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t2k2pp/lllmAgents

https://github.com/t2k2pp/lllmAgents · scanned 2026-06-16 00:28 UTC (2 months, 2 weeks ago)

106 raw signals (17 security + 89 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 95 actionable findings from 2 signal sources. 47 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
55.1
/100
Security checks
55
6 findings
System graph
55
77.8% cov · 89 findings
Critical
1
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 1 High 4 Medium 37 Low 31 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 6 System graph 89 Crowd 0 Layer: Quality 54 Security 16 Software 1 Frontend 24
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Scan summary Repository scanned at 55.1/100 with 77.8% coverage. It contains 1343 nodes across 3 cross-layer flows, written primarily in mixed languages. Engine surfaced 89 findings — concentrated in quality (49), frontend (24), security (15). Risk profile is high: 0 critical, 2 high, 34 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 73 of 95 actionable findings. 142 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 Security checks security auth conf 0.78 12 occurrences Foundry mined security auth guardrail gaps: t2k2pp/lllmAgents
Graph query export: Security/auth changes without enough guardrails Query id: security_auth_guardrail_gaps Query type: motif_query Intent: Assumption-check security/auth examples requiring stronger tests or CI. Motif: security_auth_without_guardrails Training usage: assumption_check Graph gold labe…
12 occurrences
repo-level (12 hits)
high Security checks quality Practices conf 0.84 15 occurrences Foundry mined bad chains: t2k2pp/lllmAgents
Comment chain pattern product: bad_chains Repo: t2k2pp/lllmAgents Thread: t2k2pp/lllmAgents#9 Outcome: not_resolved_or_not_observed Thread label: thread_has_human_issue_without_fix_context Source graph label: source_backed_multi_signal_graph Reasons: source_graph_has_real_artifacts, source_graph_ha…
15 occurrences
repo-level (15 hits)
high Security checks quality Practices conf 0.80 7 occurrences Foundry mined docs only runtime fix: t2k2pp/lllmAgents
Graph query export: Docs-only response to runtime or integration issue Query id: docs_only_runtime_fix Query type: motif_query Intent: Assumption-check examples where docs or claims are not enough proof. Motif: docs_only_runtime_fix Training usage: assumption_check Graph gold label: needs_more_evid…
7 occurrences
repo-level (7 hits)
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/cli/repl.ts:5753
Found a known-risky pattern (exec_used). Review and replace if possible.
src/cli/repl.ts:5753 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/hooks/hook-manager.ts:57
Found a known-risky pattern (exec_used). Review and replace if possible.
src/hooks/hook-manager.ts:57 Exec used
medium Security checks quality Practices conf 0.62 2 occurrences Foundry mined assumption checks: t2k2pp/lllmAgents
Comment chain pattern product: assumption_checks Repo: t2k2pp/lllmAgents Thread: t2k2pp/lllmAgents#4 Outcome: ambiguous_needs_more_evidence Thread label: thread_has_human_issue_and_fix_context Source graph label: source_backed_multi_signal_graph Reasons: source_graph_has_real_artifacts, source_grap…
2 occurrences
repo-level (2 hits)
medium Security checks quality maintenance conf 0.70 Foundry mined blueprint gap alignment: t2k2pp/lllmAgents
Graph query export: Human feedback aligned with blueprint or architecture gaps Query id: blueprint_gap_alignment Query type: motif_query Intent: Curriculum-gap examples connecting issue threads to helicopter-view gaps. Motif: blueprint_gap_alignment Training usage: curriculum_gap Graph gold label: …
medium Security checks quality Practices conf 0.70 16 occurrences Foundry mined unresolved feedback: t2k2pp/lllmAgents
Graph query export: Human feedback without linked fix evidence Query id: unresolved_feedback Query type: motif_query Intent: Negative/unresolved examples that should not be hallucinated into fixes. Motif: unlinked_feedback_needs_evidence Training usage: negative_or_unresolved Graph gold label: need…
16 occurrences
repo-level (16 hits)
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — sandbox/scripts/vision/test-vision.mjs:3
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 — src/cli/repl.ts:899
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 — src/discord/gateway-client.ts:176
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 — src/discord/interaction-server.ts:155
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 — src/image/azure-image.ts:77
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 — src/image/comfyui.ts:113
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 — src/mcp/mcp-client.ts:227
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 — src/tools/definitions/web-search.ts:71
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 — src/utils/http-client.ts:17
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/launch.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.
.claude/launch.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/settings.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.
.claude/settings.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/builtin/claude-code-driver/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.
src/skills/builtin/claude-code-driver/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/builtin/code-review/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.
src/skills/builtin/code-review/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/builtin/code-stats/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.
src/skills/builtin/code-stats/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/builtin/excel/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.
src/skills/builtin/excel/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/builtin/powerpoint/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.
src/skills/builtin/powerpoint/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/builtin/pr-review/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.
src/skills/builtin/pr-review/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/builtin/project/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.
src/skills/builtin/project/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. 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 security security conf 1.00 Insecure pattern 'node_child_process' in build-exe.js:3
Found a known-risky pattern (node_child_process). Review and replace if possible.
build-exe.js:3 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/build-deploy.js:14
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/build-deploy.js:14 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/on-stop.js:9
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/on-stop.js:9 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/browser/install-playwright.ts:1
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/browser/install-playwright.ts:1 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/checkpoint/checkpoint-manager.ts:1
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/checkpoint/checkpoint-manager.ts:1 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/hooks/hook-manager.ts:3
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/hooks/hook-manager.ts:3 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/mcp/mcp-client.ts:9
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/mcp/mcp-client.ts:9 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/providers/claude-cli.ts:21
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/providers/claude-cli.ts:21 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/providers/vertex-ai.ts:1
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/providers/vertex-ai.ts:1 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/security/wsl.ts:15
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/security/wsl.ts:15 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/tools/definitions/bash.ts:1
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/tools/definitions/bash.ts:1 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/tools/definitions/file-write.ts:3
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/tools/definitions/file-write.ts:3 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/tools/definitions/grep.ts:1
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/tools/definitions/grep.ts:1 Node child process
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 21 placeholder/mock markers across 8 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Maintenance conf 1.00 89 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 1257 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 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: sandbox/scripts/ppt/redesign_ppt_v2.py:redesign_ppt, sandbox/scripts/ppt/redesign_ppt_v3.py:redesign_ppt 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 th…
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 quality Integrity conf 1.00 Old/deprecated-named symbol `migrateFromLegacy` in src/config/model-registry.ts:122
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: apply_style
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
sandbox/scripts/ppt/redesign_ppt_v2.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
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — build-exe.js:28
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/agent/agent-loop.ts:537
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/agent/evaluator.ts:191
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/agent/goal-promotion.ts:142
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/agent/plan-mode.ts:66
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/browser/install-playwright.ts:28
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/cli/diff-display.ts:193
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/cli/input-resolver.ts:270
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/cli/renderer.ts:7
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/cli/repl.ts:156
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/config/setup-wizard.ts:28
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/discord/interaction-server.ts:99
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/index.ts:82
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/mcp/mcp-manager.ts:182
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/security/permission-manager.ts:422
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/slack/slack-bot.ts:204
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/tenacious/tenacious-runner.ts:48
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/tools/definitions/ask-user.ts:142
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/tools/definitions/skill.ts:89
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/tools/definitions/task.ts:77
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/tools/tool-executor.ts:75
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — tests/cli/input-resolver.test.ts:14
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph quality Complexity conf 1.00 Very large file: src/agent/agent-loop.ts (3206 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/cli/repl.ts (6355 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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