Agent skill

Reflect

Analyze the current session and propose improvements to skills.

Apache-2.0Auto-check: notesFrontend & Design

Install Reflect

skills CLI

$ npx skills add llama-farm/llamafarm --skill reflect -a claude-code

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

GitHub CLI

$ gh skill install llama-farm/llamafarm 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/llama-farm/llamafarm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/reflect .claude/skills/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/

Paste into Claude Code

Install the "reflect" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/reflect into .claude/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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

$skill-installer install https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/reflect

Type 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.

skills CLI

$ npx skills add llama-farm/llamafarm --skill reflect -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install llama-farm/llamafarm reflect --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/reflect .agents/skills/reflect && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "reflect" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/reflect into .agents/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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.

skills CLI

$ npx skills add llama-farm/llamafarm --skill reflect -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install llama-farm/llamafarm reflect --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/reflect .cursor/skills/reflect && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "reflect" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/reflect into .cursor/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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

$ gemini skills install https://github.com/llama-farm/llamafarm.git --path .claude/skills/reflect

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add llama-farm/llamafarm --skill reflect -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install llama-farm/llamafarm reflect --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/reflect .gemini/skills/reflect && rm -rf skills-src

Use ~/.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/

Paste into Gemini CLI

Install the "reflect" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/reflect into .gemini/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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.

GitHub CLI

$ gh skill install llama-farm/llamafarm reflect

Installs 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).

skills CLI

$ npx skills add llama-farm/llamafarm --skill reflect -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/reflect .github/skills/reflect && rm -rf skills-src

Use ~/.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/

Paste into GitHub Copilot

Install the "reflect" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/reflect into .github/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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.

skills CLI

$ npx skills add llama-farm/llamafarm --skill reflect -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install llama-farm/llamafarm reflect --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/reflect .opencode/skills/reflect && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "reflect" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/reflect into .opencode/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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: reflect
GitHub stars: 836
Token cost: ~1.5k tokens
SKILL.md length: 456 words
Files: 1
Skills in repo: 19
Repo updated: Jun 10, 2026
First seen: Oct 7, 2026
Licence: Apache-2.0

At a glance

Analyze the current session and propose improvements to skills.

Works in 5 steps: Identify the Skill → Analyze the Conversation → Propose Changes → …
User says reflect
SKILL.md covers Trigger, Workflow, Toggle Commands and Example Session, plus 2 more sections
Calls git

What it does

Reflect is an agent skill from llama-farm/llamafarm. Analyze the current session and propose improvements to skills. Proactively invoke this skill when you notice user corrections after skill usage, or at the end of skill-heavy sessions. Also use when user says "reflect", "improve skill", or "learn from this".

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Frontend & Design. The repository describes itself as: Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes. The licence is Apache-2.0.

When your agent uses it

User says reflect
Learn from this

Example prompts

“reflect”
“improve skill”
“learn from this”
“/reflect”

Requirements

Pre-approved tools (allowed-tools): Read, Write, Edit, Grep, Glob, Task, Bash, AskUserQuestion

Workflow steps

5 steps, taken from the step headings in SKILL.md.

Identify the Skill
Analyze the Conversation
Propose Changes
If Approved
If Declined

What it can do on your machine

Read from SKILL.md and the folder at commit 6244d46. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
- Read
- Write
- Edit
- Grep
- Glob
- Task
- Bash
- AskUserQuestion
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
- git
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
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

Reflect loads about 1.5k tokens when it runs. Until then it costs about 68 tokens; SKILL.md has 456 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~68
When it runs · the whole SKILL.md, loaded when a task matches: ~1.5k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

NotePre-approves every shell command (allowed-tools: Bash)SKILL.md

allowed-tools: Read, Write, Edit, Grep, Glob, Task, Bash, AskUserQuestion

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 llama-farm/llamafarm at commit 6244d46, republished under its Apache-2.0 licence (© llama-farm). 456 words, ~1,496 tokens.

