Skill Seekers Builder
yusufkaraaslan/Skill_Seekers
Detects the type of a knowledge source and uses the Skill Seekers MCP tools to turn docs, repos, PDFs or videos into packaged AI skills.
Reference guide to the Ouroboros commands and agents, covering interviews, seed specs, evaluation, lateral-thinking personas and the evolutionary loop.
Install Ouroboros Command Reference
$ npx skills add Q00/ouroboros --skill ouroboros-help -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Q00/ouroboros ouroboros-help --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/Q00/ouroboros.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/help .claude/skills/ouroboros-help && 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 "ouroboros-help" agent skill from https://github.com/Q00/ouroboros/tree/main/skills/help into .claude/skills/ouroboros-help/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ouroboros-help", 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/Q00/ouroboros/tree/main/skills/helpType 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 Q00/ouroboros --skill ouroboros-help -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Q00/ouroboros ouroboros-help --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Q00/ouroboros.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/help .agents/skills/ouroboros-help && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ouroboros-help" agent skill from https://github.com/Q00/ouroboros/tree/main/skills/help into .agents/skills/ouroboros-help/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ouroboros-help", 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 Q00/ouroboros --skill ouroboros-help -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Q00/ouroboros ouroboros-help --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Q00/ouroboros.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/help .cursor/skills/ouroboros-help && 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 "ouroboros-help" agent skill from https://github.com/Q00/ouroboros/tree/main/skills/help into .cursor/skills/ouroboros-help/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ouroboros-help", 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/Q00/ouroboros.git --path skills/help--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 Q00/ouroboros --skill ouroboros-help -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Q00/ouroboros ouroboros-help --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Q00/ouroboros.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/help .gemini/skills/ouroboros-help && 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 "ouroboros-help" agent skill from https://github.com/Q00/ouroboros/tree/main/skills/help into .gemini/skills/ouroboros-help/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ouroboros-help", 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 Q00/ouroboros ouroboros-helpInstalls 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 Q00/ouroboros --skill ouroboros-help -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Q00/ouroboros.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/help .github/skills/ouroboros-help && 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 "ouroboros-help" agent skill from https://github.com/Q00/ouroboros/tree/main/skills/help into .github/skills/ouroboros-help/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ouroboros-help", 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 Q00/ouroboros --skill ouroboros-help -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Q00/ouroboros ouroboros-help --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Q00/ouroboros.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/help .opencode/skills/ouroboros-help && 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 "ouroboros-help" agent skill from https://github.com/Q00/ouroboros/tree/main/skills/help into .opencode/skills/ouroboros-help/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ouroboros-help", 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
ouroboros-help- GitHub stars
- 6.2k
- Token cost
- ~1.8k tokens
- SKILL.md length
- 737 words
- Files
- 1
- Skills in repo
- 23
- Repo updated
- First seen
- Licence
- MIT
At a glance
Reference guide to the Ouroboros commands and agents, covering interviews, seed specs, evaluation, lateral-thinking personas and the evolutionary loop.
- Works in 5 steps: Socratic Interview - Exposes hidden… → Seed Generation - Creates immutable… → PAL Routing - Auto-escalates/descends… → …
- Looking up which Ouroboros command does what
- SKILL.md covers Usage, What Is Ouroboros?, All Commands and Natural Language Triggers, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
This is a help page for Ouroboros, described as a requirement crystallization engine that turns vague ideas into validated specifications. The listed mechanisms are a Socratic interview that exposes hidden assumptions, generation of immutable seed specs, PAL routing that raises or lowers model complexity automatically, five lateral-thinking personas for getting unstuck, and a three-stage evaluation that goes from mechanical to semantic to consensus checks. It is invoked with ooo help or /ouroboros:ouroboros-help.
A long command table gives each command's purpose and whether it works as a plugin, over MCP or from the CLI. Examples include ooo interview, ooo seed, ooo run, ooo evaluate, ooo unstuck, ooo status, ooo setup, ooo config, ooo pm for PRD generation, ooo qa, ooo cancel, ooo update, ooo brownfield, ooo publish for seeds as GitHub Issues and ooo maintain. An evolutionary-loop section covers ooo evolve and ooo ralph. Plugin commands work right after ooo setup, MCP ones need the setup run once with Python 3.12 or later detected, and a table maps natural phrases such as interview me to commands.
