Logseq Review Workflow
logseq/logseq
Review Logseq code changes, PRs, patches, commit ranges, or implementation plans through one main-agent orchestration workflow that routes read-only subagents across independent review passes, then…
Fast knowledge base retrieval - single FAISS search + graph connections, no subagents or LLM orchestration
Install Quick Search
$ npx skills add Abilityai/cornelius --skill quick-search -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Abilityai/cornelius quick-search --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/Abilityai/cornelius.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/quick-search .claude/skills/quick-search && 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 "quick-search" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/quick-search into .claude/skills/quick-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quick-search", 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/Abilityai/cornelius/tree/main/.claude/skills/quick-searchType 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 Abilityai/cornelius --skill quick-search -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Abilityai/cornelius quick-search --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/quick-search .agents/skills/quick-search && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "quick-search" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/quick-search into .agents/skills/quick-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quick-search", 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 Abilityai/cornelius --skill quick-search -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Abilityai/cornelius quick-search --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/quick-search .cursor/skills/quick-search && 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 "quick-search" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/quick-search into .cursor/skills/quick-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quick-search", 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/Abilityai/cornelius.git --path .claude/skills/quick-search--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 Abilityai/cornelius --skill quick-search -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Abilityai/cornelius quick-search --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/quick-search .gemini/skills/quick-search && 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 "quick-search" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/quick-search into .gemini/skills/quick-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quick-search", 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 Abilityai/cornelius quick-searchInstalls 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 Abilityai/cornelius --skill quick-search -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/quick-search .github/skills/quick-search && 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 "quick-search" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/quick-search into .github/skills/quick-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quick-search", 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 Abilityai/cornelius --skill quick-search -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Abilityai/cornelius quick-search --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/quick-search .opencode/skills/quick-search && 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 "quick-search" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/quick-search into .opencode/skills/quick-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quick-search", 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
quick-search- GitHub stars
- 109
- Token cost
- ~465 tokens
- SKILL.md length
- 134 words
- Files
- 1
- Skills in repo
- 56
- Repo updated
- First seen
- Licence
- MIT
At a glance
Fast knowledge base retrieval - single FAISS search + graph connections, no subagents or LLM orchestration
- Tasks that involve Vector databases
- SKILL.md covers Purpose, Query, Process and Output Format, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Subagents
What it does
Quick Search is an agent skill from Abilityai/cornelius. Fast knowledge base retrieval - single FAISS search + graph connections, no subagents or LLM orchestration
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 Knowledge Management, covering Vector databases, Subagents and Knowledge bases. The repository describes itself as: AI-powered second brain template for Claude Code + Obsidian. The licence is MIT.
When your agent uses it
- Tasks that involve Vector databases
- Tasks that involve Subagents
- Tasks that involve Knowledge bases
Example prompts
- “/quick-search”
Requirements
- Pre-approved tools (allowed-tools): Bash, Read
What it can do on your machine
Read from SKILL.md and the folder at commit fd5e9a4. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
BashRead
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are 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
Quick Search loads about 465 tokens when it runs. Until then it costs about 30 tokens; SKILL.md has 134 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Bash, Read
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 Abilityai/cornelius at commit fd5e9a4, republished under its MIT licence (© Abilityai). 134 words, ~465 tokens.
Download SKILL.mdSave it as
.claude/skills/quick-search/SKILL.md (or your agent's skills folder).- name
- quick-search
- description
- Fast knowledge base retrieval - single FAISS search + graph connections, no subagents or LLM orchestration
- allowed-tools
- Bash, Read
- argument-hint
- <search query>
- user-invocable
- true
Quick Search
Fastest possible knowledge base retrieval. No subagents, no multi-layer orchestration, no changelogs.
Purpose
Return relevant notes and their graph neighborhood in minimal tool calls. Designed for speed over thoroughness.
Query
$ARGUMENTS
Process
Execute these two commands in parallel (single message, two Bash calls):
# 1. Semantic search (6-14s - the unavoidable cost)
resources/local-brain-search/run_search.sh "$ARGUMENTS" --limit 5 --json
# 2. Graph connections for likely top hit (0.3s - nearly free)
resources/local-brain-search/run_connections.sh "$ARGUMENTS" --jsonThen read the top result file using Read tool.
That's it. Three tool calls. Present results and stop.
Output Format
Keep it brief:
## [Query]
**Top matches:**
1. [[Note Title]] (0.XX) - [one-line summary from content]
2. [[Note Title]] (0.XX) - [one-line summary]
3. [[Note Title]] (0.XX) - [one-line summary]
**Graph neighborhood** (for top hit):
- Outgoing: [[Note]], [[Note]], ...
