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blackwell-ai/interns

https://github.com/blackwell-ai/interns · scanned 2026-06-17 01:41 UTC (1 month, 1 week ago)

29 raw signals (0 security + 29 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ -11.9 (diff) · 25 actionable findings from 1 signal source. 4 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
64.8
/100
Security checks
65
0 findings
System graph
65
66.7% cov · 25 findings
Critical
1
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 1 High 0 Medium 9 Low 13 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 25 Crowd 0 Layer: Software 8 Security 1 Quality 16
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Scan summary Repository scanned at 64.8/100 with 66.7% coverage. It contains 525 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 29 findings — concentrated in quality (19), software (8), security (2). Risk profile is high: 2 critical, 0 high, 9 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 23 of 25 actionable findings. 29 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.

critical System graph security Secrets conf 1.00 2 occurrences Possible secret in skills/autonomous-outreach/run_sender.sh
Detected pattern matching password_literal. Rotate the credential and move to a secret manager.
lines 8
skills/autonomous-outreach/run_sender.sh:8 (2 hits)
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — supabase/functions/oauth-connect/index.ts:81
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — supabase/functions/token-refresh/index.ts:48
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: CLAUDE.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.
CLAUDE.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: skills/handle-replies/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.
skills/handle-replies/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: skills/researcher-watchlist-sweep/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.
skills/researcher-watchlist-sweep/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license, ci. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — skills/autonomous-outreach/send_batch.py:48
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — toolbox/src/toolbox/process/cli.py:165
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
low System graph quality Integrity conf 1.00 13 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `IDLE_CYCLES`, `PACE`, `SENDER_NAME`, `SEND_ACCOUNT`, `SEND_CC`, `SUPABASE_ANON_KEY`, `TOOLBOX_ASSUME_YES`, `TOOLBOX_GMAIL_API_BASE` + 5 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 16 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 quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: toolbox/src/toolbox/core/ledger.py:mark_sent, toolbox/src/toolbox/core/ledger.py:mark_failed 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 separa…
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph software Dead code conf 1.00 Possibly dead Python function: complete
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toolbox/src/toolbox/core/llm.py:112
low System graph software Dead code conf 1.00 Possibly dead Python function: do_GET
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toolbox/src/toolbox/core/auth.py:85
low System graph software Dead code conf 1.00 Possibly dead Python function: do_POST
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toolbox/src/toolbox/core/auth.py:91
low System graph software Dead code conf 1.00 Possibly dead Python function: fallback
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toolbox/src/toolbox/primitives/compose/cli.py:70
low System graph software Dead code conf 1.00 Possibly dead Python function: log_message
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toolbox/src/toolbox/core/auth.py:98
low System graph software Dead code conf 1.00 Possibly dead Python function: loop
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toolbox/src/toolbox/core/runner.py:220
low System graph software Dead code conf 1.00 Possibly dead Python function: repl
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toolbox/src/toolbox/core/runner.py:69
low System graph software Dead code conf 1.00 Possibly dead Python function: repl
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toolbox/src/toolbox/primitives/compose/lib.py:44
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