Models
Meta
Meta Internal Coding Bench

MetaX · Jul 9, 2026 · official

Meta Internal Coding Bench

Meta's bar chart drew 23.4K views on X: 0.6x its median post and #686 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

Meta Internal Coding Bench Scores

XData Bar chart Muse Spark All Meta modelsOpus 4.8 (max)Muse Spark 1.1GPT 5.5 (xhigh)Gemini 3.1 Pro (high)

Meta: Meta Internal Coding Bench — Published by Meta on X, Jul 9, 2026. Source: x.com

43/ 100

ViralChart score

Small but loved

Fewer views than the median post but a higher engagement rate: a smaller crowd that acted on it.

#718 of 1,162 AI chart posts we hold · #20 of 31 Meta posts. Score = views 40%, likes 30%, engagement rate 15%, save rate 15%, each as a percentile of every AI chart post we hold.

Our read

Small but loved quadrant, score rank #718 of 1,162 AI chart posts.

Views per follower sit at 0.027, 0.13x the median of 0.20, placing this post in the 17th percentile.

Launch-day rank was #2 of 4 posts from Meta that day, with views level at 23.4K.

Views of 23.4K are 0.64x Meta's median of 36.4K, ranking #18 of 31 Meta posts.

0.03views per follower

23.4K views from an account with 865.4K followers.

4posts from Meta that day

Part of a run of 4 posts on Jul 9, 2026. This one was #2 of 4 by views that day.

0.6xMeta's median post

23.4K views, where Meta's typical post gets 36.4K.

bottom 38%save rate

0.060% of viewers bookmarked it to come back to. The median post gets 0.076%.

Public X numbers from our read on Oct 12, 2026. Peers: 1,162 AI chart posts we hold and 31 from Meta.

Where it sits

Reach against resonance

Each dot is a post. Right is more views, up is a higher engagement rate. The lines are the medians, so the four corners are the four kinds of post.

Among 1,162 AI chart posts we hold

Score #718 of 1,162

Views	23.4K	#686	bottom 41%
Likes	166	#687	bottom 41%
Engagement rate	0.81%	#487	top 42%
Save rate	0.060%	#722	bottom 38%

Among 31 Meta posts

Score #20 of 31

Views	23.4K	#18	bottom 44%
Likes	166	#17	bottom 47%
Engagement rate	0.81%	#16	top 50%
Save rate	0.060%	#22	bottom 31%

Growth

One read so far

Views23.4K

Age at our read95 days

Views per day of life245views divided by days since it was posted

Dots are our reads. The dotted line from the day it was posted to our first read is a gap, not data.

Meta's posts over time

Every post from this account we hold, by date and views. This one is marked; the line is the running median of the last 10.

News · Jul 9, 2026

Meta's Internal Coding Bench chart scores low reach

A bar chart from Meta on July 9, 2026, showing Internal Coding Bench scores.

What happened

Meta posted a bar chart on July 9, 2026, showing Internal Coding Bench scores for 5 models. It was one of 4 posts that day, with 3 others.

The numbers

Views: 23.4K, likes: 166, engagement rate: 0.81%, save rate: 0.060%, views per day: 245. Score: 43, rank #718 of 1,162.

The lesson

Readers saved this bar chart at 0.060%, a rate below the median for all AI chart posts. A clean table is what people keep to cite.

What it means

This post ranks #20 of 31 Meta posts, below the account's median views of 36.4K. It shows a gap to the all-AI median of 39.9K.

Written by ViralChart from public numbers read on Oct 12, 2026. Every number is checked against our data before it is shown.

Updates: what Meta posted next

Data and API

5 points read off this chart

Estimated from the image 97%

Group	Value	Read
Opus 4.8 (max)	69	printed
Muse Spark 1.1	68.3	printed
GPT 5.5 (xhigh)	67.1	printed
Gemini 3.1 Pro (high)	59.2	printed
Muse Spark	58.8	printed

Max plan · API

GET https://viral-chart.com/api/posts/e4073c481093.json
GET https://viral-chart.com/api/charts/e4073c481093.json
GET https://viral-chart.com/api/charts/e4073c481093.skill.md

Make one like this Open the post JSON Chart data JSON Skill file API docs

Static files in this prototype. The post JSON holds the public numbers, ranks, score, quadrant, our reads and, when checked, our copy.

API · Max

Use this chart via API

On the Max plan you can pull this chart's numbers with the provenance of each one, as JSON or CSV, with its redraw spec, or call it from an agent over MCP. Chart id e4073c481093.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/e4073c481093`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/e4073c481093/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/e4073c481093/render?view=1`	The draw-only view this page uses	Open
POST	`/mcp`	Tool get_chart_data with this id, for Claude, Cursor and other agents	Max

curlMax

curl -s https://viral-chart.com/api/v1/charts/e4073c481093/data \
  -H "Authorization: Bearer $VIRALCHART_KEY"

Claude CodeMax

claude mcp add --transport http viralchart https://viral-chart.com/mcp \
  --header "Authorization: Bearer $VIRALCHART_KEY"

60 requests a minute per key; over that you get 429 with Retry-After. Up to 5 keys per account, made on your account page and shown once. Without Max, the data route answers 402 with a link to the plans. The numbers describe a chart its publisher owns, and every file carries a license note.