Trellis Session Insight
mindfold-ai/Trellis
Reach into past AI conversation history through the trellis mem CLI.
Debug OpenClaw model, provider, tool-surface, code-mode, streaming, and live/Crabbox behavior by choosing the right logs, probes, and proof path before changing code, including fetching stored…
$ npx skills add openclaw/openclaw --skill openclaw-debugging -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install openclaw/openclaw openclaw-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/openclaw/openclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/openclaw-debugging .claude/skills/openclaw-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 "openclaw-debugging" agent skill from https://github.com/openclaw/openclaw/tree/main/.agents/skills/openclaw-debugging into .claude/skills/openclaw-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openclaw-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/openclaw/openclaw/tree/main/.agents/skills/openclaw-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 openclaw/openclaw --skill openclaw-debugging -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install openclaw/openclaw openclaw-debugging --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/openclaw-debugging .agents/skills/openclaw-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 "openclaw-debugging" agent skill from https://github.com/openclaw/openclaw/tree/main/.agents/skills/openclaw-debugging into .agents/skills/openclaw-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openclaw-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 openclaw/openclaw --skill openclaw-debugging -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install openclaw/openclaw openclaw-debugging --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/openclaw-debugging .cursor/skills/openclaw-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 "openclaw-debugging" agent skill from https://github.com/openclaw/openclaw/tree/main/.agents/skills/openclaw-debugging into .cursor/skills/openclaw-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openclaw-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/openclaw/openclaw.git --path .agents/skills/openclaw-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 openclaw/openclaw --skill openclaw-debugging -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install openclaw/openclaw openclaw-debugging --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/openclaw-debugging .gemini/skills/openclaw-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 "openclaw-debugging" agent skill from https://github.com/openclaw/openclaw/tree/main/.agents/skills/openclaw-debugging into .gemini/skills/openclaw-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openclaw-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 openclaw/openclaw openclaw-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 openclaw/openclaw --skill openclaw-debugging -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/openclaw-debugging .github/skills/openclaw-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 "openclaw-debugging" agent skill from https://github.com/openclaw/openclaw/tree/main/.agents/skills/openclaw-debugging into .github/skills/openclaw-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openclaw-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 openclaw/openclaw --skill openclaw-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 openclaw/openclaw openclaw-debugging --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/openclaw-debugging .opencode/skills/openclaw-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 "openclaw-debugging" agent skill from https://github.com/openclaw/openclaw/tree/main/.agents/skills/openclaw-debugging into .opencode/skills/openclaw-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openclaw-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.
openclaw-debuggingDebug OpenClaw model, provider, tool-surface, code-mode, streaming, and live/Crabbox behavior by choosing the right logs, probes, and proof path before changing code, including fetching stored…
Openclaw Debugging is an agent skill from openclaw/openclaw. Debug OpenClaw model, provider, tool-surface, code-mode, streaming, and live/Crabbox behavior by choosing the right logs, probes, and proof path before changing code, including fetching stored sessions, transcripts, and attachments as evidence.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).
It sits in Development, covering Debugging. The repository describes itself as: The AI that really does things. Any OS. Any Platform. The lobster way. 🦞. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 1eb5970. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
pnpmnodegitFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.openclaw.aiFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Openclaw Debugging loads about 1.9k tokens when it runs. Until then it costs about 66 tokens; SKILL.md has 784 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.
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.
The full file from openclaw/openclaw at commit 1eb5970, republished under its MIT licence (© openclaw). 784 words, ~1,897 tokens.
