#232 by GitHub stars

Q00/ouroboros

Agent OS: the agent gets smarter on its own. We just hold the line: Interview-gated, staged evaluation, budgeted evolution loop. MCP server, 14 runtimes: Claude Code, Codex CLI, Gemini CLI, OpenCode, Copilot, Kiro and more.

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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skills/auto/SKILL.md

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skills/help/SKILL.md

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+ 40 | `ooo idk` | Calibrate interview wording from stated familiarity | MCP, in-session fallback |
+ 70 | "I don't know this term", "explain at my level" | `ooo idk` |

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skills/interview/SKILL.md

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+ 52 ### Interview language calibration
+ 53 
+ 54 Before asking or relaying the first question, look in the current conversation
+ 55 for the most recent `Interview calibration` produced by `ooo idk`. If present,
+ 56 apply it to all user-facing interview prose:
+ 57 
+ 58 - **Foundational**: use plain language, define necessary terms before using
+ 59   them, and add one neutral concrete example when it helps.
+ 60 - **Working**: use standard terminology and briefly define only new or
+ 61   overloaded terms; frame questions around practical trade-offs.
+ 62 - **Fluent**: use precise domain terminology and concise trade-off language.
+ 63 
+ 64 Use one overall explanation level plus explicitly unknown terms. Do not infer
+ 65 low general ability from an unknown English term, typo, or terse answer. Adapt
+ 66 vocabulary, sentence structure, context, and example depth only; preserve the
+ 67 original question's decision, constraints, acceptance
+ 68 meaning, and all interview gates.
+ 69 If the previous `ooo idk` or `ooo interview` response included
+ 70 `meta.interview_calibration`, pass it to the next `ouroboros_interview` MCP call
+ 71 as the `interview_calibration` argument.
+ 72 
+ 73 If the user says they do not know a word or invokes `ooo idk` while a question
+ 74 is pending, do not forward that statement to MCP as the answer. Explain the term
+ 75 at the calibrated level, update the provisional calibration when warranted,
+ 76 rephrase the same question without steering the decision, and wait for the
+ 77 user's actual answer. The active calibration lives only in the current
+ 78 conversation unless the user supplies it again.
+ 79 

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skills/ooo/SKILL.md

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skills/ralph/SKILL.md

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skills/resume-session/SKILL.md

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skills/run/SKILL.md

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skills/seed/SKILL.md

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skills/setup/SKILL.md

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skills/status/SKILL.md

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skills/tutorial/SKILL.md

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skills/unstuck/SKILL.md

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skills/update/SKILL.md

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skills/welcome/SKILL.md

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tests/fixtures/router/skills/frontmatter-body/run/SKILL.md

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View on GitHubAdd to my skills

Verified commit 722172ef096767583679d04aef5e847458fee6b2

git clone --filter=blob:none --no-checkout https://github.com/Q00/ouroboros.git .hotskills/q00-ouroboros && git -C .hotskills/q00-ouroboros checkout --detach 722172ef096767583679d04aef5e847458fee6b2 # Copy each selected skill directory from .hotskills/q00-ouroboros into .claude/skills/<skill-name>/
git clone --filter=blob:none --no-checkout https://github.com/Q00/ouroboros.git .hotskills/q00-ouroboros && git -C .hotskills/q00-ouroboros checkout --detach 722172ef096767583679d04aef5e847458fee6b2 # Copy each selected skill directory from .hotskills/q00-ouroboros into .agents/skills/<skill-name>/
6.3kGitHub stars
36stars in 7 days
24skills in this repository
195commits in 30 days

Heat

6.6
  • Star growth, last 7 daysAhead of 75% of tracked repositories
  • Star growth, last 24 hoursAhead of 69% of tracked repositories
  • Rank movement, last 7 daysAhead of 67% of tracked repositories
  • Commits, last 30 daysAhead of 96% of tracked repositories
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekAhead of 0% of tracked repositories

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Aug 2, 2026Nov 6, 20266,328

Individual skills in this repository

How it works

auto

When your agent uses it

Use when the work spans several files or replaces a framework, language, auth, storage, or API layer (rewrites and migrations included), and the user wants it to end up working and tested. Asks only what is missing, writes a spec with acceptance criteria, then runs and verifies it in the background. Not for questions, small edits, or an existing Seed (use run).

