Trellis Session Insight
mindfold-ai/Trellis
Reach into past AI conversation history through the trellis mem CLI.
Debug a Tofu conversation or task by conversation ID — inspect the sidecar transcript, storage lineage, and app logs with debug/inspectconversation.py before touching the database.
Install Tofu Debugging
$ npx skills add NiuTrans/ToFu --skill tofu-debugging -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install NiuTrans/ToFu tofu-debugging --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/NiuTrans/ToFu.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/tofu-debugging .claude/skills/tofu-debugging && 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 "tofu-debugging" agent skill from https://github.com/NiuTrans/ToFu/tree/main/.agents/skills/tofu-debugging into .claude/skills/tofu-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tofu-debugging", 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/NiuTrans/ToFu/tree/main/.agents/skills/tofu-debuggingType 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 NiuTrans/ToFu --skill tofu-debugging -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install NiuTrans/ToFu tofu-debugging --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NiuTrans/ToFu.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/tofu-debugging .agents/skills/tofu-debugging && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "tofu-debugging" agent skill from https://github.com/NiuTrans/ToFu/tree/main/.agents/skills/tofu-debugging into .agents/skills/tofu-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tofu-debugging", 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 NiuTrans/ToFu --skill tofu-debugging -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install NiuTrans/ToFu tofu-debugging --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NiuTrans/ToFu.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/tofu-debugging .cursor/skills/tofu-debugging && 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 "tofu-debugging" agent skill from https://github.com/NiuTrans/ToFu/tree/main/.agents/skills/tofu-debugging into .cursor/skills/tofu-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tofu-debugging", 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/NiuTrans/ToFu.git --path .agents/skills/tofu-debugging--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 NiuTrans/ToFu --skill tofu-debugging -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install NiuTrans/ToFu tofu-debugging --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NiuTrans/ToFu.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/tofu-debugging .gemini/skills/tofu-debugging && 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 "tofu-debugging" agent skill from https://github.com/NiuTrans/ToFu/tree/main/.agents/skills/tofu-debugging into .gemini/skills/tofu-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tofu-debugging", 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 NiuTrans/ToFu tofu-debuggingInstalls 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 NiuTrans/ToFu --skill tofu-debugging -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/NiuTrans/ToFu.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/tofu-debugging .github/skills/tofu-debugging && 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 "tofu-debugging" agent skill from https://github.com/NiuTrans/ToFu/tree/main/.agents/skills/tofu-debugging into .github/skills/tofu-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tofu-debugging", 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 NiuTrans/ToFu --skill tofu-debugging -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install NiuTrans/ToFu tofu-debugging --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NiuTrans/ToFu.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/tofu-debugging .opencode/skills/tofu-debugging && 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 "tofu-debugging" agent skill from https://github.com/NiuTrans/ToFu/tree/main/.agents/skills/tofu-debugging into .opencode/skills/tofu-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tofu-debugging", 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
tofu-debugging- GitHub stars
- 148
- Token cost
- ~283 tokens
- SKILL.md length
- 110 words
- Files
- 1
- Repo updated
- First seen
- Licence
- MIT
At a glance
Debug a Tofu conversation or task by conversation ID — inspect the sidecar transcript, storage lineage, and app logs with debug/inspectconversation.py before touching the database.
- Tasks that involve Debugging
- Calls python3
What it does
Tofu Debugging is an agent skill from NiuTrans/ToFu. Debug a Tofu conversation or task by conversation ID — inspect the sidecar transcript, storage lineage, and app logs with debug/inspectconversation.py before touching the database.
Its SKILL.md is about 280 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 Development, covering Debugging. The repository describes itself as: Self-hosted AI assistant with tool use, multi-agent orchestration, coding copilot and a lightweight Flask + vanilla JS stack. The licence is MIT.
When your agent uses it
- Tasks that involve Debugging
Example prompts
- “/tofu-debugging”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit 079e58e. 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:
python3
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
Tofu Debugging loads about 283 tokens when it runs. Until then it costs about 49 tokens; SKILL.md has 110 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 NiuTrans/ToFu at commit 079e58e, republished under its MIT licence (© NiuTrans). 110 words, ~283 tokens.
Download SKILL.mdSave it as
.claude/skills/tofu-debugging/SKILL.md (or your agent's skills folder).- name
- tofu-debugging
- description
- Debug a Tofu conversation or task by conversation ID — inspect the sidecar transcript, storage lineage, and app logs with debug/inspect_conversation.py before touching the database.
