Facebook MCP Integration

Weldable's Facebook MCP integration connects your AI agents to the Facebook Graph API for managing pages, publishing content, moderating comments, and pulling performance insights. Facebook remains the largest social platform by monthly active users, and automating page management through your agent frees up hours spent on repetitive publishing and moderation tasks. Your agent works in plain English and handles the API complexity behind the scenes.

Use cases

Page content publishing and scheduling

Your agent reads a content calendar from Google Sheets, formats each entry for Facebook, and publishes posts to your page at the right time. It handles text posts, link shares, and photo uploads. After publishing, it logs the post ID and URL back to the sheet so your team can track what went live. For multi-platform campaigns, the same content can be adapted and posted to LinkedIn and Twitter in the same workflow.

Comment moderation and sentiment filtering

High-traffic pages generate hundreds of comments daily. Your agent pulls recent comments from your posts, analyzes sentiment, and hides or deletes comments that violate your community guidelines. It flags ambiguous cases for human review by posting them to a Slack channel with context. This keeps your page clean without someone manually scanning every comment thread.

Performance reporting

Your agent calls the page insights endpoint to pull reach, engagement, and follower growth data for any time period. It formats the numbers into a summary and posts it to Slack or writes it into a Google Sheet for trend analysis. Run this weekly or monthly to maintain a performance dashboard without logging into Facebook Business Suite.

Customer inquiry routing

When people message your page or comment with questions, your agent categorizes each inquiry by topic and urgency. Product questions go to one Slack channel, billing issues to another, and complaints get escalated with priority flags. Your agent can draft initial responses for common questions, leaving the team to handle only the cases that need a personal touch.

Event promotion and management

Your agent creates Facebook events from a Google Sheet containing event details, posts reminders as the date approaches, and tracks RSVP counts. After the event, it pulls attendee engagement data and compiles a post-event report. Pair with Gmail to send follow-up emails to attendees with resources or next steps.

How it works

Connect your Facebook page through OAuth. Weldable requests permissions for page management, content publishing, comment moderation, and insights access. Your personal profile stays separate from page operations. Tokens refresh automatically so your agent maintains access without manual re-authentication.

Describe what you need in natural language. Say "post our product launch announcement to our Facebook page" or "show me page engagement stats for the last 30 days" and Weldable routes your intent to the correct Graph API call. Your agent formats content according to Facebook's requirements and returns structured results you can act on.

Tips

Facebook pages and personal profiles use different API surfaces. Weldable connects to the Pages API, which covers business page management. Personal profile posting is restricted by Facebook's API policies and is not supported.

Use page access tokens, not user tokens, for page operations. Weldable handles this automatically during the OAuth flow, but it is worth knowing that page-level actions require page-scoped permissions. If an action fails, check that your Facebook account has admin rights on the target page.

Comment moderation works best with clear rules. Define your moderation criteria in advance. Your agent can filter by keywords, sentiment scores, or specific phrases. Hiding a comment is reversible; deleting is not. Start with hiding and review the results before switching to automatic deletion.

Insights data has a 48-hour delay. Facebook's insights API does not return real-time data. When your agent pulls performance metrics, the most recent complete data point is typically two days old. Plan your reporting cadence accordingly.

Link posts get less organic reach than native content. If your agent is sharing blog links, consider having it pull the key points and post them as native text with a link in the first comment. This pattern tends to perform better in Facebook's algorithm.