Swarma
glitch-rabin/swarma
Agent teams that run growth experiments and build their own playbook.
Analyzes social media campaign performance across platforms with engagement metrics, ROI calculations, and audience insights for data-driven marketing decisions
Install Social Media Analyzer
$ npx skills add alirezarezvani/claude-code-skill-factory --skill social-media-analyzer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install alirezarezvani/claude-code-skill-factory social-media-analyzer --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/alirezarezvani/claude-code-skill-factory.git skills-src && mkdir -p .claude/skills && cp -r skills-src/generated-skills/social-media-analyzer .claude/skills/social-media-analyzer && 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 "social-media-analyzer" agent skill from https://github.com/alirezarezvani/claude-code-skill-factory/tree/dev/generated-skills/social-media-analyzer into .claude/skills/social-media-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "social-media-analyzer", 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/alirezarezvani/claude-code-skill-factory/tree/dev/generated-skills/social-media-analyzerType 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 alirezarezvani/claude-code-skill-factory --skill social-media-analyzer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install alirezarezvani/claude-code-skill-factory social-media-analyzer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alirezarezvani/claude-code-skill-factory.git skills-src && mkdir -p .agents/skills && cp -r skills-src/generated-skills/social-media-analyzer .agents/skills/social-media-analyzer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "social-media-analyzer" agent skill from https://github.com/alirezarezvani/claude-code-skill-factory/tree/dev/generated-skills/social-media-analyzer into .agents/skills/social-media-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "social-media-analyzer", 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 alirezarezvani/claude-code-skill-factory --skill social-media-analyzer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install alirezarezvani/claude-code-skill-factory social-media-analyzer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alirezarezvani/claude-code-skill-factory.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/generated-skills/social-media-analyzer .cursor/skills/social-media-analyzer && 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 "social-media-analyzer" agent skill from https://github.com/alirezarezvani/claude-code-skill-factory/tree/dev/generated-skills/social-media-analyzer into .cursor/skills/social-media-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "social-media-analyzer", 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/alirezarezvani/claude-code-skill-factory.git --path generated-skills/social-media-analyzer--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 alirezarezvani/claude-code-skill-factory --skill social-media-analyzer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install alirezarezvani/claude-code-skill-factory social-media-analyzer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alirezarezvani/claude-code-skill-factory.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/generated-skills/social-media-analyzer .gemini/skills/social-media-analyzer && 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 "social-media-analyzer" agent skill from https://github.com/alirezarezvani/claude-code-skill-factory/tree/dev/generated-skills/social-media-analyzer into .gemini/skills/social-media-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "social-media-analyzer", 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 alirezarezvani/claude-code-skill-factory social-media-analyzerInstalls 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 alirezarezvani/claude-code-skill-factory --skill social-media-analyzer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/alirezarezvani/claude-code-skill-factory.git skills-src && mkdir -p .github/skills && cp -r skills-src/generated-skills/social-media-analyzer .github/skills/social-media-analyzer && 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 "social-media-analyzer" agent skill from https://github.com/alirezarezvani/claude-code-skill-factory/tree/dev/generated-skills/social-media-analyzer into .github/skills/social-media-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "social-media-analyzer", 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 alirezarezvani/claude-code-skill-factory --skill social-media-analyzer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install alirezarezvani/claude-code-skill-factory social-media-analyzer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alirezarezvani/claude-code-skill-factory.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/generated-skills/social-media-analyzer .opencode/skills/social-media-analyzer && 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 "social-media-analyzer" agent skill from https://github.com/alirezarezvani/claude-code-skill-factory/tree/dev/generated-skills/social-media-analyzer into .opencode/skills/social-media-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "social-media-analyzer", 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
social-media-analyzer- GitHub stars
- 882
- Used in
- 2 other repos
- Token cost
- ~772 tokens
- SKILL.md length
- 346 words
- Files
- 6
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- MIT
At a glance
Analyzes social media campaign performance across platforms with engagement metrics, ROI calculations, and audience insights for data-driven marketing decisions
- Works in 6 steps: Ensure data completeness before analysis… → Compare metrics within same time periods… → Consider platform-specific benchmarks… → …
- Tasks that involve Product metrics
- SKILL.md covers Capabilities, Input Requirements, Output Formats and How to Use, plus 3 more sections
- Runs Python scripts from its folder
What it does
Social Media Analyzer is an agent skill from alirezarezvani/claude-code-skill-factory. Analyzes social media campaign performance across platforms with engagement metrics, ROI calculations, and audience insights for data-driven marketing decisions
Its SKILL.md is about 770 tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files (for example `HOW_TO_USE.md`, `analyze_performance.py` and `calculate_metrics.py`).