When your agent uses it
- Looking up which Ouroboros command does what
- Choosing between plugin, MCP and CLI commands
- Finding the natural-language phrase that triggers a command
Example prompts
- “Show me all the Ouroboros commands and what each one does.”
- “Which Ouroboros command should I use to clarify requirements before building?”
- “What does ooo unstuck do?”
Requirements
- Ouroboros installed and configured with ooo setup
- Python 3.12 or later for the MCP commands
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Socratic Interview - Exposes hidden assumptions
- Seed Generation - Creates immutable specifications
- PAL Routing - Auto-escalates/descends model complexity
- Lateral Thinking - 5 personas to break stagnation
- 3-Stage Evaluation - Mechanical > Semantic > Consensus
What it can do on your machine
Read from SKILL.md and the folder at commit f587795. 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
No scripts in the folder and no shell commands in SKILL.md.
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
Ouroboros Command Reference loads about 1.8k tokens when it runs. Until then it costs about 17 tokens; SKILL.md has 737 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
The full file from Q00/ouroboros at commit f587795, republished under its MIT licence (© Q00). 737 words, ~1,756 tokens.
Download SKILL.mdSave it as
.claude/skills/ouroboros-help/SKILL.md (or your agent's skills folder).- name
- ouroboros-help
- description
- Full reference guide for Ouroboros commands and agents
/ouroboros:ouroboros-help
Full reference guide for Ouroboros power users.
Usage
ooo help
/ouroboros:ouroboros-helpWhat Is Ouroboros?
Ouroboros is a requirement crystallization engine for AI workflows. It transforms vague ideas into validated specifications through:
- Socratic Interview - Exposes hidden assumptions
- Seed Generation - Creates immutable specifications
- PAL Routing - Auto-escalates/descends model complexity
- Lateral Thinking - 5 personas to break stagnation
- 3-Stage Evaluation - Mechanical > Semantic > Consensus
All Commands
Core Commands
| Command | Purpose | Mode |
|---|---|---|
ooo | Welcome + quick start | Plugin |
ooo interview | Socratic requirement clarification | Plugin |
ooo seed | Generate validated seed spec | Plugin |
ooo run | Execute seed workflow | MCP |
ooo evaluate | 3-stage verification | MCP |
ooo unstuck | 5 lateral thinking personas | Plugin |
ooo status | Session status + drift check | MCP |
ooo resume-session | List in-flight sessions and re-attach commands | CLI |
ooo setup | Installation wizard | Plugin |
ooo config | Settings GUI — per-stage agents & models (browser here, TUI in a terminal) | CLI |
ooo welcome | First-touch welcome guide | Plugin |
ooo tutorial | Interactive hands-on learning | Plugin |
ooo help | This reference guide | Plugin |
ooo pm | PM-focused interview + PRD generation | MCP |
ooo qa | General-purpose QA verdict for any artifact | Plugin |
ooo cancel | Cancel stuck or orphaned executions | CLI |
ooo update | Check for updates + upgrade to latest | Plugin |
ooo brownfield | Scan and manage brownfield repo defaults | MCP |
ooo publish | Publish Seed as GitHub Issues for teams | Plugin |
ooo maintain | Triage and resolve maintainer issues and PRs | Plugin |
Evolutionary Loop
| Command | Purpose | Mode |
|---|---|---|
ooo evolve | Start/monitor evolutionary development loop | MCP |
ooo ralph | Client-driven loop until verified (uses background evolve_step jobs) | Plugin + MCP |
Plugin = Works immediately after ooo setup.
MCP = Requires ooo setup (Python >= 3.12 auto-detected). Run setup once to unlock all features.
