Qdrant Horizontal Scaling
qdrant/skills
Diagnoses and guides Qdrant horizontal scaling decisions. An agent skill from qdrant/skills.
Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database.
Install Reasoningbank With Agentdb
$ npx skills add aiskillstore/marketplace --skill reasoningbank-with-agentdb -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace reasoningbank-with-agentdb --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/reasoningbank-with-agentdb .claude/skills/reasoningbank-with-agentdb && 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 "reasoningbank-with-agentdb" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/reasoningbank-with-agentdb into .claude/skills/reasoningbank-with-agentdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reasoningbank-with-agentdb", 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/reasoningbank-with-agentdbType 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 reasoningbank-with-agentdb -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace reasoningbank-with-agentdb --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/reasoningbank-with-agentdb .agents/skills/reasoningbank-with-agentdb && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "reasoningbank-with-agentdb" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/reasoningbank-with-agentdb into .agents/skills/reasoningbank-with-agentdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reasoningbank-with-agentdb", 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 reasoningbank-with-agentdb -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace reasoningbank-with-agentdb --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/reasoningbank-with-agentdb .cursor/skills/reasoningbank-with-agentdb && 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 "reasoningbank-with-agentdb" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/reasoningbank-with-agentdb into .cursor/skills/reasoningbank-with-agentdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reasoningbank-with-agentdb", 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/reasoningbank-with-agentdb--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 reasoningbank-with-agentdb -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace reasoningbank-with-agentdb --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/reasoningbank-with-agentdb .gemini/skills/reasoningbank-with-agentdb && 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 "reasoningbank-with-agentdb" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/reasoningbank-with-agentdb into .gemini/skills/reasoningbank-with-agentdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reasoningbank-with-agentdb", 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 reasoningbank-with-agentdbInstalls 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 reasoningbank-with-agentdb -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/reasoningbank-with-agentdb .github/skills/reasoningbank-with-agentdb && 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 "reasoningbank-with-agentdb" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/reasoningbank-with-agentdb into .github/skills/reasoningbank-with-agentdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reasoningbank-with-agentdb", 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 reasoningbank-with-agentdb -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 reasoningbank-with-agentdb --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/reasoningbank-with-agentdb .opencode/skills/reasoningbank-with-agentdb && 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 "reasoningbank-with-agentdb" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ruvnet/reasoningbank-with-agentdb into .opencode/skills/reasoningbank-with-agentdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reasoningbank-with-agentdb", 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
reasoningbank-with-agentdb- GitHub stars
- 433
- Used in
- 5 other repos
- Token cost
- ~2.7k tokens
- SKILL.md length
- 250 words
- Files
- 2
- Skills in repo
- 1,044
- Repo updated
- First seen
- Licence
- None found
At a glance
Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database.
- Works in 7 steps: Trajectory Tracking → Verdict Judgment → Memory Distillation → …
- Building self-learning agents
- SKILL.md covers What This Skill Does, Prerequisites, Quick Start with CLI and Quick Start with API, plus 8 more sections
- Calls npx and claude
What it does
Reasoningbank With Agentdb is an agent skill from aiskillstore/marketplace. Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing decision-making, or implementing experience replay systems.
Its SKILL.md is about 2.7k 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 Databases, covering 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 self-learning agents
- Optimizing decision-making
- Implementing experience replay systems
Example prompts
- “/reasoningbank-with-agentdb”
Requirements
- Node.js
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- Trajectory Tracking
- Verdict Judgment
- Memory Distillation
- PatternMatcher
- ContextSynthesizer
- MemoryOptimizer
- ExperienceCurator
What it can do on your machine
Read from SKILL.md and the folder at commit 44923f3. 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:
npxclaude
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
Reasoningbank With Agentdb loads about 2.7k tokens when it runs. Until then it costs about 79 tokens; SKILL.md has 250 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 250 words (~2,732 tokens).
“Provides ReasoningBank adaptive learning patterns using AgentDB's high-performance backend (150x-12,500x faster). Enables agents to learn from experiences, judge outcomes, distill memories, and improve decision-making over time with 100% backward compatibility.”