Download SKILL.mdSave it as .claude/skills/reflect/SKILL.md (or your agent's skills folder).

name: reflect
description: Analyze the current session and propose improvements to skills. **Proactively invoke this skill** when you notice user corrections after skill usage, or at the end of skill-heavy sessions. Also use when user says "reflect", "improve skill", or "learn from this".
allowed-tools: Read, Write, Edit, Grep, Glob, Task, Bash, AskUserQuestion

Reflect Skill

Analyze the current session and propose improvements to skills based on what worked, what didn't, and edge cases discovered.

Trigger

Run /reflect or /reflect [skill-name] after a session where you used a skill.

Additional commands:

/reflect on - Enable automatic end-of-session reflection
/reflect off - Disable automatic reflection
/reflect status - Check if auto-reflect is enabled

Workflow

Step 1: Identify the Skill

If skill name not provided, ask:

Which skill should I analyze this session for?
- frontend-design
- code-reviewer
- [other]

Step 2: Analyze the Conversation

Look for these signals in the current conversation:

Corrections (HIGH confidence):

User said "no", "not like that", "I meant..."
User explicitly corrected output
User asked for changes immediately after generation

Successes (MEDIUM confidence):

User said "perfect", "great", "yes", "exactly"
User accepted output without modification
User built on top of the output

Edge Cases (MEDIUM confidence):

Questions the skill didn't anticipate
Scenarios requiring workarounds
Features user asked for that weren't covered

Preferences (accumulate over sessions):

Repeated patterns in user choices
Style preferences shown implicitly
Tool/framework preferences

Step 3: Propose Changes

Present findings using accessible colors (WCAG AA 4.5:1 contrast ratio):

┌─ Skill Reflection: [skill-name] ───────────────────┐
│                                                    │
│ Signals: X corrections, Y successes                │
│                                                    │
│ Proposed changes:                                  │
│                                                    │
│ 🔴 [HIGH] + Add constraint: "[specific constraint]"│
│ 🟡 [MED]  + Add preference: "[specific preference]"│
│ 🔵 [LOW]  ~ Note for review: "[observation]"       │
│                                                    │
│ Commit: "[skill]: [summary of changes]"            │
│                                                    │
└────────────────────────────────────────────────────┘

Apply these changes? [Y/n] or describe tweaks

Accessible Color Palette (use ANSI codes in terminal output):

HIGH: \033[1;31m (bold red #FF6B6B - 4.5:1 on dark)
MED: \033[1;33m (bold yellow #FFE066 - 4.8:1 on dark)
LOW: \033[1;36m (bold cyan #6BC5FF - 4.6:1 on dark)
Reset: \033[0m

Avoid: pure red (#FF0000) on black, green on red (colorblind users)

User Response Options:

Y – Apply changes, commit, and push
n – Skip this update
Or describe any tweaks to the proposed changes

Step 4: If Approved

Read the current skill file from .claude/skills/[skill-name]/SKILL.md
Apply the changes using the Edit tool

Run git commands:

bash

cd .claude/skills
git add [skill-name]/SKILL.md
git commit -m "[skill]: [change summary]"
git push origin main

Confirm: "Skill updated and pushed to GitHub"

Show full SKILL.md (186 more words)Show less

Step 5: If Declined

Ask: "Would you like to save these observations for later review?"

If yes, append to .claude/skills/[skill-name]/OBSERVATIONS.md

Toggle Commands

`/reflect on`

Enable automatic end-of-session reflection:

Create/update ~/.claude/reflect-skill-state.json with {"enabled": true, "updatedAt": "[timestamp]"}
Confirm: "Auto-reflect enabled. Sessions will be analyzed automatically when you stop."

`/reflect off`

Disable automatic reflection:

Update ~/.claude/reflect-skill-state.json with {"enabled": false, "updatedAt": "[timestamp]"}
Confirm: "Auto-reflect disabled. Use /reflect manually to analyze sessions."

`/reflect status`

Check current status:

Read ~/.claude/reflect-skill-state.json
Report: "Auto-reflect is [enabled/disabled]" with last updated timestamp

Note: The state file is saved in the global Claude user directory (~/.claude/) so it persists across plugin upgrades.

