rudder-profiles-understand SKILL.md skillA
rudder-profiles-understand from rudderlabs/rudder-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add rudderlabs/rudder-agent-skills/rudder-profiles-understand@git:20260622.dea2d03Pins git:20260622.dea2d03 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- rudderlabs/rudder-agent-skills
- Path
plugins/rudder-profiles/skills/rudder-profiles-understand/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260622.dea2d03, committed Jun 22, 2026
- Size
- 5,505 bytes
- Repository stars
- 19
- License
- MIT
Explains an existing RudderStack Profiles project by reading YAML, model structure, and output metadata. Use when explaining a Profiles project, summarizing features, reviewing project structure, understanding run output, or for a project health check.
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
# RudderStack Profiles Project Understanding Read an existing Profiles project and summarize what it builds, how it resolves identities, and what the latest run produced. ## Workflow 1. **Read project files:** - `pb_project.yaml` — entities, id_types, connection, schema_version, and any `feature_views` (`using_ids` re-keys output for activation) - `models/inputs.yaml` — input tables, event streams, ID mappings - `models/profiles.yaml` — entity_vars, id_stitcher config, any `entity_cohort` models (filtered audiences) and `feature_table_model` selections; var_groups scoped with `entity_cohort:` compute over a cohort - `models/sql_models.yaml` (if present) — `sql_template` intermediate models - `models/profiles-ml.yaml` / `models/attribution.yaml` (if present) — propensity / attribution models - `models/optimizations.yaml` / `models/macros.yaml` (if present) — performance flags and reusable macros 2. **Run `pb show models`** to get the model dependency structure. 3. **Check outputs** (if the project has been run; these are **profiles-mcp tools the agent calls**, not `pb` CLI commands): …
Read the whole file at its exact version.
How to install
mdr add rudderlabs/rudder-agent-skills/rudder-profiles-understand@sha256:905fbf646f145d6cThe line at the top of this page pins the label git:20260622.dea2d03, 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_okdcwj2lz5xllogn)
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Versions
The registry has recorded 1 version of this file, committed on Jun 22, 2026.
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 (5505 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
rudderlabs/rudder-agent-skills · 19 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_okdcwj2lz5xllogn GET https://markdownregistry.com/api/v1/resolve?ref=rudderlabs/rudder-agent-skills/rudder-profiles-understand GET https://markdownregistry.com/api/v1/blob/905fbf646f145d6c2535057f4fe161bf76d72c654683b65bc3688d2a2b012a11
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.