Chroma Vector Database
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration.
Install Agentdb Advanced Features
$ npx skills add aiskillstore/marketplace --skill agentdb-advanced-features -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace agentdb-advanced-features --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/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ruvnet/agentdb-advanced-features .claude/skills/agentdb-advanced-features && 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 "agentdb-advanced-features" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/agentdb-advanced-features into .claude/skills/agentdb-advanced-features/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentdb-advanced-features", 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/aiskillstore/marketplace/tree/main/skills/ruvnet/agentdb-advanced-featuresType 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 aiskillstore/marketplace --skill agentdb-advanced-features -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace agentdb-advanced-features --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ruvnet/agentdb-advanced-features .agents/skills/agentdb-advanced-features && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agentdb-advanced-features" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/agentdb-advanced-features into .agents/skills/agentdb-advanced-features/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentdb-advanced-features", 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 aiskillstore/marketplace --skill agentdb-advanced-features -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace agentdb-advanced-features --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ruvnet/agentdb-advanced-features .cursor/skills/agentdb-advanced-features && 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 "agentdb-advanced-features" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/agentdb-advanced-features into .cursor/skills/agentdb-advanced-features/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentdb-advanced-features", 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/aiskillstore/marketplace.git --path skills/ruvnet/agentdb-advanced-features--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 aiskillstore/marketplace --skill agentdb-advanced-features -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace agentdb-advanced-features --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ruvnet/agentdb-advanced-features .gemini/skills/agentdb-advanced-features && 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 "agentdb-advanced-features" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/agentdb-advanced-features into .gemini/skills/agentdb-advanced-features/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentdb-advanced-features", 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 aiskillstore/marketplace agentdb-advanced-featuresInstalls 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 aiskillstore/marketplace --skill agentdb-advanced-features -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ruvnet/agentdb-advanced-features .github/skills/agentdb-advanced-features && 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 "agentdb-advanced-features" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/agentdb-advanced-features into .github/skills/agentdb-advanced-features/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentdb-advanced-features", 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 aiskillstore/marketplace --skill agentdb-advanced-features -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace agentdb-advanced-features --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ruvnet/agentdb-advanced-features .opencode/skills/agentdb-advanced-features && 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 "agentdb-advanced-features" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/agentdb-advanced-features into .opencode/skills/agentdb-advanced-features/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentdb-advanced-features", 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
agentdb-advanced-features- GitHub stars
- 430
- Used in
- 7 other repos
- Token cost
- ~3.3k tokens
- SKILL.md length
- 361 words
- Files
- 2
- Skills in repo
- 1,108
- Repo updated
- First seen
- Licence
- None found
At a glance
Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration.
- Building distributed AI systems
- SKILL.md covers What This Skill Does, Prerequisites, QUIC Synchronization and Distance Metrics, plus 7 more sections
- Calls npx, node and sqlite3
- Multi-agent coordination
What it does
Agentdb Advanced Features is an agent skill from aiskillstore/marketplace. Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or advanced vector search applications.
Its SKILL.md is about 3.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `skill-report.json`).
It sits in AI & LLM Engineering, covering Retrieval-augmented generation and Vector databases. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- Building distributed AI systems
- Multi-agent coordination
- Advanced vector search applications
Example prompts
- “/agentdb-advanced-features”
Requirements
- Node.js
What it can do on your machine
Read from SKILL.md and the folder at commit ad8daf7. 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:
npxnodesqlite3
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
github.comagentdb.ruv.io
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
Agentdb Advanced Features loads about 3.3k tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 361 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.
- NoteRuns commands with sudoSKILL.md:506
sudo ufw allow 4433/udp
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 361 words (~3,265 tokens).
“Covers advanced AgentDB capabilities for distributed systems, multi-database coordination, custom distance metrics, hybrid search (vector + metadata), QUIC synchronization, and production deployment patterns. Enables building sophisticated AI systems with sub-millisecond cross-node communication and advanced search capabilities.”
- name
- agentdb-advanced-features
Files
SKILL.md and 1 other file in skills/ruvnet/agentdb-advanced-features of aiskillstore/marketplace.
- SKILL.md
- skill-report.json
Open the folder on GitHubat commit ad8daf7
Used in 11 other repositories
We found 26 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 7 other GitHub owners. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.
