Agent Builder
shareAI-lab/learn-claude-code
Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code.
Build SID trie catalogs for FlashRec from OpenOneRec RecIF packed mappings.
Install Sid Catalog
$ npx skills add sohu-mptc/FlashRec --skill sid-catalog -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sohu-mptc/FlashRec sid-catalog --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/sohu-mptc/FlashRec.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/sid-catalog .claude/skills/sid-catalog && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "sid-catalog" agent skill from https://github.com/sohu-mptc/FlashRec/tree/main/.claude/skills/sid-catalog into .claude/skills/sid-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sid-catalog", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/sohu-mptc/FlashRec/tree/main/.claude/skills/sid-catalogType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add sohu-mptc/FlashRec --skill sid-catalog -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sohu-mptc/FlashRec sid-catalog --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sohu-mptc/FlashRec.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/sid-catalog .agents/skills/sid-catalog && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sid-catalog" agent skill from https://github.com/sohu-mptc/FlashRec/tree/main/.claude/skills/sid-catalog into .agents/skills/sid-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sid-catalog", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sohu-mptc/FlashRec --skill sid-catalog -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sohu-mptc/FlashRec sid-catalog --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sohu-mptc/FlashRec.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/sid-catalog .cursor/skills/sid-catalog && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "sid-catalog" agent skill from https://github.com/sohu-mptc/FlashRec/tree/main/.claude/skills/sid-catalog into .cursor/skills/sid-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sid-catalog", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/sohu-mptc/FlashRec.git --path .claude/skills/sid-catalog--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add sohu-mptc/FlashRec --skill sid-catalog -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sohu-mptc/FlashRec sid-catalog --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sohu-mptc/FlashRec.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/sid-catalog .gemini/skills/sid-catalog && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "sid-catalog" agent skill from https://github.com/sohu-mptc/FlashRec/tree/main/.claude/skills/sid-catalog into .gemini/skills/sid-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sid-catalog", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install sohu-mptc/FlashRec sid-catalogInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add sohu-mptc/FlashRec --skill sid-catalog -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sohu-mptc/FlashRec.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/sid-catalog .github/skills/sid-catalog && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "sid-catalog" agent skill from https://github.com/sohu-mptc/FlashRec/tree/main/.claude/skills/sid-catalog into .github/skills/sid-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sid-catalog", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sohu-mptc/FlashRec --skill sid-catalog -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sohu-mptc/FlashRec sid-catalog --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sohu-mptc/FlashRec.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/sid-catalog .opencode/skills/sid-catalog && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "sid-catalog" agent skill from https://github.com/sohu-mptc/FlashRec/tree/main/.claude/skills/sid-catalog into .opencode/skills/sid-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sid-catalog", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
sid-catalog- GitHub stars
- 107
- Token cost
- ~468 tokens
- SKILL.md length
- 132 words
- Files
- 1
- Skills in repo
- 5
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Build SID trie catalogs for FlashRec from OpenOneRec RecIF packed mappings.
- The user mentions sid-vocab-file
- SKILL.md covers 默认（按源文件自动分层）, 与服务参数对齐 and 检查
- Calls bash
- Flashrec --catalog
What it does
Sid Catalog is an agent skill from sohu-mptc/FlashRec. Build SID trie catalogs for FlashRec from OpenOneRec RecIF packed mappings. Use when the user mentions sid-vocab-file, sid2pid, 物品目录, catalog, trie, flashrec --catalog, convertrecifcatalog, buildcatalog.sh, or illegal SID rate.
Its SKILL.md is about 470 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering. The repository describes itself as: FlashRec is a CUDA-graph engine for generative recommendation: wide beam search (3–5 SID steps, n=50–512+) over a trie-constrained catalog, in-process FP8 serving, and ranked… The licence is Apache-2.0.
When your agent uses it
- The user mentions sid-vocab-file
- Flashrec --catalog
- Convertrecifcatalog
- Buildcatalog.sh
Example prompts
- “/sid-catalog”
What it can do on your machine
Read from SKILL.md and the folder at commit 1089682. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
bash
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Sid Catalog loads about 468 tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 132 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from sohu-mptc/FlashRec at commit 1089682, republished under its Apache-2.0 licence (© sohu-mptc). 132 words, ~468 tokens.
Download SKILL.mdSave it as
.claude/skills/sid-catalog/SKILL.md (or your agent's skills folder).- name
- sid-catalog
- description
- Build SID trie catalogs for FlashRec from OpenOneRec RecIF packed mappings. Use when the user mentions sid-vocab-file, sid2pid, 物品目录, catalog, trie, flashrec --catalog, convert_recif_catalog, build_catalog.sh, or illegal SID rate.
