experience_loader SKILL.md skillA
experience_loader from volcengine/openviking is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add volcengine/openviking/experience_loader@git:20260703.fd73dcfPins git:20260703.fd73dcf in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- volcengine/openviking
- Path
benchmark/tau2/train/experience_loader_template/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260703.fd73dcf, committed Jul 3, 2026
- Size
- 4,500 bytes
- Repository stars
- 41,269
- License
- AGPL-3.0
Load relevant OpenViking experience memories via case-linked experience candidates before solving a task.
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
# experience_loader Use this skill before taking task actions when reusable execution experience may help. ## Required workflow 1. Before taking task actions, call `search_experience` with a natural-language query that describes the current task. 2. Build the query from the current domain, user intent, target object, requested operation, policy keywords, and likely tool/action family. Avoid vague queries such as "help user". 3. Review the returned candidates. Each candidate is a matched case plus linked experience entries; each experience entry includes its `name`, `uri`, and a short `situation` snippet describing its applicability and exclusions. 4. **Gate before reading.** For each linked experience, read its `situation` snippet and check whether the current task matches the experience's applicability AND does NOT match any of its exclusions / "不适用于" / "does not apply to" items. Skip experiences whose situation explicitly excludes your case (e.g. wrong cabin class, flights already flown, different action family, or different change type). Only call `read_experience` on experiences that plausibly apply after this check. If no experience passes the gate, continue without… …
Read the whole file at its exact version.
How to install
mdr add volcengine/openviking/experience_loader@sha256:f7ee52d1d8a162ceThe line at the top of this page pins the label git:20260703.fd73dcf, 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_443py2waext2g5qa)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 3, 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 (4500 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
volcengine/openviking · 41,269 stars · license AGPL-3.0 · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_443py2waext2g5qa GET https://markdownregistry.com/api/v1/resolve?ref=volcengine/openviking/experience_loader GET https://markdownregistry.com/api/v1/blob/f7ee52d1d8a162cea2ea6c42cbaf3098dddd933adaa6ccc3ab216ab7f8c6d035
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.