What it loads into context

Frontmatter

188 tokens

Always available to the agent

SKILL.md

3,206 tokens

When the skill is activated

Reference documents

45,141 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. Dispatch requirement
  2. Usage
  3. CLI flag → MCP arg translation
  4. Behavior
  5. Background monitoring
  6. Synapse intent refinement
  7. Active Conductor decision policy
  8. RFC #1392 State Breadcrumb Footer

Scripts executed separately

  • ../../scripts/drift-monitor.py
  • ../../scripts/keyword-detector.py
  • ../../scripts/session-start.py

Files

  • ../../.claude-plugin/.mcp.jsonasset357 bytes
  • ../../.claude-plugin/SKILL_CAPABILITY_GUIDE.mddoc2,522 bytes
  • ../../.claude-plugin/marketplace.jsonasset2,080 bytes
  • ../../.claude-plugin/plugin.jsonasset1,121 bytes
  • ../../.codex/hooks.jsonasset1,525 bytes
  • ../../.mcp.jsonasset349 bytes
  • ../../hooks/hooks.jsonasset7,151 bytes
  • ../../scripts/drift-monitor.pyruns2,126 bytes
  • ../../scripts/keyword-detector.pyruns14,748 bytes
  • ../../scripts/session-start.pyruns1,552 bytes
  • SKILL.mdcore13,633 bytes
  • SKILL.mdcore13,633 bytes
  • ../brownfield/SKILL.mddoc7,325 bytes
  • ../cancel/SKILL.mddoc4,637 bytes
  • ../config/SKILL.mddoc3,524 bytes
  • ../evaluate/SKILL.mddoc6,934 bytes
  • ../evolve/SKILL.mddoc4,922 bytes
  • ../help/SKILL.mddoc5,116 bytes
  • ../idk/SKILL.mddoc5,198 bytes
  • ../interview/SKILL.mddoc24,087 bytes
  • ../ooo/SKILL.mddoc853 bytes
  • ../pm/SKILL.mddoc12,560 bytes
  • ../publish/SKILL.mddoc5,818 bytes
  • ../qa/SKILL.mddoc6,166 bytes
  • ../ralph/SKILL.mddoc8,987 bytes
  • ../resume-session/SKILL.mddoc2,175 bytes
  • ../run/SKILL.mddoc14,352 bytes
  • ../seed/SKILL.mddoc14,727 bytes
  • ../setup/SKILL.mddoc14,703 bytes
  • ../status/SKILL.mddoc2,449 bytes
  • ../tutorial/SKILL.mddoc2,961 bytes
  • ../unstuck/SKILL.mddoc9,379 bytes
  • ../update/SKILL.mddoc2,793 bytes
  • ../welcome/SKILL.mddoc25,150 bytes
Read SKILL.md

# /ouroboros:auto

Run the full-quality auto pipeline from a single task description.

## Dispatch requirement

This skill must be executed by invoking MCP tool `ouroboros_start_auto`. Do not
manually inspect repositories, run shell commands, query GitHub, edit files, or
otherwise emulate the auto pipeline. The background starter returns `job_id`
and `auto_session_id` quickly; retain both. If `ouroboros_start_auto` or a
required job wait/result tool is unavailable, stop and report that the required
MCP tool is unavailable. A manual fallback is not an `ooo auto` run.

If a started auto job returns `detached`, `blocked`, `failed`, or another
View the complete source on GitHub

Skills included

  • auto
  • brownfield
  • cancel
  • ouroboros-config
  • evaluate
  • evolve
  • ouroboros-help
  • idk
  • interview
  • ooo
  • pm
  • publish
  • qa
  • ralph
  • resume-session
  • ouroboros-run
  • seed
  • setup
  • ouroboros-status
  • tutorial
  • unstuck
  • update
  • welcome
  • run

Repository facts

License
MIT
Created
Jan 14, 2026
Last pushed
Nov 5, 2026
Forks
641
Open issues
65
Project activity
Active

Rank over the last 12 weeks

Now #232 · best #192 · down 22 in 30 days

  1. #230 on Oct 30
  2. #231 on Oct 31
  3. #229 on Nov 1
  4. #230 from Nov 2 to Nov 3
  5. #231 from Nov 4 to Nov 5
  6. #232 since Nov 6
67 earlier periods
  1. #188 on Aug 2
  2. #187 on Aug 7
  3. #186 from Aug 8 to Aug 9
  4. #191 on Aug 10
  5. #192 from Aug 11 to Aug 12
  6. #195 on Aug 13
  7. #196 on Aug 14
  8. #194 from Aug 15 to Aug 16
  9. #193 on Aug 17
  10. #195 from Aug 18 to Aug 19
  11. #194 on Aug 20
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  67. #225 on Oct 29