.claude/skills/openclaw-debugging/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Use this skill when OpenClaw behavior differs between local tests, live models, providers, code mode, Tool Search, Crabbox, or CI, and the next move should be a debug signal rather than a guess.
docs/logging.md for log files, openclaw logs, and targeted debug flags.docs/reference/test.md for local test commands.docs/tools/code-mode.md for code-mode exec/wait and tool catalog rules.$openclaw-testing for choosing test lanes.$crabbox for broad, Docker, package, Linux, live-key, or CI-parity proof.Use targeted env flags instead of global debug when the model request shape or stream timing matters:
OPENCLAW_DEBUG_MODEL_TRANSPORT=1 openclaw gateway
OPENCLAW_DEBUG_MODEL_PAYLOAD=tools OPENCLAW_DEBUG_SSE=events openclaw gateway
OPENCLAW_DEBUG_MODEL_PAYLOAD=full-redacted OPENCLAW_DEBUG_SSE=peek openclaw gatewayUseful flags:
OPENCLAW_DEBUG_MODEL_TRANSPORT=1: request start, fetch response, SDK
headers, first SSE event, stream done, and transport errors at info.OPENCLAW_DEBUG_MODEL_PAYLOAD=summary: bounded payload summary.OPENCLAW_DEBUG_MODEL_PAYLOAD=tools: all model-facing tool names.OPENCLAW_DEBUG_MODEL_PAYLOAD=full-redacted: capped, redacted JSON payload.
Use only while debugging; prompts/message text may still appear.OPENCLAW_DEBUG_SSE=events: first-event and stream-completion timing.OPENCLAW_DEBUG_SSE=peek: first five redacted SSE events.OPENCLAW_DEBUG_CODE_MODE=1: code-mode tool-surface diagnostics.Watch logs with:
openclaw logs --followexec and wait only after it
actually activates.pnpm build when touching workers, dynamic imports,
package exports, lazy runtime boundaries, or published paths.Use these paths when a bug report references a chat session and you need the actual transcript, sender attribution, or attachments as evidence.
CLI first (needs a configured install; safe against a live gateway):
openclaw sessions list --agent <agentId> --json
openclaw sessions tail
openclaw sessions export-trajectoryDocs: docs/reference/database-schemas.md for the store layout,
https://docs.openclaw.ai/cli/sessions for the CLI.
Raw store (when the CLI is unavailable, e.g. inspecting a remote host over SSH, or you need event-level detail):
~/.openclaw/agents/<agentId>/agent/openclaw-agent.sqlite.
Canonical schema: src/state/openclaw-agent-schema.sql./home/openclaw/.openclaw/...), not root's — root may carry a separate
stray install with different agents. If the expected agent dir is missing,
locate the real DB: find / -maxdepth 6 -name openclaw-agent.sqlite./chat/<agentId>/<slug>-<hex>.
Resolve it in session_nodes: session_key LIKE '%<hex>%' →
current_session_id, display_name. Key shape is
agent:<agentId>:<surface>:<uuid>; subagent sessions use surface subagent.transcript_events (session_id, seq, event_json).
event_json.message has role (user/assistant/toolResult) and
content (string, or parts of type text/toolCall/image).message.__openclaw
(senderId, senderName, senderIsOwner); runtime-synthesized inputs do
not. Use this to separate operator-authored text from injected prompts.session_transcript_fts.media://inbound/<file> URLs map to
<state-dir>/media/inbound/<file>.image content parts. They ride the message
envelope: message.__openclaw.media[] entries with url
(media://inbound/<file>), contentType, kind, fileName. A parts-only
extractor misses every image — grep raw event_json for media://. On a
remote host, scp the files locally (one remote path per scp argument) and
read them there.Hosts without a sqlite3 binary still have Node: node:sqlite needs no
dependencies.
node -e 'const {DatabaseSync}=require("node:sqlite");
const db=new DatabaseSync(process.argv[1],{readOnly:true});
console.log(JSON.stringify(db.prepare(
"SELECT seq,event_json FROM transcript_events WHERE session_id=? ORDER BY seq"
).all(process.argv[2])))' <db-path> <session-id>Always open live stores readOnly: true; never write a running gateway's
state (see Validation rules in the root AGENTS.md). For realistic-data
work, copy the DB into a dev state dir first.
src/agents/openai-transport-stream.tssrc/agents/provider-transport-fetch.tssrc/llm/providers/stream-wrappers/openai.tssrc/agents/embedded-agent-runner/run/attempt.tssrc/agents/code-mode.ts
src/agents/code-mode.worker.tssrc/agents/tool-search.tspnpm check:docs and git diff --check.pnpm build.$crabbox.Report:
© openclaw, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in .agents/skills/openclaw-debugging of openclaw/openclaw.
