An AI content studio for Instagram that enables creators to analyze performance, track competitors, generate Reels, and manage a publishing queue via chat.
Also known as pandich93/creatorloop
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- 0
- Tools
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- Downloads, 30 days
- —
- Latest version
- 0.3.0
- Last commit
- Oct 18, 2026
- License
- MIT
What is creatorloop MCP?
creatorloop is an AI content studio for Instagram that enables creators to analyze performance, track competitors, generate Reels, and manage a publishing queue via chat.
Summary generated from the project's README
About creatorloop MCP server
Instagram creators can manage their entire content lifecycle through a chat interface with Claude. This studio uses the official Instagram API to analyze performance metrics like Reels watch time, follower growth, and engagement rates. It allows users to move beyond guesswork by providing data-driven insights into which hooks, captions, and posting times actually drive results.
Users can legally monitor competitor accounts, track their follower history, and receive alerts when specific posts perform significantly better than their median. The system also handles content creation and scheduling. It includes a Remotion Reel template with automatic checks for safe zones and original music. To ensure safety, every public action like publishing media or replying to comments requires explicit user approval through a two-step process.
Setup requires a Meta app, an Instagram Business or Creator account linked to a Facebook Page, and the uv tool for local installation. The server runs locally on your machine via Python or Docker, keeping sensitive credentials like your App Secret and access tokens secure on your local system rather than in the chat history.
What you can do with it
- 1Analyze content performanceAsk for a report on your last 60 days of content to see if Reels or carousels perform better.
- 2Monitor competitor growthTrack professional accounts to identify which of their posts are going viral.
- 3Schedule posts via chatAdd a prepared post from a local folder to your publishing queue for a future time slot.
- 4Manage community engagementIdentify unread comments and draft replies for your approval.
Written from the project's README. Every use case is checked against a quote from it.
How to install creatorloop MCP
Formats verified 10 Nov 2026Install creatorloop MCP in Claude Code
$ claude mcp add --env IG_ACCESS_TOKEN=<YOUR_IG_ACCESS_TOKEN> creatorloop -- uvx creatorloopInstall creatorloop MCP in Cursor
~/.cursor/mcp.json
{
"mcpServers": {
"creatorloop": {
"command": "uvx",
"args": [
"creatorloop"
],
"env": {
"IG_ACCESS_TOKEN": "<YOUR_IG_ACCESS_TOKEN>"
}
}
}
}Install creatorloop MCP in VS Code
.vscode/mcp.json
{
"servers": {
"creatorloop": {
"type": "stdio",
"command": "uvx",
"args": [
"creatorloop"
],
"env": {
"IG_ACCESS_TOKEN": "<YOUR_IG_ACCESS_TOKEN>"
}
}
}
}Install creatorloop MCP in Claude Desktop
claude_desktop_config.json
{
"mcpServers": {
"creatorloop": {
"command": "uvx",
"args": [
"creatorloop"
],
"env": {
"IG_ACCESS_TOKEN": "<YOUR_IG_ACCESS_TOKEN>"
}
}
}
}Install creatorloop MCP in Codex
~/.codex/config.toml
[mcp_servers.creatorloop] command = "uvx" args = ["creatorloop"] [mcp_servers.creatorloop.env] IG_ACCESS_TOKEN = "<YOUR_IG_ACCESS_TOKEN>"
Install creatorloop MCP in Gemini CLI
~/.gemini/settings.json
{
"mcpServers": {
"creatorloop": {
"command": "uvx",
"args": [
"creatorloop"
],
"env": {
"IG_ACCESS_TOKEN": "<YOUR_IG_ACCESS_TOKEN>"
}
}
}
}Configuration
IG_ACCESS_TOKENSecretInstagram Graph API token (long-lived or System User). Can also live in the creatorloop .env file.
