Түгээмэл асуултууд
PRECC ашиглахад аюулгүй юу?
Тийм. PRECC нь Claude Code-ын албан ёсны PreToolUse hook механизмыг ашигладаг. Hook нь:
- Бүрэн офлайнаар ажилладаг (халуун замд сүлжээний дуудлага байхгүй)
- 5 миллисекундээс бага хугацаанд дуусдаг
- Fail-open: алдаа гарвал анхны команд өөрчлөгдөхгүй ажилладаг
- Зөвхөн командыг өөрчилдөг, хэзээ ч өөрөө гүйцэтгэдэггүй
- Мэдээллийг SQLite-д дотоод хадгалдаг
PRECC бусад AI кодчилолын хэрэгслүүдтэй ажилладаг уу?
PRECC нь Claude Code-д зориулагдсан. Cursor, Copilot, Windsurf болон бусад AI кодчилолын хэрэгслүүдтэй ажилладаггүй.
Телеметр ямар мэдээлэл илгээдэг вэ?
Телеметр зөвхөн сонголтоор идэвхждэг. Идэвхжүүлсэн үед илгээдэг:
- PRECC хувилбар, үйлдлийн систем, архитектур
- Нэгтгэсэн тоо (таслан зогсоосон командууд, идэвхжүүлсэн чадварууд)
- Дундаж hook хоцрогдол
Командын текст, файлын зам, төслийн нэр илгээдэггүй.
PRECC-ийг хэрхэн устгах вэ?
PRECC is fully reversible — remove it in three steps:
-
Hook бүртгэлийг устгах:
# Delete the hook entry from Claude Code's settings # (precc init added it; removing it disables PRECC) -
Бинар файлыг устгах:
rm ~/.local/bin/precc ~/.local/bin/precc-hook ~/.local/bin/precc-learner -
Мэдээллийг устгах (заавал биш):
rm -rf ~/.local/share/precc/ rm -rf ~/.config/precc/
Миний лиценз дууссан. Юу болох вэ?
PRECC Community түвшинд буцна. Бүх үндсэн функц ажиллсаар байна:
- Суурь чадварууд идэвхтэй хэвээр
- Hook pipeline хэвийн ажилладаг
Pro функцууд сунгах хүртэл боломжгүй болно.
Hook ажиллахгүй байна. Хэрхэн debug хийх вэ?
Run precc doctor first — it automates every check below. To diagnose by hand:
-
Hook бүртгэгдсэн эсэхийг шалгах:
precc init -
Hook-г гар аргаар шалгах:
echo '{"tool_input":{"command":"cargo build"}}' | precc-hook -
Бинар файл PATH-д байгаа эсэхийг шалгах:
which precc-hook -
~/.claude/settings.jsonдахь Claude Code hook тохиргоог шалгана.
PRECC нь Claude Code-ийг удаашруулдаг уу?
Үгүй. Hook 5 миллисекундээс бага хугацаанд дуусдаг (p99).
CI/CD-д PRECC ашиглаж болох уу?
PRECC нь интерактив Claude Code сессүүдэд зориулагдсан. CI/CD-д Claude Code instance байхгүй. Гэхдээ precc gha нь GitHub Actions-ийн амжилтгүй гүйлтүүдийг шинжлэх боломжтой.
Олборлосон чадварууд суурь чадваруудаас юугаараа ялгаатай вэ?
Суурь чадварууд PRECC-тэй хамт ирдэг. Олборлосон чадварууд таны сессийн логоос суралцдаг. Хоёулаа SQLite-д хадгалагдаж, hook pipeline-аар ижил үнэлэгддэг.
Багтайгаа чадваруудаа хуваалцаж болох уу?
Тийм. precc skills export NAME ашиглан TOML руу экспортлож, файлаа хуваалцаж болно.
Why do I see zero tokens saved?