It sits in Product & Project Management, covering Product metrics. The repository describes itself as: Claude Code Skill Factory — A powerful open-source toolkit for building and deploying production-ready Claude Skills, Code Agents, custom Slash Commands, and LLM Prompts at… The licence is MIT.
When your agent uses it
- Tasks that involve Product metrics
Example prompts
- “Use the social-media-analyzer skill to analyz social media campaign performance across platforms with engagement metrics, ROI calculations, and…”
- “/social-media-analyzer”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Ensure data completeness before analysis (missing metrics affect accuracy)
- Compare metrics within same time periods for fair comparisons
- Consider platform-specific benchmarks (Instagram engagement differs from LinkedIn)
- Account for organic vs. paid metrics separately
- Track metrics over time to identify trends
- Include context (seasonality, campaigns, events) when interpreting results
What it can do on your machine
Read from SKILL.md and the folder at commit ba18b31. 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
Ships script files (Python), which the agent can run.
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
Social Media Analyzer loads about 772 tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 346 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 alirezarezvani/claude-code-skill-factory at commit ba18b31, republished under its MIT licence (© alirezarezvani). 346 words, ~772 tokens.
Download SKILL.mdSave it as
.claude/skills/social-media-analyzer/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.- name
- social-media-analyzer
- description
- Analyzes social media campaign performance across platforms with engagement metrics, ROI calculations, and audience insights for data-driven marketing decisions
Social Media Campaign Analyzer
This skill provides comprehensive analysis of social media campaign performance, helping marketing agencies deliver actionable insights to clients.
Capabilities
- Multi-Platform Analysis: Track performance across Facebook, Instagram, Twitter, LinkedIn, TikTok
- Engagement Metrics: Calculate engagement rate, reach, impressions, click-through rate
- ROI Analysis: Measure cost per engagement, cost per click, return on ad spend
- Audience Insights: Analyze demographics, peak engagement times, content performance
- Trend Detection: Identify high-performing content types and posting patterns
- Competitive Benchmarking: Compare performance against industry standards
Input Requirements
Campaign data including:
- Platform metrics: Likes, comments, shares, saves, clicks
- Reach data: Impressions, unique reach, follower growth
- Cost data: Ad spend, campaign budget (for ROI calculations)
- Content details: Post type (image, video, carousel), posting time, hashtags
- Time period: Date range for analysis
Formats accepted:
- JSON with structured campaign data
- CSV exports from social media platforms
- Text descriptions of key metrics
Output Formats
Results include:
- Performance dashboard: Key metrics with trends
- Engagement analysis: Best and worst performing posts
- ROI breakdown: Cost efficiency metrics
- Audience insights: Demographics and behavior patterns
- Recommendations: Data-driven suggestions for optimization
- Visual reports: Charts and graphs (Excel/PDF format)
How to Use
"Analyze this Facebook campaign data and calculate engagement metrics" "What's the ROI on this Instagram ad campaign with $500 spend and 2,000 clicks?" "Compare performance across all social platforms for the last month"
Scripts
calculate_metrics.py: Core calculation engine for all social media metricsanalyze_performance.py: Performance analysis and recommendation generation
Best Practices
- Ensure data completeness before analysis (missing metrics affect accuracy)
- Compare metrics within same time periods for fair comparisons
- Consider platform-specific benchmarks (Instagram engagement differs from LinkedIn)
- Account for organic vs. paid metrics separately
- Track metrics over time to identify trends
- Include context (seasonality, campaigns, events) when interpreting results
Limitations
- Requires accurate data from social media platforms
- Industry benchmarks are general guidelines and vary by niche
- Historical data doesn't guarantee future performance
- Organic reach calculations may vary by platform algorithm changes
- Cannot access data directly from platforms (requires manual export or API integration)
- Some platforms limit data availability (e.g., TikTok analytics for business accounts only)
© alirezarezvani, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 5 other files in generated-skills/social-media-analyzer of alirezarezvani/claude-code-skill-factory.