- Incoming: [[Note]], [[Note]], ...
**Top result content:**
[First ~30 lines of the highest-scoring note]Rules
- NO subagent spawning - do everything inline
- NO changelog creation - this is a read-only lookup
- NO multi-layer expansion - one search, one connection call, done
- NO spreading activation - use static mode (faster for simple lookups)
- Parallel execution - run search and connections in the same message
- Maximum 3 tool calls - search + connections + read top file
- If the user wants deeper analysis, tell them to use
/recallor/find-connections
© Abilityai, 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 .claude/skills/quick-search of Abilityai/cornelius.
Open the folder on GitHubat commit fd5e9a4
Compare with similar skills
Quick Search 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 |
|---|---|---|---|---|---|---|
| Quick Search this skillAbilityai/cornelius | 109 | — | ~465 | Automated safety check: Notes | MIT | |
| Logseq Review Workflowlogseq/logseq | 45k | — | ~3.8k | Automated safety check: Pass | AGPL-3.0 | |
| Remembercommercetools/ui-kit | 154 | — | ~2k | Automated safety check: Notes | MIT | |
| Knowledge Opsaffaan-m/ECC | 274k | 2 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Skill Developmentletta-ai/skills | 147 | — | ~941 | Automated safety check: Pass | MIT | |
| Work Operating ModelNateBJones-Projects/OB1 | 4.7k | — | ~2.2k | Automated safety check: Pass | Custom licence |
Similar skills
Remember
commercetools/ui-kit
Persist guidelines, conventions, and architectural decisions into the repository's knowledge base.
Knowledge Ops
affaan-m/ECC
Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos).
Skill Development
letta-ai/skills
Create and contribute skills to the communal knowledge base.
Work Operating Model
NateBJones-Projects/OB1
Conversation-first workflow for turning tacit work patterns into a structured operating model.
Memory Import
Prismer-AI/PrismerCloud
Bulk-import an external knowledge base into Prismer memory via the three-layer import pipeline (07 §3.1).
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Generate images using Google's Nano Banana (Gemini 2.5 Flash Image).
Changelog Protocol
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Protocol for creating dated changelog files after significant agent sessions.
Create Article
Abilityai/cornelius
Create long-form articles from knowledge base insights. An agent skill from Abilityai/cornelius.
Epistemic Classification
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Framework for distinguishing research findings from hypotheses and speculative synthesis.
Get Youtube Transcript
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Extract the transcript from a YouTube video by URL or video ID.
Insight Capture Format
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Standard format for capturing and documenting insights in the knowledge base.
Related
Categories
Questions about Quick Search
What does Quick Search do?
Fast knowledge base retrieval - single FAISS search + graph connections, no subagents or LLM orchestration. Quick Search is an agent skill from Abilityai/cornelius.
When should I use Quick Search?
Quick Search fits situations like: tasks that involve Vector databases; tasks that involve Subagents; tasks that involve Knowledge bases.
How do I install Quick Search in Claude Code?
Run `npx skills add Abilityai/cornelius --skill quick-search -a claude-code`. Or copy the skill folder (.claude/skills/quick-search in Abilityai/cornelius) into .claude/skills/quick-search in your project. Claude Code loads it when a task matches its description.
How do I install Quick Search in Codex?
Run `npx skills add Abilityai/cornelius --skill quick-search -a codex`. Or copy the skill folder (.claude/skills/quick-search in Abilityai/cornelius) into .agents/skills/quick-search in your project. Codex loads it when a task matches its description.
Can I use Quick Search 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 Abilityai/cornelius --skill quick-search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/quick-search, .gemini/skills/quick-search, .github/skills/quick-search and .opencode/skills/quick-search in your project.
What does Quick Search need to run?
SKILL.md names no scripts, command-line tools or credentials: Quick Search is instructions for the agent only. Its frontmatter pre-approves these tools: Bash, Read.
Does Quick Search 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 Quick Search safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Quick Search use?
Quick Search 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 Quick Search use?
About 465 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 Quick Search?
Skills that share tags, products or a category with Quick Search: Logseq Review Workflow (logseq/logseq, 45k stars), Remember (commercetools/ui-kit, 154 stars), Knowledge Ops (affaan-m/ECC, 274k stars) and Skill Development (letta-ai/skills, 147 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Quick Search?
Abilityai (a GitHub organization) maintains it in Abilityai/cornelius, which has 109 GitHub stars. The repository holds 56 skills in this directory. The repository was last updated on September 22, 2026.
Source: Abilityai/cornelius on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.