IG_USER_IDInstagram professional account ID (not the username).
| Name | Description | |
|---|---|---|
| IG_ACCESS_TOKEN | Instagram Graph API token (long-lived or System User). Can also live in the creatorloop .env file. | Secret |
| IG_USER_ID | Instagram professional account ID (not the username). |
Automated checks
Ran Nov 14, 2026Full report →Passed our automated checks. That is not a security audit: read the code and give the server the narrowest access it needs. How checks work
- Source repository linked and reachablepandich93/creatorloop is public and reachablegithub.com/pandich93/creatorloop ↗Pass
- Package names this repository as its sourcecreatorloop names pandich93/creatorloop as sourcepypi.org/project/creatorloop/ ↗Pass
- Build provenance (Sigstore attestation)Sigstore attestation for creatorlooppypi.org/project/creatorloop/ ↗Pass
- Open source license (OSI)MITspdx.org/licenses/MIT.html ↗Pass
- Commit or release in the last yearLast commit or release 2026-10-18github.com/pandich93/creatorloop ↗Pass
- OpenSSF ScorecardNot checked
- Package name not close to a popular packageNo popular package one edit away from creatorloopPass
- No critical advisory in the package or its dependencies35 resolved dependencies checked; no critical advisoryosv.dev ↗Pass
- No hidden instructions to the model0 tool descriptions and the README read; no override phrases, credential paths or hidden charactersPass
- Destructive tools are labelledNot checked
- Remote endpoint answers the MCP handshakeNot checked
README
View on GitHubcreatorloop
Open-source AI content studio for Instagram creators, built on Claude and the official Instagram API.
Analyse what works → make Reels and carousels → publish or queue them → review how they did. All from a chat with Claude.

Why
There are plenty of "Instagram API for Claude" servers. creatorloop is built for the creator's loop instead:
- Learn from data, not vibes. Best and worst posts with their hooks, format comparison, follows per 1,000 reach, Reels watch time, best day and hour — and which captions (language, question hook, CTA, length) actually work.
- Spy on competitors legally. Track professional accounts, keep their follower history, and get alerted to the posts that did N× better than their median. Analyse any public post by URL, slides included.
- Make the content. A Remotion Reel template with automatic checks (first-second rule, safe zones, "not a copy of the carousel"), original music and licensed 3D objects.
- Publish safely. Two-step publishing with a preview, a queue with fingerprints (a changed file blocks the post), 24 h / 72 h post reviews and comment replies — every public action needs your explicit OK.
- Official API only. No scraping, no browser automation, no risk to your account.
Quick start
You need uv, Claude Desktop, an Instagram Business or Creator account linked to a Facebook Page, and your own Meta app (5-minute guide).
uvx --from creatorloop creatorloop-setup
It connects Claude Desktop and opens a setup page in your browser: enter your app's App ID and App Secret, press Continue with Facebook, done. Then ask Claude: "How did my last 10 posts do, and what should I post next?"
Already in Claude? Ask "connect my Instagram": Claude opens the same page (open_setup). Your App Secret and
token are typed only into that local page, never into the chat.
| System | Command |
|---|---|
| Windows | powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex" |
| macOS | brew install uv or curl -LsSf https://astral.sh/uv/install.sh | sh |
| Linux | curl -LsSf https://astral.sh/uv/install.sh | sh |
creatorloop runs on Python 3.12 or newer; uv downloads one by itself if you don't have it.
creatorloop-setup finds the Claude Desktop config on Windows (including the Microsoft Store build), macOS and Linux,
keeps your other servers, makes a backup and creates your settings file. Claude Desktop rewrites its config while it
runs, so on macOS the command quits and reopens it for you; on Windows and Linux it asks you to quit it first.
One-click install (Claude Desktop)
Prefer not to open a terminal? Download the .mcpb file from the
latest release and double-click it (or drag it into
Claude Desktop → Settings → Extensions). Claude Desktop sets up Python and the dependencies itself, so the first start
takes a minute. Leave the two optional fields empty and ask Claude "connect my Instagram": the same setup page opens.
Fill them in only if you already have a token and account ID — values entered there win over the setup page. If
Claude Desktop says it can't find uv, install it (see Installing uv above) and restart Claude Desktop.
Build the image straight from GitHub and keep your settings in a folder on your computer:
docker build -t creatorloop https://github.com/pandich93/creatorloop.git
mkdir "$HOME/creatorloop"
If you use the post queue, first create .env in that folder with IG_TIMEZONE=Europe/Berlin (your zone): the container
runs in UTC.