- ruvnet/agentic-flow.claude/skills/agentdb-advanced
- ruvnet/midstream.claude/skills/agentdb-advanced
- ruvnet/RuView.claude/skills/agentdb-advanced
- ruvnet/marketing.claude/skills/agentdb-advanced
- spencermarx/open-code-review.claude/skills/agentdb-advanced
- euaziel/-WiFi-CSI-Human-Pose-Detection-V2.claude/skills/agentdb-advanced
- ruvnet/ruflo.agents/skills/agentdb-advanced.claude/skills/agentdb-advanced+1 more
- proffesor-for-testing/agentic-qe.claude/skills/agentdb-advanced.agents/skills/ruflo/.agents/skills/agentdb-advanced+1 more
- Microck/ordinary-claude-skillsskills_all/agentdb-advanced-featuresskills_categorized/data-analysis/agentdb-advanced-features+5 more
- majiayu000/claude-skill-registryskills/ai-ml/agentdb-advanced-ruvnet-rufloskills/ai-ml/agentdb-advanced-ruvnet-ruflo-2+1 more
- henryalouf/ruflow.agents/skills/agentdb-advanced.claude/skills/agentdb-advanced+1 more
Compare with similar skills
Agentdb Advanced Features 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 |
|---|---|---|---|---|---|---|
| Agentdb Advanced Features this skillaiskillstore/marketplace | 430 | 7 repos | ~3.3k | Automated safety check: Notes | None | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Ms Agent Framework RAGshuyu-labs/WebCode | 278 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Pgvector Semantic Searchtimescale/pg-aiguide | 1.9k | 1 repos | ~3.8k | Automated safety check: Pass | Apache-2.0 | |
| Convex Agentswaynesutton/builder-skills | 404 | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| RAG ArchitectJeffallan/claude-skills | 12k | 1 repos | ~2k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Agentdb Advanced Features
What does Agentdb Advanced Features do?
Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Agentdb Advanced Features is an agent skill from aiskillstore/marketplace. Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration.
When should I use Agentdb Advanced Features?
Agentdb Advanced Features fits situations like: building distributed AI systems; multi-agent coordination; advanced vector search applications.
How do I install Agentdb Advanced Features in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill agentdb-advanced-features -a claude-code`. Or copy the skill folder (skills/ruvnet/agentdb-advanced-features in aiskillstore/marketplace) into .claude/skills/agentdb-advanced-features in your project. Claude Code loads it when a task matches its description.
How do I install Agentdb Advanced Features in Codex?
Run `npx skills add aiskillstore/marketplace --skill agentdb-advanced-features -a codex`. Or copy the skill folder (skills/ruvnet/agentdb-advanced-features in aiskillstore/marketplace) into .agents/skills/agentdb-advanced-features in your project. Codex loads it when a task matches its description.
Can I use Agentdb Advanced Features 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 aiskillstore/marketplace --skill agentdb-advanced-features -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agentdb-advanced-features, .gemini/skills/agentdb-advanced-features, .github/skills/agentdb-advanced-features and .opencode/skills/agentdb-advanced-features in your project.
What does Agentdb Advanced Features need to run?
Going by SKILL.md and its folder, Agentdb Advanced Features needs the command-line tools its instructions call (npx, node and sqlite3). Our summary lists: Node.js.
Does Agentdb Advanced Features access the network?
SKILL.md names 2 domains. As links in the text: github.com and agentdb.ruv.io. This is read from the text; nothing was executed.
Is Agentdb Advanced Features safe to install?
Our automated static check of SKILL.md found notes only (runs commands with sudo), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Agentdb Advanced Features use?
No licence was found for Agentdb Advanced Features or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Agentdb Advanced Features use?
About 3.3k tokens (SKILL.md is roughly 13k 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 Agentdb Advanced Features?
Skills that share tags, products or a category with Agentdb Advanced Features: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), Ms Agent Framework RAG (shuyu-labs/WebCode, 278 stars), Pgvector Semantic Search (timescale/pg-aiguide, 1.9k stars) and Convex Agents (waynesutton/builder-skills, 404 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Agentdb Advanced Features?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,108 skills in this directory. The repository was last updated on October 7, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.