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dkedar7/langstage-hermes

https://github.com/dkedar7/langstage-hermes · scanned 2026-06-17 01:57 UTC (1 month, 1 week ago)

105 raw signals (0 security + 105 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ -21.3 (diff) · 85 actionable findings from 1 signal source. 20 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 55.4/100 with 77.8% coverage. It contains 1659 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 105 findings — concentrated in quality (59), software (29), security (13). Risk profile is high: 0 critical, 7 high, 30 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 71 of 85 actionable findings. 105 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.

high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: src/langstage_hermes/_bundled_skills/mlops/evaluation/evaluating-llms-harness/SKILL.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
src/langstage_hermes/_bundled_skills/mlops/evaluation/evaluating-llms-harness/SKILL.md:100 SecretsSkill file
high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: src/langstage_hermes/_bundled_skills/productivity/notion/SKILL.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
src/langstage_hermes/_bundled_skills/productivity/notion/SKILL.md:31 SecretsSkill file
high System graph security security conf 1.00 Insecure pattern 'eval_used' in src/langstage_hermes/_bundled_skills/mlops/evaluation/evaluating-llms-harness/SKILL.md:192
Found a known-risky pattern (eval_used). Review and replace if possible.
src/langstage_hermes/_bundled_skills/mlops/evaluation/evaluating-llms-harness/SKILL.md:192 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in src/langstage_hermes/_bundled_skills/software-development/requesting-code-review/SKILL.md:144
Found a known-risky pattern (eval_used). Review and replace if possible.
src/langstage_hermes/_bundled_skills/software-development/requesting-code-review/SKILL.md:144 Eval used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/langstage_hermes/_bundled_skills/software-development/requesting-code-review/SKILL.md:144
Found a known-risky pattern (exec_used). Review and replace if possible.
src/langstage_hermes/_bundled_skills/software-development/requesting-code-review/SKILL.md:144 Exec used
high System graph security security conf 1.00 Insecure pattern 'python_os_system' in src/langstage_hermes/_bundled_skills/mlops/evaluation/evaluating-llms-harness/SKILL.md:206
Found a known-risky pattern (python_os_system). Review and replace if possible.
src/langstage_hermes/_bundled_skills/mlops/evaluation/evaluating-llms-harness/SKILL.md:206 Python os system
high System graph security security conf 1.00 Insecure pattern 'python_os_system' in src/langstage_hermes/_bundled_skills/software-development/requesting-code-review/SKILL.md:248
Found a known-risky pattern (python_os_system). Review and replace if possible.
src/langstage_hermes/_bundled_skills/software-development/requesting-code-review/SKILL.md:248 Python os system
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/github/github-issues/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/langstage_hermes/_bundled_skills/github/github-issues/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/github/github-repo-management/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/langstage_hermes/_bundled_skills/github/github-repo-management/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/note-taking/obsidian/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/langstage_hermes/_bundled_skills/note-taking/obsidian/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/productivity/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/langstage_hermes/_bundled_skills/productivity/powerpoint/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/research/arxiv/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/langstage_hermes/_bundled_skills/research/arxiv/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/research/blogwatcher/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/langstage_hermes/_bundled_skills/research/blogwatcher/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/research/research-paper-writing/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/langstage_hermes/_bundled_skills/research/research-paper-writing/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/software-development/python-debugpy/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/langstage_hermes/_bundled_skills/software-development/python-debugpy/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/software-development/requesting-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/langstage_hermes/_bundled_skills/software-development/requesting-code-review/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/software-development/spike/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/langstage_hermes/_bundled_skills/software-development/spike/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/software-development/systematic-debugging/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/langstage_hermes/_bundled_skills/software-development/systematic-debugging/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/langstage_hermes/_bundled_skills/software-development/writing-plans/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/langstage_hermes/_bundled_skills/software-development/writing-plans/SKILL.md VerificationSkill file
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: src/langstage_hermes/_bundled_skills/mlops/huggingface-hub/SKILL.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
src/langstage_hermes/_bundled_skills/mlops/huggingface-hub/SKILL.md:18 Supply chainSkill file
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: src/langstage_hermes/_bundled_skills/productivity/notion/SKILL.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
src/langstage_hermes/_bundled_skills/productivity/notion/SKILL.md:39 Supply chainSkill file
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: src/langstage_hermes/_bundled_skills/productivity/powerpoint/SKILL.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
src/langstage_hermes/_bundled_skills/productivity/powerpoint/SKILL.md:235 Supply chainSkill file
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: src/langstage_hermes/_bundled_skills/research/llm-wiki/SKILL.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
src/langstage_hermes/_bundled_skills/research/llm-wiki/SKILL.md:430 Supply chainSkill file
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: src/langstage_hermes/_bundled_skills/research/research-paper-writing/SKILL.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
src/langstage_hermes/_bundled_skills/research/research-paper-writing/SKILL.md:274 Supply chainSkill file
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 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
astral-sh/setup-uv@v3 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 2 locations
.github/workflows/ci.yml:27
.github/workflows/release.yml:21
CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in src/langstage_hermes/_bundled_skills/software-development/requesting-code-review/SKILL.md:256
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
src/langstage_hermes/_bundled_skills/software-development/requesting-code-review/SKILL.md:256 Direct innerhtml assignment
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/langstage_hermes/_bundled_skills/productivity/google-workspace/scripts/google_api.py:108