Connect your account (the setup page runs in the container; open the printed link in your browser). Keep all three
8765 the same; to use another port change all three:
docker run --rm -it -p 127.0.0.1:8765:8765 -v "$HOME/creatorloop:/data" --entrypoint creatorloop-auth creatorloop \
login --no-browser --port 8765 --bind 0.0.0.0
creatorloop-setup doesn't run inside Docker, so add the server to claude_desktop_config.json yourself, with the
full path to the folder:
{
"mcpServers": {
"creatorloop": {
"command": "docker",
"args": ["run", "-i", "--rm", "-v", "/Users/you/creatorloop:/data", "creatorloop"]
}
}
}
Post folders for prepare_post and queue_post go into creatorloop/content/. The image includes cloudflared for
publishing carousels.
The open_setup tool does not work inside Docker; use the command above to reconnect.
What you can ask
- "Make a report on my content for the last 60 days. Reels or carousels — what works better, and when should I post?"
- "Compare me with @competitor1 and @competitor2. Who has the higher engagement and why?"
- "Analyse this post https://www.instagram.com/p/… and write my own version of it."
- "Track @competitor and tell me every week which of their posts took off."
- "Check the hashtags #ai, #productivity and #startup. Check the quota first."
- "Queue the post from folder
my-first-reelfor the next free slot." → preview → "yes" → it goes out on time. - "Which new comments haven't I answered? Draft replies." → you approve each reply.
Ready-made prompts in Claude Desktop's + menu: Weekly Instagram report, Competitor brief, Data-driven content ideas.
Tools
| Area | Tools |
|---|---|
| Your account | get_my_profile, get_my_media, get_media_insights, get_account_insights, get_audience_demographics |
| Content analysis | get_my_content_report, get_caption_insights, get_post_history, post_reviews |
| Competitors | get_competitor, compare_accounts, get_follower_history, track_competitor, untrack_competitor, list_tracked_competitors, update_tracked_competitors, find_viral_posts, get_competitor_post |
| Hashtags | search_hashtag, compare_hashtags, plan_hashtag_research |
| Publishing | prepare_post, get_post_job, publish_media, list_publications |
| Queue | queue_post, list_queue, cancel_queued |
| Comments | get_new_comments, reply_comment |
| Service | get_api_status, open_setup, clear_cache, restart_server |
34 tools in total. Tools that change something on Instagram are annotated as such for Claude, and their descriptions
tell it to act only after you approve: publish_media and reply_comment after you OK the preview or the exact
text, queue_post only with confirm=true after you saw the preview.
Publishing
Put the files into a folder inside your content folder (<creatorloop home>/content/<name>/):
my-carousel/ my-reel/
slide_01.png … slide_10.png reel.mp4 # H.264/HEVC, 23–60 fps, ≤1920 px wide, 3 s–15 min, ≤300 MB
caption.txt caption.txt
reel.json # optional: {"cover_ms": 1667, "share_to_feed": true, "trial": "SS_PERFORMANCE"}
- Slides: 1–10 PNG/JPG (API limit), aspect ratio 4:5 to 1.91:1, ordered by file name. Everything below a
---line incaption.txtis notes and is not published. - Then: "prepare the post from folder
my-carousel" → preview → "publish". Or queue it for a slot. - Carousels: Instagram downloads images from a public URL, so creatorloop opens a temporary
Cloudflare Quick Tunnel
for that minute. Install
cloudflaredonce:winget install --id Cloudflare.cloudflared -e(Windows),brew install cloudflared(macOS) or a package from pkg.cloudflare.com (Linux). - Reels upload directly to Meta (no tunnel). The MP4 header is checked before upload (duration, size, width,
moovfirst) with the exactffmpegfix if something is off. - Queue slots default to Tue/Thu/Sun 19:00 in your timezone — an example, change
QUEUE_SLOTSin the settings file. A queued post is blocked if its files or caption change after you approved it, and is marked missed if your computer was asleep for more than 3 hours past the slot. - Meta's limit is 100 posts per rolling 24 hours;
list_publicationsshows what is left. Publishing is never retried automatically, so there are no duplicates.
Making the content itself: see examples/ and the content pipeline —
a sample carousel, a sample Reel storyboard and the Remotion Reel template.