If precc savings reports 0 tokens despite an active Claude Code session burning input/output tokens, the hook is not firing. Three causes account for almost every reported instance:
-
You are on v0.3.42 or v0.3.43. These releases shipped a data-path regression where the hook wrote metrics to a directory that the CLI then read from a different directory — both ran, but the savings number stayed at 0. Fixed in v0.3.44 (data paths routed through
db::data_dir()). Upgrade with:precc update -
Your
settings.jsonis missing the hook entry. Runprecc doctor(available in v0.3.53+). It checks each precondition of the hot path — settings file, hook entry, binary on$PATH, heuristics DB, recent invocations — and reports the first one that fails:precc doctorIf doctor is not available because you are on an older release, run
precc initto (re)register the hook. -
Your session has not yet hit a skill trigger. PRECC only intercepts Bash commands matching one of the active skills. If your session has been pure file editing or pure web fetching against domains not covered by
webfetch-opencli, you have not yet given the hook anything to compress or rewrite. This is normal. Runprecc skills listto see what triggers exist.
If after upgrading and running precc doctor you still see zero savings, file an issue at https://github.com/peri-a-i/precc-cc/issues with the output of precc doctor.
My MCP server (e.g. lean-ctx) is pegging CPU. How do I kill it safely without taking Claude Code down with it?
PRECC does not ship or supervise MCP servers — but this is a recurring trap because some MCP binaries (notably lean-ctx) are also invoked as per-Bash-tool-call wrappers by the Claude Code harness, not just as long-running servers. A naive pkill <name> then matches many short-lived wrappers in addition to the server.
Identify the runaway PID, do not kill by name:
pgrep -f "^lean-ctx$" \
| xargs -I{} ps -o pid,%cpu,etime,args -p {} \
| sort -k2 -nr | head -3
The top row is the long-running server (large etime, high %cpu). Send SIGTERM to only that PID:
kill -TERM <pid>
Avoid these forms, all of which can also kill Claude Code or break in-flight tool calls:
pkill lean-ctx— matches transientlean-ctx -c <cmd>wrappers spawned per Bash tool call.pkill -9 -f lean-ctx— same broad match, plus ungraceful exit leaves the MCP stdio half-open.pkill -g <pgid>/kill -- -<pgid>— kills the whole process group, which includesclaudeitself when the MCP server shares a session with it.
If after a clean SIGTERM the server does not exit within a few seconds, escalate with kill -KILL <pid> on the same single PID (still not by name). Claude Code will lose those MCP tools until you restart it; it should not exit on its own.
This advice is independent of PRECC — but PRECC users frequently run lean-ctx, so it is worth documenting here.
What is OpenCLI and do I need it?
OpenCLI is a third-party Node.js tool that turns ~148 websites into structured-output CLI commands (opencli hackernews top, opencli reddit search <q>, opencli arxiv search <q>, …). PRECC ships two built-in skills that work with it:
webfetch-opencli-hint— fires oncurl/wget/http/fetchagainst any of 11 OpenCLI-supported domains andsuggest_fix-es the equivalentopencli <site> …command. Suggestion only; never modifies the command.webfetch-opencli-hackernews— auto-rewritescurl|wget news.ycombinator.comtoopencli hackernews topwith an inlinecommand -v openclifallback to the original command if OpenCLI isn’t installed.
You don’t need OpenCLI for PRECC to work. The hint skill costs nothing; the auto-rewrite skill is safe to ship default-on because of the fallback.
If you want OpenCLI’s WebFetch token savings, install it with:
precc init --opencli
That runs npm install -g @jackwener/opencli (Node.js 20+ required). For cookie-reuse on logged-in pages, also install OpenCLI’s Chrome extension separately — see the project README. The extension requests broad permissions (debugger, <all_urls>, cookies); review them before installing.
precc doctor reports OpenCLI’s presence on $PATH as an informational line:
i opencli: installed (webfetch-opencli skills will auto-rewrite)
or
i opencli: not installed (run `precc init --opencli` if you want WebFetch token savings)
Never marks doctor as failing — the integration is fully opt-in.