n8n Binary Data Handling
czlonkowski/n8n-skills
Explains how n8n keeps file bytes in $binary apart from structured $json data, and how to read, write and preserve binary across nodes, agent tools and chat.
Automatically recover working context after session compaction or when continuation is implied but context is missing.
$ npx skills add aAAaqwq/AGI-Super-Team --skill context-recovery -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team context-recovery --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/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/context-recovery .claude/skills/context-recovery && 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 "context-recovery" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/context-recovery into .claude/skills/context-recovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-recovery", 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/aAAaqwq/AGI-Super-Team/tree/main/skills/context-recoveryType 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 aAAaqwq/AGI-Super-Team --skill context-recovery -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team context-recovery --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/context-recovery .agents/skills/context-recovery && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "context-recovery" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/context-recovery into .agents/skills/context-recovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-recovery", 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 aAAaqwq/AGI-Super-Team --skill context-recovery -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team context-recovery --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/context-recovery .cursor/skills/context-recovery && 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 "context-recovery" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/context-recovery into .cursor/skills/context-recovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-recovery", 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/aAAaqwq/AGI-Super-Team.git --path skills/context-recovery--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 aAAaqwq/AGI-Super-Team --skill context-recovery -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team context-recovery --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/context-recovery .gemini/skills/context-recovery && 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 "context-recovery" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/context-recovery into .gemini/skills/context-recovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-recovery", 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 aAAaqwq/AGI-Super-Team context-recoveryInstalls 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 aAAaqwq/AGI-Super-Team --skill context-recovery -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/context-recovery .github/skills/context-recovery && 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 "context-recovery" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/context-recovery into .github/skills/context-recovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-recovery", 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 aAAaqwq/AGI-Super-Team --skill context-recovery -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team context-recovery --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/context-recovery .opencode/skills/context-recovery && 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 "context-recovery" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/context-recovery into .opencode/skills/context-recovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-recovery", 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.
context-recoveryAutomatically recover working context after session compaction or when continuation is implied but context is missing.
Context Recovery is an agent skill from aAAaqwq/AGI-Super-Team. Automatically recover working context after session compaction or when continuation is implied but context is missing. Works across Discord, Slack, Telegram, Signal, and other supported channels.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `.clawhub/origin.json` and `_meta.json`).
It works with Discord, Telegram and Slack. The repository describes itself as: An installable, cross-framework AI organization: C-suite agents, expert subagents, curated skills, independent review, and one-command setup across 18 AI client/runtime adapters. The licence is MIT.
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 331ecd3. 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:
jqFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From 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.
Context Recovery loads about 2k tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 601 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 aAAaqwq/AGI-Super-Team at commit 331ecd3, republished under its MIT licence (© aAAaqwq). 601 words, ~1,999 tokens.
.claude/skills/context-recovery/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Automatically recover working context after session compaction or when continuation is implied but context is missing. Works across Discord, Slack, Telegram, Signal, and other supported channels.
Use when: Session starts with truncated context, user references prior work without specifying details, or compaction indicators appear.
