ingest-traces SKILL.md skillA
ingest-traces from understudylabs/orchestra-agent-tools is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add understudylabs/orchestra-agent-tools/ingest-traces@git:20261027.533318ePins git:20261027.533318e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- understudylabs/orchestra-agent-tools
- Path
skills/ingest-traces/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261027.533318e, committed Oct 27, 2026
- First version recorded
- Jul 22, 2026
- Size
- 11,138 bytes
- Repository stars
- 19
- License
- MIT
Use when a developer already has production LLM traces — a bucket of captures, provider log exports, or gateway capture files — and wants them visualized, turned into local redacted eval sets, or profiled for cost. "Visualize this trace", "ingest my traces", "turn these logs into an eval set", "where is my LLM spend going".
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
# Ingest Traces For a workload's before/after rollout comparison and per-user task view, use [`../ramp-and-verify/references/review-rollout.md`](../ramp-and-verify/references/review-rollout.md). Its frozen source ledger preserves every inventoried request; benchmark sample selection and retry removal in the ingestion flow must not alter rollout counts. [`../capture-evidence/SKILL.md`](../capture-evidence/SKILL.md) assumes a local harness can be attached and run. Many workloads arrive the other way around: the traces already exist — in an object-store bucket, a provider log export, or an Orchestra gateway capture export — and the job is to get them into local evidence artifacts without leaking anything. This worker does that transformation: local source → normalized captures → source-history DAG → machine-proposed benchmark → human judgment, all on the local machine. When the developer has only a hosted `trace_id`, acquire its private local files first with [`../export-trace/SKILL.md`](../export-trace/SKILL.md). This skill begins after capture files exist locally and does not recreate the hosted trace-to-request lookup. ## OSS filesystem boundary …
Read the whole file at its exact version.
How to install
mdr add understudylabs/orchestra-agent-tools/ingest-traces@sha256:cdbf3a6c56bee48aThe line at the top of this page pins the label git:20261027.533318e, 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_lecsd6obao6riibk)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 22, 2026 and Oct 27, 2026, about one every 24 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.533318e latest | 2026-10-27 | 533318e | 11,138 B | A | view · diff |
| git:20261027.3c367b0 | 2026-10-27 | 3c367b0 | 11,140 B | A | view · diff |
| git:20260925.fd4ae63 | 2026-09-25 | fd4ae63 | 11,146 B | A | view · diff |
| git:20260804.87a596f | 2026-08-04 | 87a596f | 10,806 B | A | view · diff |
| git:20260722.df756e5 | 2026-07-22 | df756e5 | 10,547 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 (11138 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
understudylabs/orchestra-agent-tools · 19 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lecsd6obao6riibk GET https://markdownregistry.com/api/v1/resolve?ref=understudylabs/orchestra-agent-tools/ingest-traces GET https://markdownregistry.com/api/v1/blob/cdbf3a6c56bee48a3dd6f87bcc21c3c0389c60e181107e4c5bc6edc932d353e3
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.