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AI Slop Code RIsk Monitor

mozilla-ai/llamafile

Distribute and run LLMs with a single file.

4.4 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for mozilla-ai/llamafile, a C++ project with 26,218 GitHub stars. SynthScan examined 193,251 lines of code across 499 source files, recording 784 pattern matches distributed across 18 syntactic categories. The legacy adjusted pattern signal is 4.4 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

4.4
Adjusted Signal
4.4
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
26.2K
Stars
C++
Language
193.3K
Lines of Code
499
Files
784
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 18.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 758 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 3.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 92 finding(s).

PR Review Velocity Impact 20.6/100 · LOW

Which changes need focused human review? 784 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 17MEDIUM 11LOW 756

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 784 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block644 hits · 610 pts
SeverityFileLineSnippetContext
LOWdiffusionfile/diffusionfile.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWllama.cpp.patches/ui-embed.sh1#!/usr/bin/env bashCOMMENT
LOWllama.cpp.patches/fetch-ui-assets.sh1#!/bin/bashCOMMENT
LOWllama.cpp.patches/fetch-ui-assets.sh81#COMMENT
LOWllama.cpp.patches/renames.sh1#!/usr/bin/env bashCOMMENT
LOWagentfile/server_tools_adapter.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/server_tools_adapter.h21//COMMENT
LOWagentfile/server_tools_adapter.h41COMMENT
LOWagentfile/agentfile.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/agentfile.cpp21// http_fetch/web_search), entirely in-process: prompt in, answer out.COMMENT
LOWagentfile/agentfile.cpp41#include "llama.h"COMMENT
LOWagentfile/agentfile.cpp61COMMENT
LOWagentfile/util.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/util.h21COMMENT
LOWagentfile/tools/web_search.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/tools/web_search.h21// or its web UI.COMMENT
LOWagentfile/tools/get_datetime.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/tools/http_fetch.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/tools/http_fetch.h21//COMMENT
LOWagentfile/callbacks/progress.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/callbacks/session_recorder.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/callbacks/session_recorder.h21// entry's parent is the previous one. Token counts are zero: agent.cppCOMMENT
LOWagentfile/callbacks/confirmation.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/callbacks/confirmation.h21// call never runs without a trace.COMMENT
LOWagentfile/callbacks/error_recovery.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/callbacks/error_recovery.h21// ending. After kMaxConsecutiveFailures in a row, the next failure ends theCOMMENT
LOWagentfile/callbacks/max_iterations.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/callbacks/trace.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWagentfile/callbacks/trace.h21// follow agent.cpp's examples/tracing:COMMENT
LOWtranscribefile/cosmo_compat.c1// Cosmopolitan libc compatibility shims for transcribefile.COMMENT
LOWtranscribefile/main.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/fa_helpers_test.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/fa_helpers_test.cpp21// These tests compare our AVX-512-optimized llamafile_fa_* helpersCOMMENT
LOWtests/fa_helpers_test.cpp41#include <vector>COMMENT
LOWtests/backend_ops_harness.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/backend_ops_harness.cpp21// variants included) computed on each registered backend against the CPUCOMMENT
LOWtests/transcribefile_smoke.sh1#!/usr/bin/env bashCOMMENT
LOWtests/extract_data_uris_test.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/gpu_backend_test.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/gpu_backend_test.cpp21// The device-count gate exercised here is the fix for issue #988: a backendCOMMENT
LOWtests/sandbox_test.c1// -*- mode:c;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/sandbox_test.c21// Each case forks a child that installs one of the promise sets llamafileCOMMENT
LOWtests/sandbox_test.c41#include <limits.h>COMMENT
LOWtests/integration/run_tests.sh1#!/bin/bashCOMMENT
LOWtests/integration/utils/prompts.py61# Canonical greeting liveness prompt -- confirms a mode responds with someCOMMENT
LOWtests/sgemm/iqk_legacy_test.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/sgemm/sgemm_test_utils.h1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/sgemm/sgemm_test_utils.h201COMMENT
