#728 by GitHub stars

AI-Builder-Club/skills

Codebase harness + loop engineer

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/agent-context-audit/SKILL.md

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skills/crabbox-setup/SKILL.md

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skills/dev-local-setup/SKILL.md

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skills/e2e-setup/SKILL.md

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skills/karaoke-captions/SKILL.md

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skills/new-loop/SKILL.md

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skills/open-agent-teams/SKILL.md

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skills/seo-growth/SKILL.md

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skills/setup-codebase-harness/SKILL.md

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skills/verifier-setup/SKILL.md

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skills/visual-flow-gif/SKILL.md

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View on GitHubAdd to my skills

Verified commit 917780c3925919fb2a4ba7b1ac2439a3f4ab5d17

git clone --filter=blob:none --no-checkout https://github.com/AI-Builder-Club/skills.git .hotskills/ai-builder-club-skills && git -C .hotskills/ai-builder-club-skills checkout --detach 917780c3925919fb2a4ba7b1ac2439a3f4ab5d17 # Copy each selected skill directory from .hotskills/ai-builder-club-skills into .claude/skills/<skill-name>/
1.3kGitHub stars
1star in 7 days
11skills in this repository
0commits in 30 days

Heat

1.5
  • Star growth, last 7 daysAhead of 36% of tracked repositories
  • Star growth, last 24 hoursAhead of 3% of tracked repositories
  • Rank movement, last 7 daysAhead of 4% of tracked repositories
  • Commits, last 30 daysAhead of 0% 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 2, 20261,309

Individual skills in this repository

How it works

agent-context-audit

When your agent uses it

Audit a repo's agent context — CLAUDE.md files, codebase docs, skills, and tool/MCP designs — against Anthropic's Claude 5 context-engineering guidance ("unhobbling": Anthropic cut ~80% of Claude Code's system prompt with no eval loss). Finds overconstraint, conflicting instructions, redundancy, stale facts, and missing "unknown knowns"; produces a scored findings report with concrete rewrites, then applies approved fixes. Use when someone says "audit my CLAUDE.md", "context audit", "unhobble this repo", "review our agent docs/skills/tools", or after upgrading to Claude 5-generation models.

What it loads into context

Frontmatter

164 tokens

Always available to the agent

SKILL.md

2,084 tokens

When the skill is activated

Reference documents

0 tokens

Loaded on request

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

The playbook

  1. The six shifts (the audit rubric)
  2. Step 0 — Inventory the context surface
  3. Step 1 — Audit each artifact against the rubric
  4. Step 2 — Probe for unknowns (the gaps docs don't show)
  5. Step 3 — Report
  6. Step 4 — Apply (with approval)
  7. Anti-patterns for the auditor

Files

  • ../../.claude-plugin/marketplace.jsonasset645 bytes
  • ../../.claude-plugin/plugin.jsonasset918 bytes
  • SKILL.mdcore8,784 bytes
  • SKILL.mdcore8,784 bytes
  • SKILL.mdcore8,784 bytes

No excerpt is shown for this license. Read the source on GitHub.

View the complete source on GitHub

Skills included

  • agent-context-audit
  • crabbox-setup
  • dev-local-setup
  • e2e-setup
  • karaoke-captions
  • new-loop
  • open-agent-teams
  • seo-growth
  • setup-codebase-harness
  • verifier-setup
  • visual-flow-gif

Repository facts

License
No license detected
Created
Jun 14, 2026
Last pushed
Sep 15, 2026
Forks
155
Open issues
0
Project activity
Active

Rank over the last 12 weeks

Now #728 · best #501 · down 118 in 30 days

  1. #708 on Nov 1
  2. #713 on Nov 2
  3. #716 on Nov 3
  4. #721 from Nov 4 to Nov 5
  5. #725 on Nov 6
  6. #728 since Nov 7
67 earlier periods
  1. #493 on Aug 2
  2. #491 on Aug 8
  3. #493 on Aug 9
  4. #513 on Aug 10
  5. #510 on Aug 11
  6. #508 on Aug 12
  7. #511 from Aug 13 to Aug 14
  8. #493 on Aug 15
  9. #502 on Aug 16
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  11. #522 on Aug 18
  12. #515 from Aug 19 to Aug 20
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  60. #638 on Oct 20
  61. #645 on Oct 21
  62. #626 on Oct 23
  63. #692 on Oct 25
  64. #698 on Oct 28
  65. #700 on Oct 29
  66. #701 on Oct 30
  67. #705 on Oct 31

