Reflect
alirezarezvani/claude-skills
Mid-conversation reflection skill that pauses execution and zooms out from detail-mode to honestly reassess direction, assumptions, and bias.
A skill your agent uses when connector flywheel history is large/noisy and lightweight reflection is insufficient.
MITAuto-check passed
Install Reflection Deep Dive
$ npx skills add jianzhichun/emerge --skill reflection-deep-dive -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jianzhichun/emerge reflection-deep-dive --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/jianzhichun/emerge.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/reflection-deep-dive .claude/skills/reflection-deep-dive && 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 "reflection-deep-dive" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/reflection-deep-dive into .claude/skills/reflection-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflection-deep-dive", 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/jianzhichun/emerge/tree/main/skills/reflection-deep-diveType 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 jianzhichun/emerge --skill reflection-deep-dive -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jianzhichun/emerge reflection-deep-dive --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/reflection-deep-dive .agents/skills/reflection-deep-dive && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "reflection-deep-dive" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/reflection-deep-dive into .agents/skills/reflection-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflection-deep-dive", 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 jianzhichun/emerge --skill reflection-deep-dive -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jianzhichun/emerge reflection-deep-dive --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/reflection-deep-dive .cursor/skills/reflection-deep-dive && 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 "reflection-deep-dive" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/reflection-deep-dive into .cursor/skills/reflection-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflection-deep-dive", 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/jianzhichun/emerge.git --path skills/reflection-deep-dive--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 jianzhichun/emerge --skill reflection-deep-dive -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jianzhichun/emerge reflection-deep-dive --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/reflection-deep-dive .gemini/skills/reflection-deep-dive && 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 "reflection-deep-dive" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/reflection-deep-dive into .gemini/skills/reflection-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflection-deep-dive", 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 jianzhichun/emerge reflection-deep-diveInstalls 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 jianzhichun/emerge --skill reflection-deep-dive -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/reflection-deep-dive .github/skills/reflection-deep-dive && 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 "reflection-deep-dive" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/reflection-deep-dive into .github/skills/reflection-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflection-deep-dive", 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 jianzhichun/emerge --skill reflection-deep-dive -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jianzhichun/emerge reflection-deep-dive --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/reflection-deep-dive .opencode/skills/reflection-deep-dive && 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 "reflection-deep-dive" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/reflection-deep-dive into .opencode/skills/reflection-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflection-deep-dive", 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
reflection-deep-dive- GitHub stars
- 106
- Token cost
- ~325 tokens
- SKILL.md length
- 112 words
- Files
- 1
- Skills in repo
- 14
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when connector flywheel history is large/noisy and lightweight reflection is insufficient.
- Connector flywheel history is large/noisy and lightweight reflection is insufficient
- SKILL.md covers Overview, When to Use, Command and Output, plus 1 more section
- Calls python3
What it does
Reflection Deep Dive is an agent skill from jianzhichun/emerge. Use when connector flywheel history is large/noisy and lightweight reflection is insufficient. Builds a deep reflection cache consumed by hooks.
Its SKILL.md is about 330 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The licence is MIT.
When your agent uses it
- Connector flywheel history is large/noisy and lightweight reflection is insufficient
Example prompts
- “/reflection-deep-dive”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit 035db30. 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:
python3
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
Reflection Deep Dive loads about 325 tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 112 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 jianzhichun/emerge at commit 035db30, republished under its MIT licence (© jianzhichun). 112 words, ~325 tokens.
Download SKILL.mdSave it as
.claude/skills/reflection-deep-dive/SKILL.md (or your agent's skills folder).- name
- reflection-deep-dive
- description
- Use when connector flywheel history is large/noisy and lightweight reflection is insufficient. Builds a deep reflection cache consumed by hooks.
Reflection Deep Dive
Overview
Use this skill to generate a deeper, cached muscle-memory summary for long-running
or noisy connectors. The cache is consumed by PreCompact, PostCompact, and
UserPromptSubmit hooks when fresh, with automatic fallback to lightweight
reflection when stale.
When to Use
- Connector intent volume is high (for example, 200+ intents).
- Recent failures or rollbacks are increasing.
- The user asks for a full reflection/review of existing flywheel memory.