Open the folder on GitHubat commit 1eb5970
Openclaw 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 |
|---|---|---|---|---|---|---|
| Openclaw Debugging this skillopenclaw/openclaw | 392k | — | ~1.9k | 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 |
mindfold-ai/Trellis
Reach into past AI conversation history through the trellis mem CLI.
CherryHQ/cherry-studio-app
A skill your agent uses when implementing or debugging ANY network request, API call, or data fetching.
n8n-io/n8n
Debug failed or wrong-output workflow executions using executions tools.
pytorch/pytorch
Debug AOTInductor (AOTI) errors and crashes. An agent skill from pytorch/pytorch.
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.
ultralisp/ultralisp
A skill your agent uses when encountering any bug, test failure, or unexpected behavior, before proposing fixes
openclaw/openclaw
Maintain the canonical live OpenClaw main checkout, macOS LaunchAgent-managed Gateway, local macOS app, exact-head main CI, and recurring full release validation.
openclaw/openclaw
Control tmux sessions/panes for interactive CLIs: list, capture output, send keys, paste text, monitor prompts.
openclaw/openclaw
Feishu document read/write workflows. An agent skill from openclaw/openclaw.
openclaw/openclaw
Review, triage, repair, or land OpenClaw issues and pull requests with current-source evidence and the native maintainer workflow.
openclaw/openclaw
A skill your agent uses when controlling web pages with the OpenClaw browser tool, especially multi-step flows, login checks, tab management, or recovery from stale refs/timeouts.
openclaw/openclaw
A skill your agent uses for all ClawSweeper work: OpenClaw issue/PR sweep reports, repair jobs, cloud fix PRs, @clawsweeper maintainer mention commands, trusted ClawSweeper-reviewed…
Categories
Debug OpenClaw model, provider, tool-surface, code-mode, streaming, and live/Crabbox behavior by choosing the right logs, probes, and proof path before changing code, including fetching stored…. Openclaw Debugging is an agent skill from openclaw/openclaw. Debug OpenClaw model, provider, tool-surface, code-mode, streaming, and live/Crabbox behavior by choosing the right logs, probes, and proof path before changing code, including fetching stored sessions, transcripts, and attachments as evidence.
Openclaw Debugging fits situations like: tasks that involve Debugging.
Run `npx skills add openclaw/openclaw --skill openclaw-debugging -a claude-code`. Or copy the skill folder (.agents/skills/openclaw-debugging in openclaw/openclaw) into .claude/skills/openclaw-debugging in your project. Claude Code loads it when a task matches its description.
Run `npx skills add openclaw/openclaw --skill openclaw-debugging -a codex`. Or copy the skill folder (.agents/skills/openclaw-debugging in openclaw/openclaw) into .agents/skills/openclaw-debugging in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add openclaw/openclaw --skill openclaw-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/openclaw-debugging, .gemini/skills/openclaw-debugging, .github/skills/openclaw-debugging and .opencode/skills/openclaw-debugging in your project.
Going by SKILL.md and its folder, Openclaw Debugging needs the command-line tools its instructions call (pnpm, node and git). Our summary lists: Docker.
SKILL.md names 1 domain. As links in the text: docs.openclaw.ai. This is read from the text; nothing was executed.
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.
Openclaw Debugging is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Openclaw 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.
openclaw (a GitHub organization) maintains it in openclaw/openclaw, which has 391,610 GitHub stars. The repository holds 93 skills in this directory. The repository was last updated on October 8, 2026.
Source: openclaw/openclaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.