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 3, 2026

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

Show 40 notes
  • skills/agent-context-audit/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/agent-context-audit/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/crabbox-setup/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
Show all 68 signals by file

.claude-plugin/marketplace.json

  • Network accessline 3
    "owner": {     "name": "AI Builder Club (Jason Zhou)",     "url": "https://www.aibuilderclub.com/lp/loop-engineer"
  • Network accessline 4
    "name": "AI Builder Club (Jason Zhou)",     "url": "https://www.aibuilderclub.com/lp/loop-engineer"   },
  • Network accessline 5
    "url": "https://www.aibuilderclub.com/lp/loop-engineer"

.claude-plugin/plugin.json

  • Network accessline 5
    "author": {     "name": "Jason Zhou (AI Jason)",     "url": "https://www.aibuilderclub.com/lp/loop-engineer"
  • Network accessline 6
    "name": "Jason Zhou (AI Jason)",     "url": "https://www.aibuilderclub.com/lp/loop-engineer"   },
  • Network accessline 7
    "url": "https://www.aibuilderclub.com/lp/loop-engineer"
  • Network accessline 8
    },   "homepage": "https://github.com/AI-Builder-Club/skills",   "license": "MIT",
  • Network accessline 9
    "homepage": "https://github.com/AI-Builder-Club/skills",

skills/crabbox-setup/SKILL.md

  • Network accessline 92
    bash cbx.sh up demo                          # → ✓ STACK READY # run the repo's e2e specs against the box's stack (from e2e-setup): bash cbx.sh pw demo -- open http://localhost:<APP_PORT>   # smoke, or:
  • Network accessline 93
    # run the repo's e2e specs against the box's stack (from e2e-setup): bash cbx.sh pw demo -- open http://localhost:<APP_PORT>   # smoke, or: #   sync an e2e runner and: crabbox run --id $(cat .cbx-demo.id) -- <your e2e cmd>
  • Network accessline 94
    bash cbx.sh pw demo -- open http://localhost:<APP_PORT>   # smoke, or:

skills/crabbox-setup/assets/Dockerfile

  • Executable scriptline 1
    Executable file
  • Dangerous shell operationline 14
    RUN apt-get update && apt-get install -y --no-install-recommends        ca-certificates curl gnupg git jq lsof procps sudo iptables
  • Network accessline 14
    RUN apt-get update && apt-get install -y --no-install-recommends \       ca-certificates curl gnupg git jq lsof procps sudo iptables \
  • Dangerous shell operationline 15
    ca-certificates curl gnupg git jq lsof procps sudo iptables \
  • Network accessline 15
    ca-certificates curl gnupg git jq lsof procps sudo iptables \
  • Dangerous shell operationline 16
    && rm -rf /var/lib/apt/lists/*
  • Network accessline 23
    ARG DOCKER_VERSION=27.0.3 RUN curl -fsSL "https://download.docker.com/linux/static/stable/x86_64/docker-${DOCKER_VERSION}.tgz" -o /tmp/docker.tgz \
  • Dangerous shell operationline 24
    RUN curl -fsSL "https://download.docker.com/linux/static/stable/x86_64/docker-${DOCKER_VERSION}.tgz" -o /tmp/docker.tgz   && tar -xzf /tmp/docker.tgz -C /usr/local/bin --strip-components=1   && rm /tmp/docker.tgz
  • Network accessline 24
    RUN curl -fsSL "https://download.docker.com/linux/static/stable/x86_64/docker-${DOCKER_VERSION}.tgz" -o /tmp/docker.tgz \
  • Dangerous shell operationline 26
    && rm /tmp/docker.tgz \
  • Network accessline 36
    # EDIT/DROP: service CLI your stack needs, e.g. the Supabase CLI: # ARG SUPABASE_CLI_VERSION=v2.105.0 # RUN curl -fsSL "https://github.com/supabase/cli/releases/download/${SUPABASE_CLI_VERSION}/supabase_linux_amd64.tar.gz" \
  • Network accessline 37
    # ARG SUPABASE_CLI_VERSION=v2.105.0 # RUN curl -fsSL "https://github.com/supabase/cli/releases/download/${SUPABASE_CLI_VERSION}/supabase_linux_amd64.tar.gz" \ #       | tar xz -C /usr/local/bin && supabase --version
  • Network accessline 38
    # RUN curl -fsSL "https://github.com/supabase/cli/releases/download/${SUPABASE_CLI_VERSION}/supabase_linux_amd64.tar.gz"  #       | tar xz -C /usr/local/bin && supabase --version

