILL.md VerificationSkill file
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/build.yml:23 CI/CD securitySupply chainGithub actions
low System graph cicd CI/CD security conf 1.00 3 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/checkout@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
lines 15, 18, 29
.github/workflows/build.yml:15, 18, 29 (3 hits)
CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 8 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: plugins/albino/mcp-servers/agent-memory/src/agent_memory/memory_service.py:remember, plugins/albino/mcp-servers/agent-memory/src/agent_memory/memory_service.py:remember This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — se…
8 occurrences
repo-level (8 hits)
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: embed_sync
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
plugins/albino/mcp-servers/agent-memory/src/agent_memory/embedding.py:21
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
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
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