What the Instagram API allows (and doesn't)
| Possible | Not possible | |
|---|---|---|
| Your account | Reach, views, likes, comments, saves, shares, profile visits, follows per post, Reels average watch time, audience demographics, account totals | Data older than 2 years; insights per carousel slide; Stories after 24 h |
| Competitors (Business Discovery) | Public data of Business/Creator accounts: followers, posts, bio, likes, comments, Reels views per post | Personal or private accounts; their reach, saves, shares, demographics; Stories |
| Hashtags | Top posts and posts from the last 24 h | More than 30 unique hashtags per rolling 7 days; post authors; keyword, audio or trend search |
| Follower growth | creatorloop saves a daily snapshot for you and every competitor you look at | History before the first snapshot |
Engagement rate for your posts = Σ(likes + comments + saves + shares) / Σreach × 100 (weighted, so tiny posts don't skew it). Posts younger than 72 h are reported separately as "still growing". Competitors' ER is per follower — the API does not expose their reach.
Settings
creatorloop-setup creates .env in your creatorloop home folder:
| System | Home folder |
|---|---|
| Windows | %APPDATA%\creatorloop |
| macOS | ~/Library/Application Support/creatorloop |
| Linux | ~/.local/share/creatorloop (or $XDG_DATA_HOME/creatorloop) |
Set CREATORLOOP_HOME to use another folder. The home folder holds .env, the creatorloop.db database and the
content/ folder.
| Variable | Required | Meaning |
|---|---|---|
IG_ACCESS_TOKEN |
yes | Long-lived (60 days) or System User (never expires) token — see Meta setup |
IG_USER_ID |
yes | Your Instagram professional account ID (1784…), not the username |
GRAPH_API_VERSION |
no | Default v26.0 |
META_APP_ID, META_APP_SECRET |
no | Filled by the setup page; also used to check the token expiry |
IG_TIMEZONE |
no | IANA name, e.g. Europe/Berlin. Default: your computer's timezone |
QUEUE_SLOTS |
no | e.g. Mon,Wed,Fri 20:00 |
IG_DB_PATH, CACHE_TTL_*_MIN |
no | Database location, cache lifetime in minutes |
The token expiry shows up in get_api_status, and every tool answer carries a token_warning 14 days before expiry.
FAQ
Data & privacy
- Your token, settings, database and content stay on your computer in the creatorloop home folder.
- creatorloop talks to Meta only: the Instagram Graph API (
graph.facebook.com,rupload.facebook.comfor video uploads) and Instagram's media servers when it downloads the slides of a post you asked it to analyse. - To publish carousels (and Reels, if the direct upload is refused) it opens a temporary Cloudflare Quick Tunnel to your local files for the minute Meta needs to fetch them, then closes it and deletes the temporary copies.
- No analytics, telemetry or third-party services.
Development
git clone https://github.com/pandich93/creatorloop && cd creatorloop
uv sync
uv run pytest # offline: mocked Graph API and captured response shapes
uv run creatorloop-setup # points Claude Desktop at this checkout instead of the PyPI package
See CONTRIBUTING.md. Security issues: SECURITY.md.
Disclaimer
creatorloop is an independent open-source project. Not affiliated with, endorsed or sponsored by Meta or Instagram. "Instagram" is a trademark of Meta Platforms, Inc. You are responsible for complying with the Meta Platform Terms and Instagram's policies when you use it.
License
MIT. The Reel template in examples/reel-template uses Remotion, which has
its own licence; bundled assets and fonts are listed in
examples/reel-template/public/assets/LICENSES.md.
creatorloop MCP questions
How do I add creatorloop MCP to Claude Code?
Run claude mcp add --env IG_ACCESS_TOKEN=<YOUR_IG_ACCESS_TOKEN> creatorloop -- uvx creatorloop in your terminal. Add --scope user to make it available in every project.
How do I add creatorloop MCP to Cursor?
Open ~/.cursor/mcp.json and add the server under mcpServers, using the Cursor config shown in the install section above.
Does this server use scraping or browser automation?
No, it uses the official Instagram API only, which avoids the risk of account bans.
Can I track my competitors' performance?
Yes, you can track professional accounts, monitor their follower history, and get alerts for high-performing posts.
How does the publishing process work?
The server uses a two-step publishing process with previews and a queue system to ensure you approve every action.
What kind of Instagram data can I access?
You can access reach, views, likes, comments, saves, shares, profile visits, and audience demographics.