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lightseekorg/tokenspeed

https://github.com/lightseekorg/tokenspeed · scanned 2026-05-16 22:31 UTC (19 hours, 52 minutes ago) · 10 languages

746 findings (51 legacy + 695 scanner) 60th percentile · Python · large (100-500K LoC) Scanner says 70 (higher by 3)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 19 hours, 52 minutes ago · v1 · 746 findings from 2 sources. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

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Bug-class explainers. Each card groups findings of the same shape — these are the patterns most likely to ship to prod and reappear in future scans unless you systematically fix the cause, not just the instance.

Fragile runtime 44 findings

What it is: Code that runs but breaks under predictable input — division by zero, missing keys, unbounded loops, off-by-one slicing.

Why it matters: Reaches production undetected because happy-path tests pass. First user with a weird input crashes the request.

How AI causes it: AI loves writing the happy path; doesn't probe edge cases unless explicitly asked.

Fix approach: Add property-based tests. Wrap external inputs with explicit validators. Use the framework's typed deserializer (Pydantic, attrs).

12 matching findings on this repo

medium [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides … python/tokenspeed/runtime/models/deepseek_v4.py:2808
medium [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides … python/tokenspeed/runtime/layers/deepseek_v4_mhc.…:62
medium [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides … python/tokenspeed/_logging.py:109
medium Agent control bridge may listen on a network interface without visible auth python/tokenspeed/cli/serve_smg.py:13
low Duplicate top-level symbol appears in a patch-style file python/tokenspeed/runtime/models/deepseek_v3.py:1
low Duplicate top-level symbol appears in a patch-style file python/tokenspeed/runtime/models/deepseek_v4.py:1
low Duplicated implementation block across source files python/tokenspeed/runtime/models/qwen2.py:355
low Duplicated implementation block across source files python/tokenspeed/runtime/models/minimax_m2.py:660
low Duplicated implementation block across source files python/tokenspeed/runtime/models/minimax_m2.py:565
low Duplicated implementation block across source files python/tokenspeed/runtime/models/minimax_m2.py:530
low Duplicated implementation block across source files python/tokenspeed/runtime/models/llama_eagle3.py:118
low Duplicated implementation block across source files python/tokenspeed/runtime/models/llama_eagle3.py:47

View all fragile runtime findings →

Legacy markers 26 findings

What it is: TODO, FIXME, XXX, HACK comments. Often indicate a known-broken path the author meant to fix.

Why it matters: Each marker is an unfinished thought. Production code shouldn't ship with debt that's documented but not tracked.

How AI causes it: AI mirrors the style of the codebase, so existing TODOs propagate into new code.

Fix approach: Convert each into a ticket. Delete the comment when the ticket lands. Use a pre-commit hook to block new TODOs without an issue link.

12 matching findings on this repo

low Legacy-named symbol `test_status_property_exposes_live_state_not_copy` in test/…
low Legacy-named symbol `fast_topk_v2` in test/runtime/kernels/test_trtllm_wrapper.…
low Legacy-named symbol `tTMEM_LOADtS_v1` in tokenspeed-mla/python/tokenspeed_mla/f…
low Legacy-named symbol `corr_tmem_store_tiled_copy` in tokenspeed-mla/python/token…
low Legacy-named symbol `atom_async_copy` in tokenspeed-mla/python/tokenspeed_mla/m…
low Legacy-named symbol `async_copy` in tokenspeed-kernel/test/conftest.py:62
low Legacy-named symbol `test_reregister_replaces_old` in tokenspeed-kernel/test/te…
low Legacy-named symbol `async_copy` in tokenspeed-kernel/python/tokenspeed_kernel/…
low Legacy-named symbol `to_copy` in tokenspeed-kernel/python/tokenspeed_kernel/ops…
low Legacy-named symbol `send_old` in tokenspeed-kernel/python/tokenspeed_kernel/op…
low Legacy-named symbol `fast_topk_v2` in tokenspeed-kernel/python/tokenspeed_kerne…
low Legacy-named symbol `autovec_copy` in tokenspeed-kernel/python/tokenspeed_kerne…

View all legacy markers findings →

Commented-out code 495 findings

What it is: Lines of source that were intentionally disabled but never deleted.

Why it matters: Git already remembers history — commented code rots, becomes wrong, and adds noise to diffs.

How AI causes it: AI sometimes comments out broken code instead of fixing it. Reviewers approve out of inertia.

Fix approach: Delete. Trust `git log`. If you really need to remember, save it in a notes file under `docs/`.

12 matching findings on this repo

info Commented-code block (6 lines) in test/runners.py:9
info Commented-code block (6 lines) in test/test_bench_timeout.py:3
info Commented-code block (6 lines) in test/cli/test_argsplit.py:3
info Commented-code block (6 lines) in test/cli/test_proc.py:3
info Commented-code block (6 lines) in test/cli/test_cli_dispatch.py:3
info Commented-code block (6 lines) in test/cli/test_serve_smg_unit.py:3
info Commented-code block (6 lines) in test/cli/test_logprefix.py:3
info Commented-code block (6 lines) in test/cli/test_serve_smg_integration.py:3
info Commented-code block (6 lines) in test/cli/test_logo.py:3
info Commented-code block (6 lines) in test/cli/_fixtures/fake_engine.py:3
info Commented-code block (6 lines) in test/runtime/test_v4_sliding_window_groups_sm…
info Commented-code block (6 lines) in test/runtime/test_inline_detokenizer_receiver…

View all commented-out code findings →

Config drift 23 findings

What it is: Settings duplicated across env files, Docker compose, K8s, and code defaults, all with slightly different values.

Why it matters: Production behaviour depends on whichever copy your loader reads first. Subtle bugs in staging that don't reproduce in dev.

How AI causes it: AI writes new config from memory rather than reading the existing source.

Fix approach: Pick one source of truth (env vars + a settings module). Have every other place import from there. Lint for duplicates in CI.

12 matching findings on this repo

low Very large file: test/runtime/test_deepseek_v4_config.py (2975 lines)
info Commented-code block (6 lines) in tokenspeed-kernel/python/tokenspeed_kernel/be…
info Commented-code block (6 lines) in python/tokenspeed/runtime/layers/attention/co…
info Commented-code block (6 lines) in python/tokenspeed/runtime/layers/attention/co…
info Commented-code block (6 lines) in python/tokenspeed/runtime/layers/attention/co…
info Commented-code block (6 lines) in python/tokenspeed/runtime/layers/quantization…
info Commented-code block (6 lines) in python/tokenspeed/runtime/layers/moe/config.p…
info Commented-code block (6 lines) in python/tokenspeed/runtime/layers/moe/backends…
info Commented-code block (6 lines) in python/tokenspeed/runtime/utils/flashinfer_co…
info Commented-code block (6 lines) in python/tokenspeed/runtime/configs/qwen3_5_tex…
info Commented-code block (6 lines) in python/tokenspeed/runtime/configs/minimax_m2_…
info Commented-code block (6 lines) in python/tokenspeed/runtime/configs/load_config…

View all config drift findings →

{# ── 2026-05-17 Round 14: AI-agent bridge footer ────────────────────── Discoverability: the /agents/voting/ guide + MCP manifest exist but aren't linked from anywhere users actually land. Small, opt-in footer. #}

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