skills/crabbox-setup/assets/cbx.sh

  • Executable scriptline 1
    #!/usr/bin/env bash
  • Access to secretsline 23
    [Credential-related source omitted]
  • Access to secretsline 24
    [Credential-related source omitted]
  • Network accessline 64
    [ -n "$SSH" ] || { echo "✗ no ssh command for $ID"; exit 1; }   L=""; for p in $TUNNEL_PORTS; do L="$L -L $p"; done   echo "▸ tunneling$L  (Ctrl-C to stop) → open http://localhost:${APP_PORT}"
  • Network accessline 65
    L=""; for p in $TUNNEL_PORTS; do L="$L -L $p"; done   echo "▸ tunneling$L  (Ctrl-C to stop) → open http://localhost:${APP_PORT}"   eval "$SSH -N$L"
  • Network accessline 66
    echo "▸ tunneling$L  (Ctrl-C to stop) → open http://localhost:${APP_PORT}"
  • Dangerous shell operationline 67
    eval "$SSH -N$L"
  • Dangerous shell operationline 77
    down)   ID="$(resolve_id)"; crabbox stop --provider "$PROVIDER" "$ID" 2>&1 | tail -1; rm -f "$IDFILE" ".cbx-${NAME}.sandbox" ;;

skills/crabbox-setup/assets/crabbox.yaml

  • Access to secretsline 15
    [Credential-related source omitted]
  • Access to secretsline 19
    [Credential-related source omitted]

skills/crabbox-setup/assets/setup.sh

  • Executable scriptline 1
    #!/usr/bin/env bash
  • Dangerous shell operationline 33
    sudo dockerd >/tmp/dockerd.log 2>&1 &
  • Dangerous shell operationline 37
    sudo chmod 666 /var/run/docker.sock 2>/dev/null || true
  • Access to secretsline 43
    [Credential-related source omitted]
  • Access to secretsline 44
    [Credential-related source omitted]
  • Access to secretsline 47
    [Credential-related source omitted]
  • Access to secretsline 48
    [Credential-related source omitted]
  • Access to secretsline 49
    [Credential-related source omitted]
  • Access to secretsline 50
    [Credential-related source omitted]
  • Dangerous shell operationline 59
    #   docker ps -aq --filter "name=supabase_" | xargs -r docker rm -f >/dev/null 2>&1 || true
  • Network accessline 70
    if curl -sf "http://127.0.0.1:${APP_PORT}" >/dev/null 2>&1; then
  • Network accessline 73
    echo "[setup] starting dev server on :${APP_PORT}…"   nohup $DEV_CMD >/tmp/dev.log 2>&1 &   for i in $(seq 1 60); do curl -sf "http://127.0.0.1:${APP_PORT}" >/dev/null 2>&1 && break; sleep 2; done
  • Network accessline 74
    nohup $DEV_CMD >/tmp/dev.log 2>&1 &   for i in $(seq 1 60); do curl -sf "http://127.0.0.1:${APP_PORT}" >/dev/null 2>&1 && break; sleep 2; done   curl -sf "http://127.0.0.1:${APP_PORT}" >/dev/null 2>&1 || { echo "[setup] dev server not up"; 
  • Network accessline 75
    for i in $(seq 1 60); do curl -sf "http://127.0.0.1:${APP_PORT}" >/dev/null 2>&1 && break; sleep 2; done
  • Network accessline 76
    curl -sf "http://127.0.0.1:${APP_PORT}" >/dev/null 2>&1 || { echo "[setup] dev server not up"; tail -20 /tmp/dev.log; exit 1; }