`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 — src/langstage_hermes/_bundled_skills/productivity/google-workspace/scripts/gws_bridge.py:106
`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 — src/langstage_hermes/tools/environments/docker.py:276
`subprocess.Popen(...)` 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 — src/langstage_hermes/tools/environments/local.py:144
`subprocess.Popen(...)` 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 — src/langstage_hermes/tools/environments/singularity.py:175
`subprocess.Popen(...)` 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 Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 12 placeholder/mock markers across 5 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
medium System graph network Security conf 1.00 Privileged port 127 in use
Port 127 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
src/langstage_hermes/_bundled_skills/software-development/python-debugpy/SKILL.md Ports
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 312 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/ci.yml:22 CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 15 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: src/langstage_hermes/reflection.py:build_review_subagent, src/langstage_hermes/curator.py:build_curator_subagent This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or documen…
15 occurrences
repo-level (15 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: src/langstage_hermes/extractors.py:extract, src/langstage_hermes/extractors.py:extract, src/langstage_hermes/extractors.py:extract, src/langstage_hermes/extractors.py:extract This is *the* AI-coder failure mode (4× more duplication in vibe-coded repo…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in src/langstage_hermes/caching.py:57
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in src/langstage_hermes/compression.py:328
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in src/langstage_hermes/plugins/event_bus.py:144
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in src/langstage_hermes/tools/file.py:80
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in src/langstage_hermes/tools/todo.py:59
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 quality Integrity conf 1.00 Old/deprecated-named symbol `test_hermes_home_falls_back_to_legacy` in tests/test_config.py:234
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: aafter_agent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/reflection.py:444
low System graph software Dead code conf 1.00 Possibly dead Python function: aafter_agent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/plugins/event_bus.py:266
low System graph software Dead code conf 1.00 Possibly dead Python function: aafter_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/reflection.py:441
low System graph software Dead code conf 1.00 Possibly dead Python function: abefore_agent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/budget.py:115
low System graph software Dead code conf 1.00 Possibly dead Python function: abefore_agent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/plugins/event_bus.py:256
low System graph software Dead code conf 1.00 Possibly dead Python function: abefore_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/reflection.py:438
low System graph software Dead code conf 1.00 3 occurrences Possibly dead Python function: awrap_model_call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
3 files, 3 locations
src/langstage_hermes/caching.py:164
src/langstage_hermes/plugins/event_bus.py:304
src/langstage_hermes/prompts.py:460
low System graph software Dead code conf 1.00 3 occurrences Possibly dead Python function: awrap_tool_call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
3 files, 3 locations
src/langstage_hermes/budget.py:147
src/langstage_hermes/plugins/event_bus.py:393
src/langstage_hermes/reflection.py:422
low System graph software Dead code conf 1.00 Possibly dead Python function: download_files
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
examples/terminal_bench.py:222
low System graph software Dead code conf 1.00 Possibly dead Python function: estimate_tokens
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/compression.py:214
low System graph software Dead code conf 1.00 Possibly dead Python function: gmail_get
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/_bundled_skills/productivity/google-workspace/scripts/google_api.py:278
low System graph software Dead code conf 1.00 Possibly dead Python function: gmail_labels
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/_bundled_skills/productivity/google-workspace/scripts/google_api.py:424
low System graph software Dead code conf 1.00 Possibly dead Python function: gmail_modify
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/_bundled_skills/productivity/google-workspace/scripts/google_api.py:438
low System graph software Dead code conf 1.00 Possibly dead Python function: gmail_reply
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/_bundled_skills/productivity/google-workspace/scripts/google_api.py:361
low System graph software Dead code conf 1.00 Possibly dead Python function: gmail_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/_bundled_skills/productivity/google-workspace/scripts/google_api.py:214
low System graph software Dead code conf 1.00 Possibly dead Python function: gmail_send
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/_bundled_skills/productivity/google-workspace/scripts/google_api.py:318
low System graph software Dead code conf 1.00 Possibly dead Python function: infer_author
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/_bundled_skills/productivity/powerpoint/scripts/office/helpers/simplify_redlines.py:172
low System graph software Dead code conf 1.00 Possibly dead Python function: merge_runs
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/_bundled_skills/productivity/powerpoint/scripts/office/helpers/merge_runs.py:16
low System graph software Dead code conf 1.00 Possibly dead Python function: register_context_engine
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/plugins/context.py:196
low System graph software Dead code conf 1.00 Possibly dead Python function: register_memory_provider
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/plugins/context.py:176
low System graph software Dead code conf 1.00 Possibly dead Python function: register_slash_command
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/plugins/context.py:250
low System graph software Dead code conf 1.00 Possibly dead Python function: register_tool
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/plugins/context.py:162
low System graph software Dead code conf 1.00 Possibly dead Python function: setup
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
examples/terminal_bench.py:296
low System graph software Dead code conf 1.00 Possibly dead Python function: simplify_redlines
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/langstage_hermes/_bundled_skills/productivity/powerpoint/scripts/office/helpers/simplify_redlines.py:22
low System graph software Dead code conf 1.00 Possibly dead Python function: upload_files
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
examples/terminal_bench.py:156
low System graph quality Integrity conf 1.00 Stub function `write` (body is just `pass`/`return`) — src/langstage_hermes/cli.py:1368
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Complexity conf 1.00 Very large file: src/langstage_hermes/cli.py (1726 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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