Natural Language Triggers
| Phrase | Triggers |
|---|---|
| "interview me", "clarify requirements", "socratic interview" | ooo interview |
| "crystallize", "generate seed", "create seed", "freeze requirements" | ooo seed |
| "ouroboros run", "execute seed", "run seed", "run workflow" | ooo run |
| "evaluate this", "3-stage check", "verify execution" | ooo evaluate |
| "think sideways", "i'm stuck", "break through", "lateral thinking" | ooo unstuck |
| "am I drifting?", "drift check", "session status" | ooo status |
Utility Triggers
| Phrase | Triggers |
|---|---|
| "write prd", "pm interview", "product requirements", "create prd" | ooo pm |
| "qa check", "quality check" | ooo qa |
| "cancel execution", "stop job", "kill stuck", "abort execution" | ooo cancel |
| "in-flight sessions", "mcp disconnected", "lost Ouroboros execution" | ooo resume-session |
| "update ouroboros", "upgrade ouroboros" | ooo update |
| "open settings", "change model", "change agent", "configure backend" | ooo config |
| "brownfield defaults", "brownfield scan" | ooo brownfield |
| "publish to github", "create issues from seed", "seed to issues" | ooo publish |
| "ooo maintain" | ooo maintain |
Loop Triggers
| Phrase | Triggers |
|---|---|
| "ralph", "don't stop", "must complete", "until it works", "keep going" | ooo ralph |
| "evolve", "evolutionary loop", "iterate until converged" | ooo evolve |
Available Skills
Show full SKILL.md (312 more words)Show less
Core Skills
| Skill | Purpose | Mode |
|---|---|---|
/ouroboros:welcome | First-touch welcome experience | Plugin |
/ouroboros:interview | Socratic requirement clarification | Plugin |
/ouroboros:seed | Generate validated seed spec | Plugin |
/ouroboros:ouroboros-run | Execute seed workflow | MCP |
/ouroboros:evaluate | 3-stage verification | MCP |
/ouroboros:unstuck | 5 lateral thinking personas | Plugin |
/ouroboros:ouroboros-status | Session status + drift check | MCP |
/ouroboros:resume-session | List in-flight sessions and re-attach commands | CLI |
/ouroboros:setup | Installation wizard | Plugin |
/ouroboros:tutorial | Interactive hands-on learning | Plugin |
/ouroboros:ouroboros-config | Settings GUI | Plugin |
/ouroboros:ouroboros-help | This guide | Plugin |
/ouroboros:pm | PM-focused interview + PRD generation | MCP |
/ouroboros:qa | General-purpose QA verdict for any artifact | Plugin |
/ouroboros:cancel | Cancel stuck or orphaned executions | CLI |
/ouroboros:update | Check for updates + upgrade to latest | Plugin |
/ouroboros:brownfield | Scan and manage brownfield repo defaults | MCP |
/ouroboros:publish | Publish Seed as GitHub Issues for teams | Plugin |
/ouroboros:maintain | Triage and resolve maintainer issues and PRs | Plugin |
Loop Skills
| Skill | Purpose | Best For |
|---|---|---|
/ouroboros:ralph | Client-driven loop over background evolve_step jobs | "Don't stop", must complete |
/ouroboros:evolve | Evolutionary ontology refinement | Spec iteration until convergence |
Available Agents
| Agent | Purpose |
|---|---|
ouroboros:socratic-interviewer | Exposes hidden assumptions through questioning |
ouroboros:ontologist | Finds root problems vs symptoms |
ouroboros:seed-architect | Crystallizes requirements into seed specs |
ouroboros:evaluator | Three-stage verification |
ouroboros:contrarian | "Are we solving the wrong problem?" |
ouroboros:hacker | "Make it work first, elegance later" |
ouroboros:simplifier | "Cut scope to absolute minimum" |
ouroboros:researcher | "Stop coding, start investigating" |
ouroboros:architect | "Question the foundation, redesign if needed" |
Setup
After installing Ouroboros, run ooo setup once to register the MCP server.
This connects your runtime backend to the Ouroboros Python core and unlocks all features.
ooo setup # One-time setup (~1 minute)RFC #1392 State Breadcrumb Footer
Your final response MUST end with exactly one breadcrumb footer line:
◆ <current state> → next: <recommended action>Derive <current state> from live session state via ouroboros_session_status when that MCP projection is available; otherwise derive it from this skill's actual outcome. Never use a linear Step N of M footer because Ouroboros is an evolutionary loop. When the next action is genuinely a choice, list 2-3 honest options in the next: clause. The breadcrumb line must be the last line of the response.
© Q00, 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 skills/help of Q00/ouroboros.
