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Get Started Free →Umbrella router for small, focused CLI tools and integrations. Read this when a task might need one of the bundled utility references, then load only the nested reference that matches the need: minimax-cli for MiniMax media/TTS/vision; vision for image understanding (describe/OCR/critique); listen for local audio transcription and music analysis; academic-research for fetching papers, citation networks, and LaTeX writing; dj for journal-inspired music generation; token-usage for token/cost and t
.claude/skills/lingtai-ai-swiss-knife/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 26% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 52% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 15% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 3% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 72% | 0% |
Swiss Knife is a top-level router for small, focused utility references. Enter through this file, choose exactly one nested reference from the catalog below, then read that nested SKILL.md for the actual procedure, examples, scripts, and assets.
yamlnested_references: - name: bash-cli-harnesses # Virtual cross-skill redirect, not a local reference/<name>/SKILL.md file. location: bash-manual reference/bash-*/SKILL.md description: > Coding-agent CLIs such as Claude Code, OpenAI Codex, OpenCode, Cursor Agent, MiMo Code, Qwen Code, Oh-My-Pi, Gemini CLI, Aider, Goose, OpenHands, and Crush are now owned by `bash-manual` because they run as long-lived shell subprocesses. Read `bash-manual` and then the matching nested `reference/bash-*/SKILL.md`; Swiss Knife only keeps non-bash utility references. - name: minimax-cli location: reference/minimax-cli/SKILL.md description: > Nested swiss-knife reference for the MiniMax `mmx` CLI. Read this for MiniMax-backed image, video, music, TTS, or ad-hoc shell vision tasks. - name: vision location: reference/vision/SKILL.md description: > Nested swiss-knife reference for image understanding. Read this when you need to describe, OCR, or critique an image and aren't sure which path applies — it routes between the built-in `vision` tool, the sibling `minimax-cli` reference, and a local Hugging Face VLM fallback. - name: listen location: reference/listen/SKILL.md description: > Nested swiss-knife reference for local audio analysis. Read this when the human asks you to transcribe a voice note, extract lyrics, critique generated music, or measure audio characteristics — all local, no API key (Whisper transcription and librosa music analysis). - name: academic-research location: reference/academic-research/SKILL.md description: > Nested swiss-knife reference for academic literature work. Read this to fetch full-text papers by DOI/arXiv-ID/PMID, trace citation networks, run scholar analysis, or write/compile LaTeX manuscripts — indexes 12 API references and 6 pipeline workflows. - name: dj location: reference/dj/SKILL.md description: > Nested swiss-knife reference for composing one music track from a project journal entry. Read this when the human asks for music for a journal day, project vibe, session mood, or a specific generated genre. - name: token-usage location: reference/token-usage/SKILL.md description: > Nested swiss-knife reference for network-wide token, cost, cache, and tool-call/API-call trend reports. Read this when the human asks about token usage, budget, model costs, spending, cache behavior, or tools per API call across agent ledgers. - name: html-report location: reference/html-report/SKILL.md description: > Nested swiss-knife reference for standalone HTML deliverables. Read this when the human asks for a polished browser-openable report, dashboard, memo, comparison, or any HTML artifact with MathJax equations. - name: xiaomi-mimo location: reference/xiaomi-mimo/SKILL.md description: > Nested swiss-knife reference for Xiaomi MiMo provider discovery. Read this when the human asks to use or configure Xiaomi MiMo / 小米MiMo, or when you need to understand the MiMo model family and compatible endpoints. - name: zhipu-coding-plan location: reference/zhipu-coding-plan/SKILL.md description: > Nested swiss-knife reference for the Zhipu / Z.AI / BigModel coding-plan subscription. Read this when the human asks about Zhipu credentials or the plan's vision, web search, web-read, and zread MCP capabilities. - name: headless-bot location: reference/headless-bot/SKILL.md description: > Nested swiss-knife reference for creating and operating headless LingTai bot projects from `lingtai-tui spawn`. The current helper provisions a Telegram MCP bot, and the workflow also covers preset-policy replication, addon wiring, secret hygiene, refresh/relaunch, and verification. - name: find-something-to-do location: reference/find-something-to-do/SKILL.md description: > Nested swiss-knife reference for idle curiosity practice. Read this when you have no pending task, no human waiting, and want a reflective way to notice quiet impulses or choose a small autonomous exploration. - name: preset-health location: reference/preset-health/SKILL.md description: > Nested swiss-knife reference for read-only saved-preset health checks. Read this when the human asks whether saved presets still work, which one is expired or misconfigured, or why `system(action="presets")` shows a bad connectivity status. It enumerates saved presets, classifies failures (expired key, missing credentials, unreachable endpoint, invalid model/config, connectivity failure), and reports actionable fixes without printing or mutating any secret.
| Need | Read | |---|---| | Run or compare coding-agent CLIs such as Claude Code, Codex, OpenCode, Cursor Agent, MiMo Code, Qwen Code, Oh-My-Pi, Gemini CLI, Aider, Goose, OpenHands, or Crush | Load bash-manual, then the matching reference/bash-*/SKILL.md | | Generate images, video, music, TTS, or MiniMax shell vision | reference/minimax-cli/SKILL.md | | Describe, OCR, or critique an image (pick the cheapest available path) | reference/vision/SKILL.md | | Transcribe speech/voice notes or analyze music locally (no API key) | reference/listen/SKILL.md | | Fetch papers, trace citations, run scholar analysis, or write LaTeX | reference/academic-research/SKILL.md | | Compose music from a project journal, session mood, or requested genre | reference/dj/SKILL.md | | Report token usage, model costs, cache rates, or tool-call/API-call trends | reference/token-usage/SKILL.md | | Produce standalone HTML reports/dashboards/memos | reference/html-report/SKILL.md | | Discover/configure Xiaomi MiMo provider/model access | reference/xiaomi-mimo/SKILL.md; for mimocode shell execution, load bash-manual → reference/bash-mimocode/SKILL.md | | Discover/configure Zhipu / Z.AI coding-plan capabilities | reference/zhipu-coding-plan/SKILL.md; for shell CLI harness execution, load bash-manual first | | Create or automate a headless LingTai bot project, including Telegram bots | reference/headless-bot/SKILL.md | | Practice idle curiosity when there is no pending task or human waiting | reference/find-something-to-do/SKILL.md | | Health-check saved presets (read-only): classify expired keys, missing credentials, unreachable endpoints, invalid model/config | reference/preset-health/SKILL.md |
location next to this parentSKILL.md.
scripts and assets under its folder.
Do not load every nested reference by default. Swiss Knife exists to avoid polluting working context with unrelated utility manuals.
reference/<name>/SKILL.md with normal skill frontmatter (name,description, optional version/tags). The description should start with the fact that it is a nested swiss-knife reference and should state when to read it.
scripts/, assets/, and extra files under the samereference/<name>/ folder.
nested_references YAML block and routing table above.embedded TUI skill tree still copies every nested file.
the human runs lingtai-tui bootstrap, then agents call system(action="refresh") or skills(action="info") to see the refreshed utility tree.
swiss-knife/SKILL.md as itstop-level catalog entry; its bundled references are reached through that router rather than promoted as sibling top-level utility skills or swiss-knife/<child> skills.
scripts, and assets.
workflow that agents should discover directly, promote it to a normal top-level skill instead of keeping it under Swiss Knife.
> Found a bug or issue? If you encounter any problems with this skill, load > the lingtai-issue-report skill and follow its instructions to report it.
Other measured skills in the registry, with their headline benchmark lift.