Debugging Tofu conversations
For a conversation ID, the first command is always:
python3 debug/inspect_conversation.py <conversation_id>Do not hand-query SQLite or guess table names. With no source flags the
inspector follows the configured storage backend: SQLite deployments resolve
the live Sidecar/fastpath authority; tofudb deployments auto-discover the
running application's loopback API (configured PORT, default 15000) and
read the transcript through the v4 conversation endpoints, exactly like the
service renders it. Storage facts and flags are documented in the root
AGENTS.md and docs/STORAGE.md.
This package is instruction-only: it has no resource files. Paths named here
(debug/inspect_conversation.py, docs/STORAGE.md, logs under logs/) are
workspace files — open them with ordinary file tools such as read_files and
grep_search, not read_skill_resource.
© NiuTrans, MIT. 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 .agents/skills/tofu-debugging of NiuTrans/ToFu.
Open the folder on GitHubat commit 079e58e
Compare with similar skills
Tofu Debugging 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 |
|---|---|---|---|---|---|---|
| Tofu Debugging this skillNiuTrans/ToFu | 148 | — | ~283 | Automated safety check: Pass | MIT | |
| Trellis Session Insightmindfold-ai/Trellis | 15k | 4 repos | ~1.7k | Automated safety check: Pass | AGPL-3.0 | |
| Native Data FetchingCherryHQ/cherry-studio-app | 4k | 6 repos | ~2.9k | Automated safety check: Notes | MIT | |
| Debugging Executionsn8n-io/n8n | 207k | — | ~2.6k | Automated safety check: Pass | Custom licence | |
| Aoti Debugpytorch/pytorch | 104k | 1 repos | ~1.7k | Automated safety check: Pass | Custom licence | |
| Herdr Throwaway Reproductionherdrdev/herdr | 43k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Native Data Fetching
CherryHQ/cherry-studio-app
A skill your agent uses when implementing or debugging ANY network request, API call, or data fetching.
- Official
Debugging Executions
n8n-io/n8n
Debug failed or wrong-output workflow executions using executions tools.
Aoti Debug
pytorch/pytorch
Debug AOTInductor (AOTI) errors and crashes. An agent skill from pytorch/pytorch.
Herdr Throwaway Reproduction
herdrdev/herdr
Runs a disposable, uniquely named Herdr session inside an existing one so runtime, pane, terminal or API bugs can be reproduced without touching the main session.
Systematic Debugging
ultralisp/ultralisp
A skill your agent uses when encountering any bug, test failure, or unexpected behavior, before proposing fixes
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Coordinate one Tofu evolution goal through owner conversation, new materials, experimental reports, executor assignments and explicit update acknowledgements.
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Questions about Tofu Debugging
What does Tofu Debugging do?
Debug a Tofu conversation or task by conversation ID — inspect the sidecar transcript, storage lineage, and app logs with debug/inspectconversation.py before touching the database. Tofu Debugging is an agent skill from NiuTrans/ToFu.py before touching the database.
When should I use Tofu Debugging?
Tofu Debugging fits situations like: tasks that involve Debugging.
How do I install Tofu Debugging in Claude Code?
Run `npx skills add NiuTrans/ToFu --skill tofu-debugging -a claude-code`. Or copy the skill folder (.agents/skills/tofu-debugging in NiuTrans/ToFu) into .claude/skills/tofu-debugging in your project. Claude Code loads it when a task matches its description.
How do I install Tofu Debugging in Codex?
Run `npx skills add NiuTrans/ToFu --skill tofu-debugging -a codex`. Or copy the skill folder (.agents/skills/tofu-debugging in NiuTrans/ToFu) into .agents/skills/tofu-debugging in your project. Codex loads it when a task matches its description.
Can I use Tofu Debugging 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 NiuTrans/ToFu --skill tofu-debugging -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tofu-debugging, .gemini/skills/tofu-debugging, .github/skills/tofu-debugging and .opencode/skills/tofu-debugging in your project.
What does Tofu Debugging need to run?
Going by SKILL.md and its folder, Tofu Debugging needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Tofu Debugging 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 Tofu Debugging 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 Tofu Debugging use?
Tofu Debugging is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Tofu Debugging use?
About 283 tokens (SKILL.md is roughly 1.1k 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 Tofu Debugging?
Skills that share tags, products or a category with Tofu Debugging: Trellis Session Insight (mindfold-ai/Trellis, 15k stars), Native Data Fetching (CherryHQ/cherry-studio-app, 4k stars), Debugging Executions (n8n-io/n8n, 207k stars) and Aoti Debug (pytorch/pytorch, 104k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Tofu Debugging?
NiuTrans (a GitHub organization) maintains it in NiuTrans/ToFu, which has 148 GitHub stars. The repository was last updated on October 10, 2026.
Source: NiuTrans/ToFu on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.