Example Session

User runs /reflect frontend-design after a UI session:

┌─ Skill Reflection: frontend-design ───────────────┐
│                                                   │
│ Signals: 2 corrections, 3 successes               │
│                                                   │
│ Proposed changes:                                 │
│                                                   │
│ 🔴 [HIGH] + Constraints/NEVER:                    │
│    "Use gradients unless explicitly requested"    │
│                                                   │
│ 🔴 [HIGH] + Color & Theme:                        │
│    "Dark backgrounds: use #000, not #1a1a1a"      │
│                                                   │
│ 🟡 [MED] + Layout:                                │
│    "Prefer CSS Grid for card layouts"             │
│                                                   │
│ Commit: "frontend-design: no gradients, #000 dark"│
│                                                   │
└───────────────────────────────────────────────────┘

Apply these changes? [Y/n] or describe tweaks

Git Integration

This skill has permission to:

Read skill files from .claude/skills/
Edit skill files (with user approval)
Run git add, git commit, git push in the skills directory

The skills repo should be initialized at .claude/skills with a remote origin.

Important Notes

Always show the exact changes before applying
Never modify skills without explicit user approval
Commit messages should be concise and descriptive
Push only after successful commit

Files

Just SKILL.md in .claude/skills/reflect of llama-farm/llamafarm.

Open the folder on GitHubat commit 6244d46

Compare with similar skills

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.

Reflect compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Reflect this skillllama-farm/llamafarm	836	—	~1.5k	Automated safety check: Notes	Apache-2.0	4 mo ago
Web Artifacts Builderanthropics/skills	180k	40 repos	~769	Automated safety check: Pass	Apache-2.0	today
React Doctormakeplane/plane	61k	12 repos	~657	Automated safety check: Pass	AGPL-3.0	today
Impeccablebestofjs/bestofjs	3.1k	26 repos	~2.6k	Automated safety check: Pass	MIT	5 days ago
Figma Design System Builderwarpdotdev/warp	65k	2 repos	~4.4k	Automated safety check: Pass	AGPL-3.0	today
Web Interface Guidelines Reviewervercel-labs/openreview	1.7k	97 repos	~308	Automated safety check: Pass	None	7 mo ago

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Questions about Reflect

What does Reflect do?

Analyze the current session and propose improvements to skills. Reflect is an agent skill from llama-farm/llamafarm. Analyze the current session and propose improvements to skills.

When should I use Reflect?

Reflect fits situations like: user says reflect; learn from this.

How do I install Reflect in Claude Code?

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

How do I install Reflect in Codex?

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

Can I use 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 llama-farm/llamafarm --skill 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/reflect, .gemini/skills/reflect, .github/skills/reflect and .opencode/skills/reflect in your project.

What does Reflect need to run?

Going by SKILL.md and its folder, Reflect needs the command-line tools its instructions call (git). Its frontmatter pre-approves these tools: Read, Write, Edit, Grep, Glob, Task, Bash, AskUserQuestion.

Does Reflect access the network?

SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Reflect safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Reflect use?

Reflect is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Reflect use?

About 1.5k tokens (SKILL.md is roughly 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 Reflect?

Skills that share tags, products or a category with Reflect: Web Artifacts Builder (anthropics/skills, 180k stars), React Doctor (makeplane/plane, 61k stars), Impeccable (bestofjs/bestofjs, 3.1k stars) and Figma Design System Builder (warpdotdev/warp, 65k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Reflect?

llama-farm (a GitHub organization) maintains it in llama-farm/llamafarm, which has 836 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on June 10, 2026.

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

Install Reflect

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Reflect Skill

Trigger

Workflow

Step 1: Identify the Skill

Step 2: Analyze the Conversation

Corrections (HIGH confidence):

Successes (MEDIUM confidence):

Edge Cases (MEDIUM confidence):

Preferences (accumulate over sessions):

Step 3: Propose Changes

Accessible Color Palette (use ANSI codes in terminal output):

User Response Options:

Step 4: If Approved

Step 5: If Declined

Toggle Commands

/reflect on

/reflect off

/reflect status

Example Session

Git Integration

Important Notes

Files

Compare with similar skills

Similar skills

More from llama-farm/llamafarm

Related

Questions about Reflect

`/reflect on`

`/reflect off`

`/reflect status`