Agent skill

Deep Reflect

by egregore-labs in egregore-labs/egregore

Run deep, multi-hop research over org memory to answer a question or cross-reference an insight, with a cited synthesis.

MITAuto-check passed

Install Deep Reflect

skills CLI
$ npx skills add egregore-labs/egregore --skill deep-reflect -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install egregore-labs/egregore deep-reflect --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/egregore-labs/egregore.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/deep-reflect .claude/skills/deep-reflect && rm -rf skills-src

Use ~/.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/

Facts

Skill name
deep-reflect
GitHub stars
291
Token cost
~662 tokens
SKILL.md length
331 words
Files
1
Skills in repo
43
Repo updated
First seen
Licence
MIT

At a glance

Run deep, multi-hop research over org memory to answer a question or cross-reference an insight, with a cited synthesis.

  • Works in 6 steps: Read… → Run the referenced bin/ scripts directly… → Treat graph and publish steps as… → …
  • /deep-reflect — not one-shot recall (/search)
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Capturing an insight (/reflect)

What it does

Deep Reflect is an agent skill from egregore-labs/egregore. Run deep, multi-hop research over org memory to answer a question or cross-reference an insight, with a cited synthesis. Use for /deep-reflect — not one-shot recall (/search) or capturing an insight (/reflect).

Its SKILL.md is about 660 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Shared intelligence layer for organizations. The licence is MIT.

When your agent uses it

  • /deep-reflect — not one-shot recall (/search)
  • Capturing an insight (/reflect)

Example prompts

  • “/deep-reflect”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Read .claude/skills/deep-reflect/SKILL.md for the workflow details.
  2. Run the referenced bin/ scripts directly from Codex.
  3. Treat graph and publish steps as best-effort unless that workflow explicitly
  4. For every external notification, follow
  5. Keep local-mode behavior filesystem-first and avoid graph or notification
  6. Never call the deprecated egregore-handoff CLI for Egregore project

What it can do on your machine

Read from SKILL.md and the folder at commit 05b8672. 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

Deep Reflect loads about 662 tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 331 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~56
When it runs · the whole SKILL.md, loaded when a task matches
~662

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 egregore-labs/egregore at commit 05b8672, republished under its MIT licence (© egregore-labs). 331 words, ~662 tokens.

Download SKILL.mdSave it as .claude/skills/deep-reflect/SKILL.md (or your agent's skills folder).
name
deep-reflect
description
Run deep, multi-hop research over org memory to answer a question or cross-reference an insight, with a cited synthesis. Use for /deep-reflect — not one-shot recall (/search) or capturing an insight (/reflect).
<!-- generated-by: bin/codex-sync-skills.sh -->

Egregore deep-reflect Adapter

This adapter runs the canonical Egregore workflow for deep-reflect. Its one maintained body is .claude/skills/deep-reflect/SKILL.md; read that file completely and follow it here.

Use the project shell and filesystem directly. Do not invoke Claude Code commands. Translate interactive choices to structured Codex question tooling when it is available; otherwise render compact numbered choices with an Other: option and wait for the user.

Structured UX parity

This workflow has a Claude skill with user-visible structured output. After reading .claude/skills/deep-reflect/SKILL.md, reproduce the same visible UX in Codex:

  • Preserve TUI boxes, markdown tables, rich cards, browser artifact rendering, exact confirmation blocks, and "no preamble" rules from the source skill.
  • Use the source skill's frame width, section order, labels, status footer, and examples as the contract for the final response.
  • Never replace a required box/table/card/artifact view with a prose summary unless the user explicitly asks for a summary.
  • When the source says to output a TUI box directly, paste that box as the visible response, preferably in a text fenced block.
  • If the canonical body says the command's stdout is the card and must not be repeated, that rule assumes a host that displays command output in full; in Codex, paste the card once as the visible response in a text fenced block and do not print it a second time.
  • Never show raw JSON, raw command output, or unformatted script output when the source skill requires formatted status or rendered output.
  1. Read .claude/skills/deep-reflect/SKILL.md for the workflow details.
  2. Run the referenced bin/ scripts directly from Codex.
  3. Treat graph and publish steps as best-effort unless that workflow explicitly says they are required.
  4. For every external notification, follow .claude/context/notification-consent.md: plan without sending, then show a separate exact Send / Edit / Cancel checkpoint. Never infer notification consent from the workflow request or a batch approval.
  5. Keep local-mode behavior filesystem-first and avoid graph or notification calls when egregore.json declares "mode": "local".
  6. Never call the deprecated egregore-handoff CLI for Egregore project handoffs.

© egregore-labs, 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 .codex/skills/deep-reflect of egregore-labs/egregore.

Open the folder on GitHubat commit 05b8672

Compare with similar skills

Deep Reflect 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.

Deep Reflect compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Deep Reflect this skillegregore-labs/egregore291—~662Automated safety check: PassMIT
Reflectalirezarezvani/claude-skills28k1 repos~2.4kAutomated safety check: PassMIT
Reflection Coachpaperclipai/paperclip99k—~3kAutomated safety check: PassMIT
ReflectNeoLabHQ/context-engineering-kit1.7k—~5.6kAutomated safety check: PassGPL-3.0
Reflectagenticnotetaking/arscontexta3.5k—~7.2kAutomated safety check: NotesMIT
Reflectborghei/Claude-Skills886—~3.6kAutomated safety check: PassMIT

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Questions about Deep Reflect

What does Deep Reflect do?

Run deep, multi-hop research over org memory to answer a question or cross-reference an insight, with a cited synthesis. Deep Reflect is an agent skill from egregore-labs/egregore. Run deep, multi-hop research over org memory to answer a question or cross-reference an insight, with a cited synthesis.

When should I use Deep Reflect?

Deep Reflect fits situations like: /deep-reflect — not one-shot recall (/search); capturing an insight (/reflect).

How do I install Deep Reflect in Claude Code?

Run `npx skills add egregore-labs/egregore --skill deep-reflect -a claude-code`. Or copy the skill folder (.codex/skills/deep-reflect in egregore-labs/egregore) into .claude/skills/deep-reflect in your project. Claude Code loads it when a task matches its description.

How do I install Deep Reflect in Codex?

Run `npx skills add egregore-labs/egregore --skill deep-reflect -a codex`. Or copy the skill folder (.codex/skills/deep-reflect in egregore-labs/egregore) into .agents/skills/deep-reflect in your project. Codex loads it when a task matches its description.

Can I use Deep Reflect 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 egregore-labs/egregore --skill deep-reflect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/deep-reflect, .gemini/skills/deep-reflect, .github/skills/deep-reflect and .opencode/skills/deep-reflect in your project.

What does Deep Reflect need to run?

SKILL.md names no scripts, command-line tools or credentials: Deep Reflect is instructions for the agent only.

Does Deep Reflect 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 Deep Reflect 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 Deep Reflect use?

Deep Reflect 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 Deep Reflect use?

About 662 tokens (SKILL.md is roughly 2.6k 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 Deep Reflect?

Skills that share tags, products or a category with Deep Reflect: Reflect (alirezarezvani/claude-skills, 28k stars), Reflection Coach (paperclipai/paperclip, 99k stars), Reflect (NeoLabHQ/context-engineering-kit, 1.7k stars) and Reflect (agenticnotetaking/arscontexta, 3.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Deep Reflect?

egregore-labs (a GitHub organization) maintains it in egregore-labs/egregore, which has 291 GitHub stars. The repository holds 43 skills in this directory. The repository was last updated on October 1, 2026.

Source: egregore-labs/egregore on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.