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 2, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 64 notes
  • skills/auto/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/brownfield/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/config/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/config/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/config/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/config/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/evaluate/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/evaluate/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/evaluate/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/evaluate/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/interview/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/interview/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/interview/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/publish/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/publish/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/qa/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/qa/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/qa/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/qa/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/run/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
Show all 58 signals by file

.claude-plugin/marketplace.json

  • Network accessline 1
    {   "$schema": "https://anthropic.com/claude-code/marketplace.schema.json",
  • Network accessline 2
    "$schema": "https://anthropic.com/claude-code/marketplace.schema.json",
  • Network accessline 18
    "source": "./",       "category": "development",       "homepage": "https://github.com/Q00/ouroboros",
  • Network accessline 19
    "category": "development",       "homepage": "https://github.com/Q00/ouroboros",       "repository": "https://github.com/Q00/ouroboros",
  • Network accessline 20
    "homepage": "https://github.com/Q00/ouroboros",
  • Network accessline 21
    "repository": "https://github.com/Q00/ouroboros",

.claude-plugin/plugin.json

  • Network accessline 7
    "email": "jqyu.lee@gmail.com"   },   "repository": "https://github.com/Q00/ouroboros",
  • Network accessline 8
    },   "repository": "https://github.com/Q00/ouroboros",   "homepage": "https://github.com/Q00/ouroboros",
  • Network accessline 9
    "repository": "https://github.com/Q00/ouroboros",
  • Network accessline 10
    "homepage": "https://github.com/Q00/ouroboros",

scripts/drift-monitor.py

  • Executable scriptline 1
    #!/usr/bin/env python3

scripts/keyword-detector.py

  • Executable scriptline 1
    #!/usr/bin/env python3

scripts/session-start.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/config/SKILL.md

  • Network accessline 33
    2. Relay the `http://localhost:<port>` line in case the browser did not open.
  • Network accessline 33
    2. Relay the `http://localhost:<port>` line in case the browser did not open.
  • Network accessline 33
    2. Relay the `http://localhost:<port>` line in case the browser did not open.
  • Network accessline 33
    2. Relay the `http://localhost:<port>` line in case the browser did not open.

skills/evolve/SKILL.md

  • Network accessline 61
    Explain the evolutionary loop and suggest installing the MCP server (see [Getting Started](https://github.com/Q00/ouroboros/blob/main/docs/getting-started.md)), then running `ouroboros mcp serve --runtime claude-cli` and adding it to the ru
  • Network accessline 61
    Explain the evolutionary loop and suggest installing the MCP server (see [Getting Started](https://github.com/Q00/ouroboros/blob/main/docs/getting-started.md)), then running `ouroboros mcp serve --runtime claude-cli` and adding it to the ru

skills/pm/SKILL.md

  • Access to secretsline 54
    [Credential-related source omitted]
  • Access to secretsline 54
    [Credential-related source omitted]

skills/publish/SKILL.md

  • Network accessline 21
    Run `command -v gh`. If missing, tell the user to install it from https://cli.github.com/ and stop. Run `gh auth status`; if not authenticated, tell the user to run `gh auth login` and stop.
  • Network accessline 21
    Run `command -v gh`. If missing, tell the user to install it from https://cli.github.com/ and stop. Run `gh auth status`; if not authenticated, tell the user to run `gh auth login` and stop.
  • Network accessline 94
    **Seed ID**: `<seed_id or pm_id>` | **Ambiguity Score**: <score> | **Seed**: `<seed_file_path>`    *Generated by [Ouroboros](https://github.com/Q00/ouroboros) via `ooo publish`*
  • Network accessline 94
    **Seed ID**: `<seed_id or pm_id>` | **Ambiguity Score**: <score> | **Seed**: `<seed_file_path>`    *Generated by [Ouroboros](https://github.com/Q00/ouroboros) via `ooo publish`*
  • Network accessline 95
    *Generated by [Ouroboros](https://github.com/Q00/ouroboros) via `ooo publish`*
  • Network accessline 95
    *Generated by [Ouroboros](https://github.com/Q00/ouroboros) via `ooo publish`*
  • Network accessline 101
    *Part of [Epic] #<epic> | Generated by [Ouroboros](https://github.com/Q00/ouroboros) via `ooo publish`*
  • Network accessline 101
    *Part of [Epic] #<epic> | Generated by [Ouroboros](https://github.com/Q00/ouroboros) via `ooo publish`*
  • Network accessline 107
    Show `Published to <TARGET_REPO>:` with the Epic and its Tasks as a tree (`#<n> [Epic|Task] <title>`) and the link `https://github.com/<TARGET_REPO>/issues/<epic>`. Suggest next steps: assign tasks, track on a GitHub Projects board, run `oo
  • Network accessline 107
    Show `Published to <TARGET_REPO>:` with the Epic and its Tasks as a tree (`#<n> [Epic|Task] <title>`) and the link `https://github.com/<TARGET_REPO>/issues/<epic>`. Suggest next steps: assign tasks, track on a GitHub Projects board, run `oo