LOWtests/sgemm/sgemm_vecdot_test.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/sgemm/sgemm_vecdot_test.cpp21// ============================================================================COMMENT
LOWtests/sgemm/sgemm_vecdot_test.cpp41// - Both implementations tend to perform similarly here since memory isCOMMENT
LOWtests/sgemm/sgemm_vecdot_test.cpp61// - Lower is betterCOMMENT
LOWtests/sgemm/sgemm_matmul_test.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/sgemm/sgemm_matmul_test.cpp21// ============================================================================COMMENT
LOWtests/sgemm/sgemm_matmul_test.cpp41//COMMENT
LOWtests/sgemm/sgemm_matmul_test.cpp61// Accuracy (ULP = Units in Last Place):COMMENT
LOWtests/sgemm/q8_0_layout_test.cpp1// q8_0_layout_test: Diagnostic for block_q8_0 vs block_q8_0_x4 memory layoutCOMMENT
LOWtests/sgemm/sgemm_sss_test.cpp1// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-COMMENT
LOWtests/sgemm/sgemm_sss_test.cpp21// ============================================================================COMMENT
LOWtests/sgemm/sgemm_sss_test.cpp41// - Single-precision accumulationCOMMENT
584 more matches not shown…
Hyper-Verbose Identifiers74 hits · 71 pts
SeverityFileLineSnippetContext
LOWtests/integration/tests/test_tool_calling.py88 def test_tool_call_correct_function(self, llamafile, server_port, timeouts):CODE
LOWtests/integration/tests/test_tool_calling.py122 def test_tool_call_with_arguments(self, llamafile, server_port, timeouts):CODE
LOWtests/integration/tests/test_multimodal.py48 def test_cli_multiple_images_with_markers(self, llamafile, mmproj, test_image, timeouts):CODE
LOWtests/integration/tests/test_multimodal.py60 def test_cli_multiple_images_marker_mismatch(self, llamafile, mmproj, test_image, timeouts):CODE
LOWtests/integration/tests/test_multimodal.py124 def test_server_describe_image(self, llamafile, mmproj, test_image, server_port, timeouts):CODE
LOWtests/integration/tests/test_multimodal.py149 def test_server_image_question(self, llamafile, mmproj, test_image, server_port, timeouts):CODE
LOWtests/integration/tests/test_server.py13 def test_server_starts_and_responds(self, llamafile, server_port, timeouts):CODE
LOWtests/integration/tests/test_server.py26 def test_server_chat_completion(self, llamafile, server_port, timeouts):CODE
LOWtests/integration/tests/test_server.py51 def test_server_chat_completion_math(self, llamafile, server_port, timeouts):CODE
LOWtests/integration/tests/test_server.py81 def test_server_with_temperature_zero(self, llamafile, server_port, timeouts):CODE
LOWtests/integration/tests/test_server.py134 def test_server_with_max_tokens(self, llamafile, server_port, timeouts):CODE
LOWtests/integration/tests/test_ssl.py148 def test_https_server_rejects_plaintext(CODE
LOWtests/integration/tests/test_ssl.py179 def test_download_model_over_https(CODE
LOWtests/integration/tests/test_combined.py15 def test_combined_server_responds(self, llamafile, server_port, timeouts):CODE
LOWtests/integration/tests/test_combined.py37 def test_combined_tui_and_server_simultaneously(self, llamafile, server_port, timeouts):CODE
LOWtests/integration/tests/test_sandbox.py77def _assert_sandbox_installed(pid: int):CODE
LOWtests/integration/tests/test_sandbox.py174 def test_server_sandboxed_by_default(self, cpu_runner, server_port, timeouts, tmp_path):CODE
LOWtests/integration/tests/test_sandbox.py220 def test_unsecure_flag_disables_sandbox(self, cpu_runner, server_port, timeouts, tmp_path):CODE
LOWtests/integration/tests/test_sandbox.py237 def test_sandbox_status_always_logged(self, cpu_runner, server_port, timeouts, tmp_path):CODE
LOWtests/integration/tests/test_sandbox.py263 def test_default_does_not_confine(self, cpu_runner, server_port, timeouts, tmp_path):CODE
LOWtests/integration/tests/test_sandbox.py280 def test_confine_reads_confines_and_serves(self, cpu_runner, server_port, timeouts, tmp_path):CODE
LOWtests/integration/tests/test_sandbox.py333 def test_embedded_zip_model_loads_under_sandbox(CODE
LOWtests/integration/tests/test_sandbox.py380 def test_cli_sandboxed_and_functional(self, cpu_runner, timeouts):CODE
LOWtests/integration/tests/test_sandbox.py397 def test_chat_all_threads_sandboxed(self, cpu_runner, timeouts, tmp_path):CODE
LOWtests/integration/tests/test_sandbox.py443 def test_combined_mode_skips_sandbox(self, cpu_runner, server_port, timeouts, tmp_path):CODE
LOW⚡tests/integration/tests/test_agentfile.py423def test_tools_list_naming_nothing_is_rejected(tmp_path, spec):CODE
LOW⚡tests/integration/tests/test_agentfile.py433def test_tools_default_is_none(tmp_path):CODE