<summary> tag (compaction detected)Extract from runtime context:
channel — discord | slack | telegram | signal | etc.channelId — the specific channel/conversation IDthreadId — for threaded conversations (Slack, Discord threads)Initial fetch:
message:read
channel: <detected-channel>
channelId: <detected-channel-id>
limit: 50Adaptive expansion logic:
newest_timestamp - oldest_timestampbefore parameter if supported)Thread-aware recovery (Slack/Discord):
# If threadId is present, fetch thread messages first
message:read
channel: <detected-channel>
threadId: <thread-id>
limit: 50
# Then fetch parent channel for broader context
message:read
channel: <detected-channel>
channelId: <parent-channel-id>
limit: 30Parse for:
# Find most recent session files for this agent
SESSION_DIR=$(ls -d ~/.clawdbot-*/agents/*/sessions 2>/dev/null | head -1)
SESSIONS=$(ls -t "$SESSION_DIR"/*.jsonl 2>/dev/null | head -3)
for SESSION in $SESSIONS; do
echo "=== Session: $SESSION ==="
# Extract user requests
jq -r 'select(.message.role == "user") | .message.content[0].text // empty' "$SESSION" | tail -20
# Extract assistant actions (look for tool calls and responses)
jq -r 'select(.message.role == "assistant") | .message.content[]? | select(.type == "text") | .text // empty' "$SESSION" | tail -50
done# Extract keywords from channel history (project names, PR numbers, branch names)
# Search memory for relevant entries
grep -ri "<keyword>" ~/clawd-*/memory/ 2>/dev/null | head -10
# Check for recent daily logs
ls -t ~/clawd-*/memory/202*.md 2>/dev/null | head -3 | xargs grep -l "<keyword>" 2>/dev/nullCompile a structured summary:
## Recovered Context
**Channel:** #<channel-name> (<platform>)
**Time Range:** <oldest-message> to <newest-message>
**Messages Analyzed:** <count>
### Active Project/Task
- **Repository:** <repo-name>
- **Branch:** <branch-name>
- **PR:** #<number> — <title>
### Recent Work Timeline
1. [<timestamp>] <action/request>
2. [<timestamp>] <action/request>
3. [<timestamp>] <action/request>
### Pending/Incomplete Actions
- ⏳ "<quoted incomplete action>"
- ⏳ "<another incomplete item>"
### Key References
| Type | Value |
|------|-------|
| PR | #<number> |
| Branch | <name> |
| Files | <paths> |
| URLs | <links> |
### Last User Request
> "<quoted request that may not have been completed>"
### Confidence Level
- Channel context: <high/medium/low>
- Session logs: <available/partial/unavailable>
- Memory entries: <found/none>Persist to memory for future reference:
# Write to daily memory file
MEMORY_FILE=~/clawd-*/memory/$(date +%Y-%m-%d).md
cat >> "$MEMORY_FILE" << EOF
## Context Recovery — $(date +%H:%M)
**Channel:** #<channel-name>
**Recovered context for:** <project/task summary>
### Key State
- <bullet points of critical context>
### Pending Items
- <incomplete actions>
EOFThis ensures context survives future compactions.
Present the recovered context, then prompt:
"Context recovered. Your last request was [X]. This action [completed/did not complete]. Shall I [continue/retry/clarify]?"
channelId from the incoming message metadatathreadId in message metadatachannel parameter with Slack channel IDthreadId — always check for thread context firstmessage:read interfaceAt session start, scan for compaction indicators:
# Pseudocode for trigger detection
if message contains "<summary>":
trigger_context_recovery()
elif message contains any of ["Summary unavailable", "context limits", "truncated", "compacted"]:
trigger_context_recovery()
elif message matches continuation_patterns:
# "continue", "where were we", "did this happen", etc.
trigger_context_recovery()Do not wait for user to ask — if compaction is detected, proactively recover and present context.
Scenario: Session starts with compaction summary
User message: "<summary>Summary unavailable due to context limits...</summary>"
User message: "did this happen?"Agent executes:
<summary> tagmessage:read channel=discord channelId=1460342116516364533 limit=50memory/YYYY-MM-DD.md"Context recovered. Your last request was to extract orchestration decisions from Nexus archived sessions for PR #137 (Skills & Agents System). This action did not complete before context was truncated.
Recovered state:
- PR #137: 15,053 additions, 91 files, CONFLICTING merge state
- Spec location:
content/spec-skills-agents-system.md(2,067 lines)- Nexus sessions:
~/.clawdbot-duke-leto/archive/nexus-sessions/(96 files)Shall I proceed with the extraction?"
© aAAaqwq, 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 2 other files in skills/context-recovery of aAAaqwq/AGI-Super-Team.
Open the folder on GitHubat commit 331ecd3
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in aAAaqwq/AGI-Super-Team, which our catalogue first saw on October 7, 2026.
