feedback-synthesizer SKILL.md skillA
feedback-synthesizer from ommakes/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ommakes/skills/feedback-synthesizer@v1.3.3Pins v1.3.3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ommakes/skills
- Path
ux-research/feedback-synthesizer/SKILL.md- Versions recorded
- 5
- Latest version
- v1.3.3, committed Sep 24, 2026
- First version recorded
- Sep 12, 2026
- Size
- 18,014 bytes
- Repository stars
- 21
- License
- MIT
Turns raw survey results (scores + open-text comments) or any pile of qualitative feedback (reviews, support tickets, open-ended comments) into a scored, statistically-tested, thematically-coded synthesis with severity-ranked findings. Trigger when someone pastes raw survey data, a CSV of responses, or a pile of qualitative feedback and wants it turned into findings. Entry point 2 of the research loop (see research-loop); also runs standalone without a survey-architect-built survey.
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
# Feedback Synthesizer Takes raw numbers and raw comments and produces one connected picture, not two separate reports that happen to sit in the same doc. Most teams either report a score or summarize comments. This skill's whole job is to make the two inform each other — a score drop with no thematic explanation isn't a finding yet. ----- ## Step 0: What are you looking at? Identify the input type before doing anything: - **From survey-architect** (a `/research/<study-name>/01-survey-spec.json` exists) → read it for instrument, scoring formula, and expected n. Use it, don't re-derive. - **Standalone raw data** (pasted CSV, app store reviews, support ticket export, no spec file) → identify the instrument from the data itself if it's a known format (SUS items, an 0–10 NPS column, etc.), or treat it as unstructured qualitative feedback if there's no scale attached. Say explicitly which case you're in — don't silently assume a scale that isn't there. ----- ## Step 1: Quantitative scoring **Run `scripts/scoring.py` — do not compute these by hand.** Every instrument formula, the confidence interval, and the significance tests …
Read the whole file at its exact version.
How to install
mdr add ommakes/skills/feedback-synthesizer@sha256:345915dd2aade36eThe line at the top of this page pins the label v1.3.3, 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.
[](https://markdownregistry.com/a/art_ovakunvswlz3jmpb)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Sep 12, 2026 and Sep 24, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.3.3 latest | 2026-09-24 | 3ad0aaa | 18,014 B | A | view · diff |
| v1.3.2 | 2026-09-12 | 9365807 | 18,841 B | A | view · diff |
| v1.3.1 | 2026-09-12 | 382259c | 18,841 B | A | view · diff |
| v1.3.0 | 2026-09-12 | bf7dc52 | 18,841 B | A | view · diff |
| v1.2.0 | 2026-09-12 | d2959ba | 11,548 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (18014 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
ommakes/skills · 21 stars · license MIT · pushed 2026-10-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ovakunvswlz3jmpb GET https://markdownregistry.com/api/v1/resolve?ref=ommakes/skills/feedback-synthesizer GET https://markdownregistry.com/api/v1/blob/345915dd2aade36ec4d3608ddd0745d6bda7ea265edcb3b2d6e6811c3ba9602f
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.