LOW⚡tests/integration/tests/test_agentfile.py442def test_tools_roster_lists_enabled_tools(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py209def test_http_fetch_reports_redirect_without_following(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py228def test_http_fetch_stops_reading_at_cap(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py246def test_http_fetch_skips_binary_type(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py262def test_http_fetch_sniffs_untyped_binary(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py276def test_http_fetch_returns_text_with_other_types(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py318def test_http_fetch_at_sign_stays_on_displayed_host(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py336def test_http_fetch_rejects_junk_after_port(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py351def test_http_fetch_relative_redirect_after_query(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py365def test_http_fetch_relative_redirect_with_url_in_query(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py393def test_web_search_null_fields_keep_results(http_server, tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py410def test_help_honors_searxng_url_flag(tmp_path, monkeypatch):CODE
LOWtests/integration/tests/test_agentfile.py454def test_bad_tools_runtime_fails_at_startup(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py463def test_read_only_preset_has_get_datetime(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py478def test_bad_count_flag_is_rejected(tmp_path, flag, value):CODE
LOWtests/integration/tests/test_agentfile.py487def test_context_is_capped_at_model_max(tmp_path, ctx_flag, wanted):CODE
LOWtests/integration/tests/test_agentfile.py513def test_session_tool_calls_have_paired_ids(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py528def test_unwritable_record_path_fails_before_load(tmp_path, flag):CODE
LOWtests/integration/tests/test_agentfile.py541def test_verbose_shows_model_load_error(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py553def test_very_verbose_shows_llama_info_log(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py570def test_quiet_yes_prints_audit_line(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py577def test_default_verbosity_has_progress_not_audit(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py588def test_guarded_call_without_terminal_ends_run(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py655def test_confirmation_yes_runs_the_call(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py664def test_declined_calls_end_the_run(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py675def test_typed_ahead_text_does_not_answer_the_prompt(tmp_path):CODE
LOWtests/integration/tests/test_agentfile.py682def test_interactive_follow_up_then_empty_line_ends(tmp_path):CODE
LOWtests/integration/tests/test_cli.py50 def test_nothink_removes_thinking(self, llamafile, timeouts):CODE
LOWtests/integration/tests/test_cli.py61 def test_nothink_shorter_output(self, llamafile, timeouts):CODE
LOWtests/integration/tests/test_help.py92 def test_help_mentions_llamafile(self, executable, mode_args):CODE
LOWtests/integration/tests/test_help.py105 def test_help_lists_llamafile_flags(self, executable, mode_args):CODE
LOWtests/integration/tests/test_help.py129 def test_help_lists_sampling_and_common_args(self, executable, mode_args):CODE
LOWtests/integration/tests/test_help.py172 def test_missing_model_exits_nonzero(self, executable):CODE
14 more matches not shown…
Synthetic Comment Markers5 hits · 38 pts
SeverityFileLineSnippetContext
HIGHllamafile/metal.c142 // generated by llama.cpp.patches/apply-patches.sh; ggml.c includes itCOMMENT
HIGHthird_party/mbedtls/error.c88 /* Begin Auto-Generated Code. */COMMENT
HIGHthird_party/mbedtls/error.c422 /* End Auto-Generated Code. */COMMENT
HIGHthird_party/mbedtls/error.c443 /* Begin Auto-Generated Code. */COMMENT
HIGHthird_party/mbedtls/error.c634 /* End Auto-Generated Code. */COMMENT
Empty Error Handlers7 hits · 35 pts
SeverityFileLineSnippetContext
HIGHtests/integration/tests/test_gpu.py29except Exception:CODE
HIGHtests/integration/tests/test_gpu.py40except Exception:CODE
HIGHtests/integration/tests/test_gpu.py98except (ValueError, IndexError):CODE
HIGHtests/integration/tests/test_ssl.py92except requests.RequestException:CODE
HIGHtests/integration/tests/test_sandbox.py54except OSError:CODE
HIGHtests/integration/utils/llamafile.py479except requests.RequestException:CODE
HIGHtests/integration/utils/llamafile.py75except (BlockingIOError, IOError):CODE
Decorative Section Separators6 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMllamafile/tinyblas_cpu.h25// ╚═╝ ╚═╝╚═╝ ╚═╝ ╚══╝ ╚═════╝ ╚═══╝╚═╝ ╚═╝╚═════╝COMMENT