Context Recovery 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 |
|---|---|---|---|---|---|---|
| Context Recovery this skillaAAaqwq/AGI-Super-Team | 105 | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| n8n Binary Data Handlingczlonkowski/n8n-skills | 6.4k | — | ~3.9k | Automated safety check: Pass | MIT | |
| OpenClaw to NanoClaw Migrationnanocoai/nanoclaw | 31k | — | ~6k | Automated safety check: Notes | MIT | |
| Chat SDKdatabuddy-analytics/Databuddy | 1.2k | — | ~2.6k | Automated safety check: Pass | AGPL-3.0 | |
| Traul Message Searchdandaka/traul | 113 | — | ~3.9k | Automated safety check: Notes | AGPL-3.0 | |
| Add Channel Connect Buttonnovuhq/novu | 40k | — | ~1.6k | Automated safety check: Pass | Custom licence |
czlonkowski/n8n-skills
Explains how n8n keeps file bytes in $binary apart from structured $json data, and how to read, write and preserve binary across nodes, agent tools and chat.
nanocoai/nanoclaw
Guides a conversational migration from an OpenClaw install to NanoClaw v2, carrying over identity, channel credentials, scheduled tasks and workspace files.
databuddy-analytics/Databuddy
Build multi-platform chat bots with Chat SDK (chat npm package).
dandaka/traul
Drives the traul CLI to sync, search and monitor messages from Slack, Telegram, Discord, Linear, Gmail, WhatsApp, Claude Code sessions and Markdown files.
novuhq/novu
Build a new channel Connect button (e.g. An agent skill from novuhq/novu.
letta-ai/lettabot
Set up and run LettaBot - a multi-channel AI assistant for Telegram, Slack, Discord, WhatsApp, and Signal.
aAAaqwq/AGI-Super-Team
Create SEO-optimized marketing content with consistent brand voice.
aAAaqwq/AGI-Super-Team
Advanced financial calculator with future value tables, present value, discount calculations, markup pricing, and compound interest.
aAAaqwq/AGI-Super-Team
Transaction-verified trading signals on Base blockchain. An agent skill from aAAaqwq/AGI-Super-Team.
aAAaqwq/AGI-Super-Team
Register AI agents on Ethereum mainnet using ERC-8004 (Trustless Agents).
aAAaqwq/AGI-Super-Team
Create distinctive, production-grade static sites with React, Tailwind CSS, and shadcn/ui — no mockups needed.
aAAaqwq/AGI-Super-Team
Publish and manage content on 知识星球 (zsxq.com). An agent skill from aAAaqwq/AGI-Super-Team.
Automatically recover working context after session compaction or when continuation is implied but context is missing. Context Recovery is an agent skill from aAAaqwq/AGI-Super-Team. Automatically recover working context after session compaction or when continuation is implied but context is missing.
Run `npx skills add aAAaqwq/AGI-Super-Team --skill context-recovery -a claude-code`. Or copy the skill folder (skills/context-recovery in aAAaqwq/AGI-Super-Team) into .claude/skills/context-recovery in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aAAaqwq/AGI-Super-Team --skill context-recovery -a codex`. Or copy the skill folder (skills/context-recovery in aAAaqwq/AGI-Super-Team) into .agents/skills/context-recovery 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 aAAaqwq/AGI-Super-Team --skill context-recovery -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/context-recovery, .gemini/skills/context-recovery, .github/skills/context-recovery and .opencode/skills/context-recovery in your project.
Going by SKILL.md and its folder, Context Recovery needs the command-line tools its instructions call (jq). Our summary lists: Python 3.
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.
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.
Context Recovery is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 8k 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 Context Recovery: n8n Binary Data Handling (czlonkowski/n8n-skills, 6.4k stars), OpenClaw to NanoClaw Migration (nanocoai/nanoclaw, 31k stars), Chat SDK (databuddy-analytics/Databuddy, 1.2k stars) and Traul Message Search (dandaka/traul, 113 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aAAaqwq (a GitHub user) maintains it in aAAaqwq/AGI-Super-Team, which has 105 GitHub stars. The repository holds 167 skills in this directory. The repository was last updated on October 8, 2026.
Source: aAAaqwq/AGI-Super-Team on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.