skills/setup/SKILL.md

  • Network accessline 12
    > CLI instead, for example `ouroboros setup --runtime codex` or > `ouroboros setup --runtime copilot`. See > [Getting Started](https://github.com/Q00/ouroboros/blob/main/docs/getting-started.md).
  • Network accessline 12
    > CLI instead, for example `ouroboros setup --runtime codex` or > `ouroboros setup --runtime copilot`. See > [Getting Started](https://github.com/Q00/ouroboros/blob/main/docs/getting-started.md).
  • Network accessline 12
    > CLI instead, for example `ouroboros setup --runtime codex` or > `ouroboros setup --runtime copilot`. See > [Getting Started](https://github.com/Q00/ouroboros/blob/main/docs/getting-started.md).
  • Network accessline 14
    > [Getting Started](https://github.com/Q00/ouroboros/blob/main/docs/getting-started.md).
  • Network accessline 14
    > [Getting Started](https://github.com/Q00/ouroboros/blob/main/docs/getting-started.md).
  • Network accessline 14
    > [Getting Started](https://github.com/Q00/ouroboros/blob/main/docs/getting-started.md).
  • Network accessline 114
    Prefer package managers for uv: `pipx install uv`, `pip install --user uv`, or `brew install uv`; the vendor one-liner `curl -LsSf https://astral.sh/uv/install.sh | sh` is the last resort.
  • Network accessline 114
    Prefer package managers for uv: `pipx install uv`, `pip install --user uv`, or `brew install uv`; the vendor one-liner `curl -LsSf https://astral.sh/uv/install.sh | sh` is the last resort.
  • Network accessline 114
    Prefer package managers for uv: `pipx install uv`, `pip install --user uv`, or `brew install uv`; the vendor one-liner `curl -LsSf https://astral.sh/uv/install.sh | sh` is the last resort.
  • Dangerous shell operationline 116
    `curl -LsSf https://astral.sh/uv/install.sh | sh` is the last resort.
  • Dangerous shell operationline 116
    `curl -LsSf https://astral.sh/uv/install.sh | sh` is the last resort.
  • Dangerous shell operationline 116
    `curl -LsSf https://astral.sh/uv/install.sh | sh` is the last resort.
  • Network accessline 116
    `curl -LsSf https://astral.sh/uv/install.sh | sh` is the last resort.
  • Network accessline 116
    `curl -LsSf https://astral.sh/uv/install.sh | sh` is the last resort.
  • Network accessline 116
    `curl -LsSf https://astral.sh/uv/install.sh | sh` is the last resort.
  • Dangerous shell operationline 344
    python@3.12`, `sudo apt install python3.12`, or python.org/downloads).
  • Dangerous shell operationline 344
    python@3.12`, `sudo apt install python3.12`, or python.org/downloads).
  • Dangerous shell operationline 344
    python@3.12`, `sudo apt install python3.12`, or python.org/downloads).

skills/welcome/SKILL.md

  • Access to secretsline 231
    [Credential-related source omitted]
  • Access to secretsline 231
    [Credential-related source omitted]
  • Access to secretsline 231
    [Credential-related source omitted]
  • Access to secretsline 574
    [Credential-related source omitted]
  • Access to secretsline 574
    [Credential-related source omitted]
  • Access to secretsline 574
    [Credential-related source omitted]
  • Access to secretsline 694
    [Credential-related source omitted]
  • Access to secretsline 694
    [Credential-related source omitted]
  • Access to secretsline 694
    [Credential-related source omitted]

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Signal confidence: 48 facts

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeNativeManifest .claude-plugin/marketplace.json.claude/skills/<skill-name>/
CodexNativeManifest AGENTS.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md skills/auto/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md skills/auto/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md skills/auto/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md skills/auto/SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

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Q00/ouroboros: #232 on hotskills, 6.3k stars

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