构建 SID catalog
--sid-vocab-file 需要逗号 key 的 JSON（如 "a,b,c,1"）。RecIF 原始
sid2pid.json / sid2iid.json 用打包整数，必须先转换。不转换直接喂引擎会建错 trie。
默认（按源文件自动分层）
flashrec --catalog /path/to/OpenOneRec-RecIF/benchmark_dataRecIF 打包整数（a*8192^2+b*8192+c）会写成 4 层 data/catalogs/sid2pid_beamrec_l4.json（末段 1 = <|sid_end|>）。逗号 key 按源文件段数原样保留。data/ 已 gitignore，不要提交生成物。
| 旗标 / 变量 | 默认 | 含义 |
|---|---|---|
--catalog / DATA_DIR | （必填） | RecIF benchmark_data 目录或 sid2pid.json |
--catalog-task / TASK | video | video / product / both |
--catalog-levels / LEVELS | （自动） | 覆盖推断层数。3 = "a,b,c"；4 = 在 3 层 RecIF 后追加 {sid_begin, sid_end} |
--catalog-out / OUT_DIR | data/catalogs | 输出目录或 JSON 文件 |
flashrec --catalog sid2pid.json --catalog-out out.json
flashrec --catalog sid2pid.json --catalog-out out.json --catalog-levels 3
DATA_DIR=/path/to/benchmark_data bash scripts/build_catalog.sh与服务参数对齐
服务只需 --model-path + --sid-vocab-file。引擎从 tokenizer 读取
<s_a_*> / <|sid_begin|> / <|sid_end|>，再结合 catalog 层数推断 token
区间、codebook 大小和 boundary。启动日志会打印
Inferred --sid RANGE/SIZES (boundary B) from tokenizer + catalog。
4 层 catalog（key "a,b,c,1"）把结束符做成末层 codebook，生成序列为
[a, b, c, sid_end]，结束符 logprob 计入 sequence_score。3 层 catalog
（"a,b,c"）的 range 只含 codebook，boundary 包在后面。
tokenizer 不用这套命名时才显式传 --sid。换模型后会重新推断，不要把旧
checkpoint 的 token id 抄过去。
检查
- 输出 JSON 根对象的 key 是逗号分隔整数，不是打包十进制
- RecIF 打包源默认 4 段且末段为
1；逗号源保持原段数（不要把真实第 4 码改成1） - 启动服务后
invalid_rate应为 0；若 ~0.28，说明仍在跑开放词表（没挂 vocab 文件）
© sohu-mptc, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .claude/skills/sid-catalog of sohu-mptc/FlashRec.
Open the folder on GitHubat commit 1089682
Compare with similar skills
Sid Catalog next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Sid Catalog this skillsohu-mptc/FlashRec | 107 | — | ~468 | Automated safety check: Pass | Apache-2.0 | |
| Agent BuildershareAI-lab/learn-claude-code | 78k | 6 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Add Uint Supportpytorch/pytorch | 104k | 2 repos | ~2.3k | Automated safety check: Pass | Custom licence | |
| Peft Fine TuningOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.3k | Automated safety check: Pass | MIT | |
| 1passwordtrpc-group/trpc-agent-go | 1.8k | 15 repos | ~656 | Automated safety check: Pass | Apache-2.0 |
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More from sohu-mptc/FlashRec
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Deploy and serve GenRec checkpoints with FlashRec (install, serve.sh, SID trie, wide-beam knobs, health/curl, FP8, profiling).
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Run RecIF beam×concurrency eval and FlashRec vs SGLang/vLLM/TRT-LLM baselines.
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给 FlashRec 引擎接入一个新模型架构（新的 HF checkpoint / 非 Qwen3 结构）。涵盖模型定义、权重合并加载、FP8 双路径、融合 kernel 接线、CUDA graph 兼容、精度校验、以及压测+trace 验证闭环。当用户要"增加/支持/接入新模型"时使用。
Related
Categories
Questions about Sid Catalog
What does Sid Catalog do?
Build SID trie catalogs for FlashRec from OpenOneRec RecIF packed mappings. Sid Catalog is an agent skill from sohu-mptc/FlashRec. Build SID trie catalogs for FlashRec from OpenOneRec RecIF packed mappings.
When should I use Sid Catalog?
Sid Catalog fits situations like: the user mentions sid-vocab-file; flashrec --catalog; convertrecifcatalog; buildcatalog.sh.
How do I install Sid Catalog in Claude Code?
Run `npx skills add sohu-mptc/FlashRec --skill sid-catalog -a claude-code`. Or copy the skill folder (.claude/skills/sid-catalog in sohu-mptc/FlashRec) into .claude/skills/sid-catalog in your project. Claude Code loads it when a task matches its description.
How do I install Sid Catalog in Codex?
Run `npx skills add sohu-mptc/FlashRec --skill sid-catalog -a codex`. Or copy the skill folder (.claude/skills/sid-catalog in sohu-mptc/FlashRec) into .agents/skills/sid-catalog in your project. Codex loads it when a task matches its description.
Can I use Sid Catalog in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sohu-mptc/FlashRec --skill sid-catalog -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sid-catalog, .gemini/skills/sid-catalog, .github/skills/sid-catalog and .opencode/skills/sid-catalog in your project.
What does Sid Catalog need to run?
Going by SKILL.md and its folder, Sid Catalog needs the command-line tools its instructions call (bash).
Does Sid Catalog access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Sid Catalog safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Sid Catalog use?
Sid Catalog is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Sid Catalog use?
About 468 tokens (SKILL.md is roughly 1.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Sid Catalog?
Skills that share tags, products or a category with Sid Catalog: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), Peft Fine Tuning (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Sid Catalog?
sohu-mptc (a GitHub organization) maintains it in sohu-mptc/FlashRec, which has 107 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on October 1, 2026.
Source: sohu-mptc/FlashRec on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.