- name
- reasoningbank-with-agentdb
Files
SKILL.md and 1 other file in skills/ruvnet/reasoningbank-with-agentdb of aiskillstore/marketplace.
- SKILL.md
- skill-report.json
Open the folder on GitHubat commit 44923f3
Used in 9 other repositories
We found 16 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 5 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/reasoningbank-agentdb
- ruvnet/midstream.claude/skills/reasoningbank-agentdb
- ruvnet/RuView.claude/skills/reasoningbank-agentdb
- ruvnet/marketing.claude/skills/reasoningbank-agentdb
- spencermarx/open-code-review.claude/skills/reasoningbank-agentdb
- euaziel/-WiFi-CSI-Human-Pose-Detection-V2.claude/skills/reasoningbank-agentdb
- ruvnet/ruflo.agents/skills/reasoningbank-agentdb.claude/skills/reasoningbank-agentdb+1 more
- proffesor-for-testing/agentic-qe.claude/skills/reasoningbank-agentdb.agents/skills/ruflo/.agents/skills/reasoningbank-agentdb+1 more
- henryalouf/ruflow.agents/skills/reasoningbank-agentdb.claude/skills/reasoningbank-agentdb+1 more
Compare with similar skills
Reasoningbank With Agentdb 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 |
|---|---|---|---|---|---|---|
| Reasoningbank With Agentdb this skillaiskillstore/marketplace | 433 | 5 repos | ~2.7k | Automated safety check: Pass | None | |
| Qdrant Horizontal Scalingqdrant/skills | 254 | 2 repos | ~833 | Automated safety check: Pass | Apache-2.0 | |
| Qdrant Indexing Performance Optimizationqdrant/skills | 254 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| Redis Searchredis/agent-skills | 166 | 1 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Qdrant Minimize Latencyqdrant/skills | 254 | 2 repos | ~725 | Automated safety check: Pass | Apache-2.0 | |
| Foldseekadaptyvbio/protein-design-skills | 164 | 3 repos | ~1.1k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Reasoningbank With Agentdb
What does Reasoningbank With Agentdb do?
Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Reasoningbank With Agentdb is an agent skill from aiskillstore/marketplace. Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database.
When should I use Reasoningbank With Agentdb?
Reasoningbank With Agentdb fits situations like: building self-learning agents; optimizing decision-making; implementing experience replay systems.
How do I install Reasoningbank With Agentdb in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill reasoningbank-with-agentdb -a claude-code`. Or copy the skill folder (skills/ruvnet/reasoningbank-with-agentdb in aiskillstore/marketplace) into .claude/skills/reasoningbank-with-agentdb in your project. Claude Code loads it when a task matches its description.
How do I install Reasoningbank With Agentdb in Codex?
Run `npx skills add aiskillstore/marketplace --skill reasoningbank-with-agentdb -a codex`. Or copy the skill folder (skills/ruvnet/reasoningbank-with-agentdb in aiskillstore/marketplace) into .agents/skills/reasoningbank-with-agentdb in your project. Codex loads it when a task matches its description.
Can I use Reasoningbank With Agentdb 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 reasoningbank-with-agentdb -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reasoningbank-with-agentdb, .gemini/skills/reasoningbank-with-agentdb, .github/skills/reasoningbank-with-agentdb and .opencode/skills/reasoningbank-with-agentdb in your project.
What does Reasoningbank With Agentdb need to run?
Going by SKILL.md and its folder, Reasoningbank With Agentdb needs the command-line tools its instructions call (npx and claude). Our summary lists: Node.js.
Does Reasoningbank With Agentdb 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 Reasoningbank With Agentdb 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 Reasoningbank With Agentdb use?
No licence was found for Reasoningbank With Agentdb or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Reasoningbank With Agentdb use?
About 2.7k tokens (SKILL.md is roughly 11k 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 Reasoningbank With Agentdb?
Skills that share tags, products or a category with Reasoningbank With Agentdb: Qdrant Horizontal Scaling (qdrant/skills, 254 stars), Qdrant Indexing Performance Optimization (qdrant/skills, 254 stars), Redis Search (redis/agent-skills, 166 stars) and Qdrant Minimize Latency (qdrant/skills, 254 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Reasoningbank With Agentdb?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 433 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 10, 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.