Command
Run:
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/build_reflection_cache.py"Optional:
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/build_reflection_cache.py" --max-items 12Output
The command writes:
~/.emerge/state/reflection-cache/global.json(orEMERGE_STATE_ROOT/reflection-cache/global.json)
with:
generated_at_mssummary_textmeta
Notes
- Hooks prefer this cache while it is fresh (TTL-based).
- If missing/stale, hooks fall back to local lightweight reflection.
- The cache path and TTL policy are implementation details in
SpanTracker.
© jianzhichun, 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/reflection-deep-dive of jianzhichun/emerge.
Open the folder on GitHubat commit 035db30
Compare with similar skills
Reflection Deep Dive 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 |
|---|---|---|---|---|---|---|
| Reflection Deep Dive this skilljianzhichun/emerge | 106 | — | ~325 | Automated safety check: Pass | MIT | |
| Reflectalirezarezvani/claude-skills | 28k | 1 repos | ~2.4k | Automated safety check: Pass | MIT | |
| Reflection Coachpaperclipai/paperclip | 99k | — | ~3k | Automated safety check: Pass | MIT | |
| API Connector Builderaffaan-m/ECC | 276k | 2 repos | ~666 | Automated safety check: Pass | MIT | |
| Memory Reflectvectorize-io/hindsight | 47k | — | ~233 | Automated safety check: Pass | MIT | |
| ReflectNeoLabHQ/context-engineering-kit | 1.7k | — | ~5.6k | Automated safety check: Pass | GPL-3.0 |
Similar skills
Reflection Coach
paperclipai/paperclip
Reflect on another agent's recent execution record and propose the smallest durable instruction, skill, or tool-description change.
API Connector Builder
affaan-m/ECC
Build a new API connector or provider by matching the target repo's existing integration pattern exactly.
Memory Reflect
vectorize-io/hindsight
Answer questions about history, habits and past decisions by reasoning over Hindsight memory.
Reflect
NeoLabHQ/context-engineering-kit
Reflect on previus response and output, based on Self-refinement framework for iterative improvement with complexity triage and verification
Chat Connectors
garrytan/gbrain
Connect a ChatGPT or Claude account and sync its conversation history into the brain automatically.
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Questions about Reflection Deep Dive
What does Reflection Deep Dive do?
A skill your agent uses when connector flywheel history is large/noisy and lightweight reflection is insufficient. Reflection Deep Dive is an agent skill from jianzhichun/emerge. Use when connector flywheel history is large/noisy and lightweight reflection is insufficient.
When should I use Reflection Deep Dive?
Reflection Deep Dive fits situations like: connector flywheel history is large/noisy and lightweight reflection is insufficient.
How do I install Reflection Deep Dive in Claude Code?
Run `npx skills add jianzhichun/emerge --skill reflection-deep-dive -a claude-code`. Or copy the skill folder (skills/reflection-deep-dive in jianzhichun/emerge) into .claude/skills/reflection-deep-dive in your project. Claude Code loads it when a task matches its description.
How do I install Reflection Deep Dive in Codex?
Run `npx skills add jianzhichun/emerge --skill reflection-deep-dive -a codex`. Or copy the skill folder (skills/reflection-deep-dive in jianzhichun/emerge) into .agents/skills/reflection-deep-dive in your project. Codex loads it when a task matches its description.
Can I use Reflection Deep Dive 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 jianzhichun/emerge --skill reflection-deep-dive -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reflection-deep-dive, .gemini/skills/reflection-deep-dive, .github/skills/reflection-deep-dive and .opencode/skills/reflection-deep-dive in your project.
What does Reflection Deep Dive need to run?
Going by SKILL.md and its folder, Reflection Deep Dive needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Reflection Deep Dive 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 Reflection Deep Dive 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 Reflection Deep Dive use?
Reflection Deep Dive 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 Reflection Deep Dive use?
About 325 tokens (SKILL.md is roughly 1.3k 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 Reflection Deep Dive?
Skills that share tags, products or a category with Reflection Deep Dive: Reflect (alirezarezvani/claude-skills, 28k stars), Reflection Coach (paperclipai/paperclip, 99k stars), API Connector Builder (affaan-m/ECC, 276k stars) and Memory Reflect (vectorize-io/hindsight, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Reflection Deep Dive?
jianzhichun (a GitHub user) maintains it in jianzhichun/emerge, which has 106 GitHub stars. The repository holds 14 skills in this directory. The repository was last updated on April 26, 2026.
Source: jianzhichun/emerge on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.