- SKILL.md
- HOW_TO_USE.md
- analyze_performance.py
- calculate_metrics.py
- expected_output.json
- sample_input.json
Open the folder on GitHubat commit ba18b31
Used in 2 other repositories
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in alirezarezvani/claude-code-skill-factory, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Social Media Analyzer 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 |
|---|---|---|---|---|---|---|
| Social Media Analyzer this skillalirezarezvani/claude-code-skill-factory | 882 | 2 repos | ~772 | Automated safety check: Pass | MIT | |
| Swarmaglitch-rabin/swarma | 173 | — | ~4.4k | Automated safety check: Notes | MIT | |
| Prdjuanandresgs/claude-ctrl | 193 | — | ~2.9k | Automated safety check: Pass | None | |
| AI Product Strategy InterviewerPrepLabsAI/InterviewMentor | 112 | — | ~4.5k | Automated safety check: Pass | MIT | |
| Investigate MetricPostHog/posthog | 40k | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Weekly Creative Reportreal-simple-labs/parker-brain | 102 | — | ~4.7k | Automated safety check: Pass | Custom licence |
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Categories
Questions about Social Media Analyzer
What does Social Media Analyzer do?
Analyzes social media campaign performance across platforms with engagement metrics, ROI calculations, and audience insights for data-driven marketing decisions. Social Media Analyzer is an agent skill from alirezarezvani/claude-code-skill-factory.
When should I use Social Media Analyzer?
Social Media Analyzer fits situations like: tasks that involve Product metrics.
How do I install Social Media Analyzer in Claude Code?
Run `npx skills add alirezarezvani/claude-code-skill-factory --skill social-media-analyzer -a claude-code`. Or copy the skill folder (generated-skills/social-media-analyzer in alirezarezvani/claude-code-skill-factory) into .claude/skills/social-media-analyzer in your project. Claude Code loads it when a task matches its description.
How do I install Social Media Analyzer in Codex?
Run `npx skills add alirezarezvani/claude-code-skill-factory --skill social-media-analyzer -a codex`. Or copy the skill folder (generated-skills/social-media-analyzer in alirezarezvani/claude-code-skill-factory) into .agents/skills/social-media-analyzer in your project. Codex loads it when a task matches its description.
Can I use Social Media Analyzer 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 alirezarezvani/claude-code-skill-factory --skill social-media-analyzer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/social-media-analyzer, .gemini/skills/social-media-analyzer, .github/skills/social-media-analyzer and .opencode/skills/social-media-analyzer in your project.
What does Social Media Analyzer need to run?
Going by SKILL.md and its folder, Social Media Analyzer needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Social Media Analyzer 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 Social Media Analyzer 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 Social Media Analyzer use?
Social Media Analyzer 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 Social Media Analyzer use?
About 772 tokens (SKILL.md is roughly 3.1k 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 Social Media Analyzer?
Skills that share tags, products or a category with Social Media Analyzer: Swarma (glitch-rabin/swarma, 173 stars), Prd (juanandresgs/claude-ctrl, 193 stars), AI Product Strategy Interviewer (PrepLabsAI/InterviewMentor, 112 stars) and Investigate Metric (PostHog/posthog, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Social Media Analyzer?
alirezarezvani (a GitHub user) maintains it in alirezarezvani/claude-code-skill-factory, which has 882 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on November 12, 2025.
Source: alirezarezvani/claude-code-skill-factory on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.