Open the folder on GitHubat commit f587795
Compare with similar skills
Ouroboros Command Reference 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 |
|---|---|---|---|---|---|---|
| Ouroboros Command Reference this skillQ00/ouroboros | 6.2k | — | ~1.8k | Automated safety check: Pass | MIT | |
| Skill Seekers Builderyusufkaraaslan/Skill_Seekers | 15k | — | ~760 | Automated safety check: Pass | MIT | |
| Ask User QuestionMemTensor/MemOS | 12k | — | ~1k | Automated safety check: Pass | Apache-2.0 | |
| MCP Apps Builderawslabs/cli-agent-orchestrator | 1.4k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Releasejgravelle/jcodemunch-mcp | 2.7k | — | ~6.5k | Automated safety check: Pass | Custom licence | |
| Open PRArcadeAI/arcade-mcp | 1k | — | ~2.9k | Automated safety check: Pass | MIT |
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More from Q00/ouroboros
All 23 skills in this repoOuroboros PM Interview
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Runs a guided product-manager interview that classifies each question automatically and produces a Product Requirements Document.
Ouroboros Maintainer Triage
Q00/ouroboros
Triages and works through GitHub issues and pull requests in the Q00/ouroboros repo as a maintainer, within a stated review boundary and clear limits on what it may change.
Brownfield Repo Scanner
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Scans a directory for existing git repositories and worktrees, then registers and manages which ones serve as default context during interviews.
Ouroboros Three-Stage Evaluate
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Scores an agent's finished work with a three-stage pipeline: free mechanical checks, an advisory semantic review, and an optional multi-model consensus vote.
Ouroboros Evolve Loop
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Starts, monitors or rewinds an evolutionary development loop that refines an ontology and acceptance criteria generation by generation until it converges, using the Ouroboros MCP tools.
Ouroboros Settings Opener
Q00/ouroboros
Opens or drives the Ouroboros settings GUI, picking a browser, TUI or chat-based approach depending on whether the user can reach a browser window.
Related
Works with
Categories
Questions about Ouroboros Command Reference
What does Ouroboros Command Reference do?
Reference guide to the Ouroboros commands and agents, covering interviews, seed specs, evaluation, lateral-thinking personas and the evolutionary loop. This is a help page for Ouroboros, described as a requirement crystallization engine that turns vague ideas into validated specifications. The listed mechanisms are a Socratic interview that exposes hidden assumptions, generation of immutable seed specs, PAL routing that raises or lowers model complexity automatically, five lateral-thinking personas for getting unstuck, and a three-stage evaluation that goes from mechanical to semantic to consensus checks.
When should I use Ouroboros Command Reference?
Ouroboros Command Reference fits situations like: looking up which Ouroboros command does what; choosing between plugin, MCP and CLI commands; finding the natural-language phrase that triggers a command.
How do I install Ouroboros Command Reference in Claude Code?
Run `npx skills add Q00/ouroboros --skill ouroboros-help -a claude-code`. Or copy the skill folder (skills/help in Q00/ouroboros) into .claude/skills/ouroboros-help in your project. Claude Code loads it when a task matches its description.
How do I install Ouroboros Command Reference in Codex?
Run `npx skills add Q00/ouroboros --skill ouroboros-help -a codex`. Or copy the skill folder (skills/help in Q00/ouroboros) into .agents/skills/ouroboros-help in your project. Codex loads it when a task matches its description.
Can I use Ouroboros Command Reference 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 Q00/ouroboros --skill ouroboros-help -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ouroboros-help, .gemini/skills/ouroboros-help, .github/skills/ouroboros-help and .opencode/skills/ouroboros-help in your project.
What does Ouroboros Command Reference need to run?
SKILL.md names no scripts, command-line tools or credentials: Ouroboros Command Reference is instructions for the agent only. Our summary lists: Ouroboros installed and configured with ooo setup; Python 3.12 or later for the MCP commands.
Does Ouroboros Command Reference 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 Ouroboros Command Reference 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 Ouroboros Command Reference use?
Ouroboros Command Reference 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 Ouroboros Command Reference use?
About 1.8k tokens (SKILL.md is roughly 7k 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 Ouroboros Command Reference?
Skills that share tags, products or a category with Ouroboros Command Reference: Skill Seekers Builder (yusufkaraaslan/Skill_Seekers, 15k stars), Ask User Question (MemTensor/MemOS, 12k stars), MCP Apps Builder (awslabs/cli-agent-orchestrator, 1.4k stars) and Release (jgravelle/jcodemunch-mcp, 2.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ouroboros Command Reference?
Q00 (a GitHub user) maintains it in Q00/ouroboros, which has 6,194 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on October 7, 2026.
Source: Q00/ouroboros on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.