ingest-performance SKILL.md skillA

ingest-performance from indranilbanerjee/socialforge is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add indranilbanerjee/socialforge/ingest-performance@git:20261011.865ad0a

Pins git:20261011.865ad0a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
indranilbanerjee/socialforge
Path
skills/ingest-performance/SKILL.md
Versions recorded
7
Latest version
git:20261011.865ad0a, committed Oct 11, 2026
First version recorded
Aug 12, 2026
Size
4,529 bytes
Repository stars
42
License
MIT

Turn a platform analytics export into per-post performance records and ranked winners. "which of last month's posts worked".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# /socialforge:ingest-performance — real numbers into the wins rung

> **Script location.** If your host does not set `${CLAUDE_PLUGIN_ROOT}`, the scripts are in this plugin's `scripts/` folder, next to `skills/`. Run them with Python 3.10 or newer: `python`, or `python3` where `python` is not found (macOS, many Linux systems).

`/socialforge:ideate-month` compounds "what worked last month." Before this
skill, that meant whatever someone remembered in the planning call — and
memory favors the post that felt good, not the one that performed. This skill
turns the platform's own export into the record ideation reads.

## Step 1 — Get the export

Ask the user for the analytics export covering the month. Any CSV works if it
has a column identifying the post (`post_id`, `post`, `id`) that matches the
calendar's post ids, plus whichever metrics the platform provides
(impressions/views, likes/reactions, comments, shares/reposts, saves, clicks,
follows — header aliases are normalized automatically). If the export keys
posts by URL or caption instead of the calendar id, help the user add a
`post_id` column first — matching is by calendar id, deliberately: wins must
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add indranilbanerjee/socialforge/ingest-performance@sha256:1f55b8a452deef02

The line at the top of this page pins the label git:20261011.865ad0a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_vpfzxekqhlyehojg.svg)](https://markdownregistry.com/a/art_vpfzxekqhlyehojg)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 7 versions of this file, between Aug 12, 2026 and Oct 11, 2026, about one every 10 days.

versioncommittedcommitsizeaudit
git:20261011.865ad0a latest2026-10-11 865ad0a 4,529 BA view · diff
git:20261011.82a544a2026-10-11 82a544a 4,525 BA view · diff
git:20261009.91b18062026-10-09 91b1806 4,409 BA view · diff
git:20261009.a160e9d2026-10-09 a160e9d 4,394 BA view · diff
git:20261009.4d8885f2026-10-09 4d8885f 4,248 BA view · diff
git:20261004.63eb2682026-10-04 63eb268 4,845 BA view · diff
git:20260812.9f63a742026-08-12 9f63a74 3,851 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4529 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

indranilbanerjee/socialforge · 42 stars · license MIT · pushed 2026-10-11 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vpfzxekqhlyehojg
GET https://markdownregistry.com/api/v1/resolve?ref=indranilbanerjee/socialforge/ingest-performance
GET https://markdownregistry.com/api/v1/blob/1f55b8a452deef022fe5c6d1fd7d06301cc4ddf377ec131006cb79cb17bb32f7

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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create-previews SKILL.md skill
indranilbanerjee/socialforge · skills/create-previews/SKILL.md · Create a preview card per platform: post copy, image and badge, to check copy and crop. "show how this will look"
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finalize-month SKILL.md skill
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full-pipeline SKILL.md skill
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git:20261011.82a544a · audit A · 42 stars
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ideate-month SKILL.md skill
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git:20261011.865ad0a · audit A · 42 stars

Every file in indranilbanerjee/socialforge

Other files named ingest-performance

ingest-performance SKILL.md skill
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git:20261011.8ca557b · audit A · 6 stars

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