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rikhinkavuru/calma

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

75 raw signals (0 security + 75 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 60 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
70.9
/100
Security checks
71
0 findings
System graph
71
88.9% cov · 60 findings
Critical
0
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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 0 High 2 Medium 22 Low 24 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 60 Crowd 0 Layer: Software 6 Frontend 1 Security 3 Quality 50
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Scan summary Repository scanned at 70.9/100 with 88.9% coverage. It contains 2393 nodes across 4 cross-layer flows, written primarily in mixed languages. Engine surfaced 75 findings — concentrated in quality (65), software (6), security (3). Risk profile is high: 0 critical, 2 high, 22 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 47 of 60 actionable findings. 75 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 security conf 1.00 Insecure pattern 'eval_used' in .claude/skills/calma/scripts/contamination_checks.py:255
Found a known-risky pattern (eval_used). Review and replace if possible.
.claude/skills/calma/scripts/contamination_checks.py:255 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in benchmark/README.md:16
Found a known-risky pattern (eval_used). Review and replace if possible.
benchmark/README.md:16 Eval used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/btc/ledger.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/skills/calma/assets/btc/ledger.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/btc/verify.yaml
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/skills/calma/assets/btc/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/corpus/btc-sma-crossover/verify.yaml
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/skills/calma/assets/corpus/btc-sma-crossover/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/corpus/momentum-strategy/verify.yaml
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/skills/calma/assets/corpus/momentum-strategy/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/demos/contamination-heldout/verify.yaml
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/skills/calma/assets/demos/contamination-heldout/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/demos/deflated-sharpe-overfit/verify.yaml
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/skills/calma/assets/demos/deflated-sharpe-overfit/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/demos/deflated-sharpe-survives/verify.yaml
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/skills/calma/assets/demos/deflated-sharpe-survives/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/demos/realism-net-sharpe/verify.yaml
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/skills/calma/assets/demos/realism-net-sharpe/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/demos/realism-soft-caveats/verify.yaml
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/skills/calma/assets/demos/realism-soft-caveats/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/lang/cpp/verify.yaml
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/skills/calma/assets/lang/cpp/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/lang/julia/verify.yaml
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/skills/calma/assets/lang/julia/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/lang/node/verify.yaml
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/skills/calma/assets/lang/node/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/lang/r/verify.yaml
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/skills/calma/assets/lang/r/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/lang/rust/verify.yaml
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/skills/calma/assets/lang/rust/verify.yaml VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/overfitting_reference_vectors.manifest.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/skills/calma/assets/overfitting_reference_vectors.manifest.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/assets/served_fraction.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/skills/calma/assets/served_fraction.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/calma/references/recipe-draft.schema.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/skills/calma/references/recipe-draft.schema.json VerificationClaude instruction
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 — benchmark/gen_corpus.py:560
`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 — benchmark/run_calma.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 Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 22 placeholder/mock markers across 7 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 Debug conf 1.00 Debug logging residue appears in source files
Found 311 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 security security conf 1.00 Insecure pattern 'debug_true' in .claude/skills/calma/scripts/sniff_claims.py:539
Found a known-risky pattern (debug_true). Review and replace if possible.
.claude/skills/calma/scripts/sniff_claims.py:539 Debug true
low System graph quality Integrity conf 1.00 16 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: benchmark/gen_corpus.py:o_recall_at_k, benchmark/gen_corpus.py:o_mrr 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.
16 occurrences
repo-level (16 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: .claude/skills/calma/scripts/numeric.py:fmean, .claude/skills/calma/scripts/numeric.py:f, .claude/skills/calma/scripts/numeric.py:f, .claude/skills/calma/scripts/numeric.py:f This is *the* AI-coder failure mode (4× more duplication in vibe-coded repo…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 57 places
Functions with the same first-5-line body hash: .claude/skills/calma/scripts/recipes.py:recipe, .claude/skills/calma/scripts/recipes.py:recipe, .claude/skills/calma/scripts/recipes.py:recipe, .claude/skills/calma/scripts/recipes.py:recipe This is *the* AI-coder failure mode (4× more duplication in…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `accuracy_v2` in .claude/skills/calma/scripts/tests/test_sniff.py:167
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 `fresh_copy` in .claude/skills/calma/scripts/tests/test_registry.py: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 quality Integrity conf 1.00 Old/deprecated-named symbol `tp_old` in .claude/skills/calma/scripts/tests/test_hook.py:346
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: deco
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
.claude/skills/calma/scripts/recipes.py:20
low System graph software Dead code conf 1.00 Possibly dead Python function: install_record
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
.claude/skills/calma/scripts/calma_vendor.py:135
low System graph software Dead code conf 1.00 Possibly dead Python function: install_record
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
.claude/skills/calma/assets/corpus/btc-sma-crossover/calma_vendor.py:135
low System graph software Dead code conf 1.00 Possibly dead Python function: raise_for_status
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
.claude/skills/calma/scripts/calma_vendor.py:55
low System graph software Dead code conf 1.00 Possibly dead Python function: raise_for_status
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
.claude/skills/calma/assets/corpus/btc-sma-crossover/calma_vendor.py:55
low System graph software Dead code conf 1.00 Possibly dead Python function: recipe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
.claude/skills/calma/scripts/recipes.py:3603
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 — .claude/skills/calma/assets/lang/node/gen_fixture.js: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 quality Complexity conf 1.00 Very large file: .claude/skills/calma/calibration/gen_reference_vectors.py (3296 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: .claude/skills/calma/scripts/calma.py (1850 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: .claude/skills/calma/scripts/draft_contract.py (1203 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: .claude/skills/calma/scripts/numeric.py (8681 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: .claude/skills/calma/scripts/recipes.py (3632 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: .claude/skills/calma/scripts/run_hermetic.py (1273 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: .claude/skills/calma/scripts/tests/test_recipes_sota.py (1348 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: app/recipes/data.ts (5312 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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