MEDIUMscripts/validate_docs.py22# ── helpers ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/validate_docs.py32# ── 1. .gitbook.yaml ─────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/validate_docs.py61# ── 2. SUMMARY.md links ───────────────────────────────────────────────────────COMMENT
MEDIUMscripts/validate_docs.py89# ── 3. Relative links inside markdown files ───────────────────────────────────COMMENT
MEDIUMscripts/validate_docs.py115# ── main ─────────────────────────────────────────────────────────────────────COMMENT
Cross-Language Confusion3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHscripts/generate_github_pages_redirects.py150 window.location.replace(target.toString());CODE
HIGHscripts/generate_github_pages_redirects.py198 const destination = redirectTargets[route] || docsBaseUrl.toString();CODE
HIGHscripts/generate_github_pages_redirects.py202 window.location.replace(target.toString());CODE
Redundant / Tautological Comments7 hits · 10 pts
SeverityFileLineSnippetContext
LOWagent.cpp.patches/apply-patches.sh13# Check if status is dirty, if so, exitCOMMENT
LOWtools/generate_patches.sh103 # Check if the diff is emptyCOMMENT
LOWllama.cpp.patches/apply-patches.sh27# Check if status is dirty, if so, exitCOMMENT
LOWtests/integration/tests/test_tool_calling.py73 # Check if model made a tool callCOMMENT
LOWllamafile/release.sh16# Check if make install actually created ZIP_DIRCOMMENT
LOWwhisper.cpp.patches/apply-patches.sh13# Check if status is dirty, if so, exitCOMMENT
LOWstable-diffusion.cpp.patches/apply-patches.sh13# Check if status is dirty, if so, exitCOMMENT
Example Usage Blocks7 hits · 10 pts
SeverityFileLineSnippetContext
LOWllama.cpp.patches/ui-embed.sh5# Usage:COMMENT
LOWtests/transcribefile_smoke.sh15# Usage:COMMENT
LOWtests/integration/run_tests.sh4# Usage:COMMENT
LOWtests/strsm/build_and_run.sh21# Usage:COMMENT
LOWllamafile/cuda.sh25# Usage:COMMENT
LOWllamafile/rocm.sh25# Usage:COMMENT
LOWllamafile/vulkan.sh21# Usage:COMMENT
Magic Placeholder Names2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHdocs/api.md29Authorization: Bearer YOUR_API_KEYCODE
HIGHdocs/api.md33X-Api-Key: YOUR_API_KEYCODE
Deep Nesting11 hits · 10 pts
SeverityFileLineSnippetContext
LOWtests/integration/tests/test_gpu.py15CODE
LOWtests/integration/tests/test_gpu.py50CODE
LOWtests/integration/tests/test_sandbox.py48CODE
LOWtests/integration/tests/test_sandbox.py119CODE
LOWtests/integration/tests/test_sandbox.py397CODE
LOWtests/integration/tests/test_agentfile.py51CODE
LOWtests/integration/tests/test_agentfile.py169CODE
LOWtests/integration/tests/test_agentfile.py71CODE
LOWtests/integration/utils/llamafile.py36CODE
LOWtests/integration/utils/llamafile.py543CODE
LOWscripts/validate_docs.py94CODE
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMagentfile/agentfile.cpp19// agentfile: a self-contained agentic CLI. One APE binary runs anCOMMENT
MEDIUMtests/run_integration_tests.sh24 # reasoning trace + MXFP4 quantization give a threaded matmul rounding difference moreCOMMENT
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMlocalscore/nvml.cpp129 // TODO we need a more robust way to import symbols and versions.COMMENT
MEDIUMthird_party/stb/stb_vorbis.c51// 1.10 - 2017-03-03 - more robust seeking; fix negative ilog(); clear error in open_memoryCOMMENT
Structural Annotation Overuse3 hits · 4 pts
SeverityFileLineSnippetContext
LOWdocs/skills/llamafile/development.md62#### Step 1: Make ChangesCOMMENT
LOWdocs/skills/llamafile/development.md72#### Step 2: Generate PatchesCOMMENT
LOWdocs/skills/llamafile/development.md92#### Step 3: Verify PatchesCOMMENT
Excessive Try-Catch Wrapping4 hits · 4 pts
SeverityFileLineSnippetContext
LOWtests/integration/tests/test_gpu.py29 except Exception:CODE
LOWtests/integration/tests/test_gpu.py40 except Exception:CODE
LOWtests/integration/utils/llamafile.py99 except Exception:CODE
LOWscripts/validate_docs.py44 except Exception:CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMllamafile/build-functions.sh22# This file contains common functions used by cuda.sh and rocm.shCOMMENT
Unused Imports3 hits · 3 pts
SeverityFileLineSnippetContext
LOWscripts/publish_docs.py10CODE
LOWscripts/generate_github_pages_redirects.py7CODE
LOWscripts/validate_docs.py14CODE
Slop Phrases2 hits · 2 pts
SeverityFileLineSnippetContext
LOW.github/ISSUE_TEMPLATE/07-refactor.yml9 Don't forget to [check for existing refactor issue tickets](https://github.com/Mozilla-Ocho/llamafile/issues?q=iCODE
LOW.github/ISSUE_TEMPLATE/06-refactor.yml9 Don't forget to [check for existing refactor issue tickets](https://github.com/Mozilla-Ocho/llamafile/issues?q=iCODE
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtests/integration/utils/llamafile.py17logger = logging.getLogger(__name__)CODE