run-by-experts SKILL.md skillA
run-by-experts from adcontextprotocol/adcp-client is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add adcontextprotocol/adcp-client/run-by-experts@git:20260503.9fa9ff9Pins git:20260503.9fa9ff9 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- adcontextprotocol/adcp-client
- Path
skills/run-by-experts/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260503.9fa9ff9, committed May 3, 2026
- Size
- 7,533 bytes
- Repository stars
- 18
- License
- Apache-2.0
Use before opening a SUBSTANTIVE PR (protocol changes, multi-tenant or auth surfaces, adopter-facing examples, refactors that span specialism modules). Fires multiple expert reviewers in parallel and uses convergence as the blocker signal — items flagged by 2+ reviewers are real; single-reviewer findings are usually preferences. Skip for trivial changes (single-line fixes, README typos, mechanical refactors).
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
# Run by Experts ## Overview Multi-reviewer parallel review where **convergence is the load-bearing signal**. Items flagged by two or more reviewers are real blockers. Single-reviewer findings are usually preferences worth considering but not gating. This skill exists because solo Claude review on a non-trivial PR catches obvious bugs but misses domain-specific landmines (multi-tenant isolation, protocol shape, type-system gotchas, adopter-DX cliffs). Each expert reviewer carries different domain priors; running them in parallel and acting on the intersection produces a better signal than any single review. ## When to use **Always run before opening:** - Protocol-level changes (request/response shapes, error codes, new specialism interfaces) - Multi-tenant or auth surfaces (isolation gates, credential handling, sandbox boundaries) - Adopter-facing examples (`examples/hello_*`, skill files, public docs) - Bug fixes where the root cause might be either side of an interface boundary **Optional but high-value:** - Refactors that span multiple specialism modules - API surface changes (export shape, type changes, deprecations) - New subagent prompts or skill files **Skip:** …
Read the whole file at its exact version.
How to install
mdr add adcontextprotocol/adcp-client/run-by-experts@sha256:9ce8840e1879e70cThe line at the top of this page pins the label git:20260503.9fa9ff9, 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_cieg6hlreootmook)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 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 (7533 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
adcontextprotocol/adcp-client · 18 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_cieg6hlreootmook GET https://markdownregistry.com/api/v1/resolve?ref=adcontextprotocol/adcp-client/run-by-experts GET https://markdownregistry.com/api/v1/blob/9ce8840e1879e70cb784672095729a23be27f230f0a574def2cb13927761fedf
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.