skills/dev-local-setup/assets/dev-local.template.sh

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

skills/karaoke-captions/README.md

  • Network accessline 15
    - macOS with Apple Silicon (MLX Whisper) - Python 3.10+ - [FFmpeg](https://ffmpeg.org/) with `libass` (`brew install ffmpeg`)
  • Network accessline 17
    - [FFmpeg](https://ffmpeg.org/) with `libass` (`brew install ffmpeg`)

skills/karaoke-captions/SKILL.md

  • Network accessline 19
    - macOS with Apple Silicon (MLX Whisper) - Python 3.10+ - [FFmpeg](https://ffmpeg.org/) with `libass` (`brew install ffmpeg`)
  • Network accessline 21
    - [FFmpeg](https://ffmpeg.org/) with `libass` (`brew install ffmpeg`)

skills/karaoke-captions/scripts/extract_words.py

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

skills/karaoke-captions/scripts/gen_ass.py

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

skills/karaoke-captions/scripts/match_style_from_image.py

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

skills/karaoke-captions/scripts/render.sh

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

skills/new-loop/references/CLAUDE.template.md

  • Access to secretsline 37
    [Credential-related source omitted]

skills/open-agent-teams/SKILL.md

  • Instruction override signalline 50
    | Harness | agent-cmd for `tdel start` | Busy-pane signature | Exit | Interrupt | |---|---|---|---|---| | claude | `claude --dangerously-skip-permissions` (`--model`, `--effort low..max`) | `esc to interrupt` | `/exit` | Escape |
  • Instruction override signalline 51
    |---|---|---|---|---| | claude | `claude --dangerously-skip-permissions` (`--model`, `--effort low..max`) | `esc to interrupt` | `/exit` | Escape | | codex | `codex --dangerously-bypass-approvals-and-sandbox` (`--model`, `-c 'model_reasonin
  • Instruction override signalline 52
    | claude | `claude --dangerously-skip-permissions` (`--model`, `--effort low..max`) | `esc to interrupt` | `/exit` | Escape |

skills/open-agent-teams/scripts/tdel

  • Executable scriptline 1
    #!/usr/bin/env bash
  • Dangerous shell operationline 140
    rm -rf "$(session_dir "$1")"

skills/setup-codebase-harness/SKILL.md

  • Network accessline 51
    inject the fix** ("X isn't allowed here — do Y") so the remediation lands in agent   context. Wire them into the repo's linter + CI. - **c) Queryable code graph.** Index the repo with [`codebase-memory-mcp`](https://github.com/DeusData/code
  • Network accessline 52
    context. Wire them into the repo's linter + CI. - **c) Queryable code graph.** Index the repo with [`codebase-memory-mcp`](https://github.com/DeusData/codebase-memory-mcp)   so the agent traces callers, data flow, and architecture from a kn
  • Network accessline 53
    - **c) Queryable code graph.** Index the repo with [`codebase-memory-mcp`](https://github.com/DeusData/codebase-memory-mcp)

skills/visual-flow-gif/scripts/render_animated_gif.py

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

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.

No combined signals at this commit.

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeNativeManifest .claude-plugin/marketplace.json.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md skills/agent-context-audit/SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md skills/agent-context-audit/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md skills/agent-context-audit/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md skills/agent-context-audit/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md skills/agent-context-audit/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.

Explore alternatives and comparisons

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AI-Builder-Club/skills: #728 on hotskills, 1.3k stars

[![AI-Builder-Club/skills on hotskills](https://hotskills.dev/badge/ai-builder-club-skills.svg)](https://hotskills.dev/skill/ai-builder-club-skills/)