agent-evals SKILL.md skillA

agent-evals from nahid-sparktales/agent-dispatcher is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nahid-sparktales/agent-dispatcher/agent-evals@git:20260919.a0d4f55

Pins git:20260919.a0d4f55 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nahid-sparktales/agent-dispatcher
Path
skills/ai/agent-evals/SKILL.md
Versions recorded
1
Latest version
git:20260919.a0d4f55, committed Sep 19, 2026
Size
7,454 bytes
Repository stars
58
License
MIT

Build an eval suite that can actually detect a regression — cases pulled from real traffic, graders that check properties rather than vibes, a recorded baseline, and per-case diffs in both directions. Use before claiming a prompt, model or agent change is an improvement, when agent behaviour must not regress, or when someone reports "it seems better" after eyeballing a handful of outputs. Not for tracing what one run did (llm-observability), not for testing deterministic code, and never as…

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

# Agent evals

"It seems better" is a sample of three, remembered favourably. An eval exists to turn a change in a
prompt, model, tool or retrieval step into a number you can defend — and to tell you honestly how
much of the system that number covers.

## When this fires

Before a prompt, model, tool definition or retrieval change is called an improvement; when agent
behaviour is depended on and must not silently regress; when a production failure needs to become
something that cannot come back. It does not fire for deterministic code paths, which are tests.

## Procedure

1. **Name the decision the eval serves** — "is this change an improvement", "can this ship", "which
   of these two prompts". A suite with no decision attached gets built once and read never. Write
   the decision above the suite.
2. **Take cases from real traffic, not imagination.** Pull them from logs, traces, support tickets
   and the failure that prompted this work. Invented cases test the behaviour you already thought
   of, which is the behaviour least likely to be broken. Freeze the set and version it with the
   code.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nahid-sparktales/agent-dispatcher/agent-evals@sha256:009248110b5152fe

The line at the top of this page pins the label git:20260919.a0d4f55, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_e2mxvxoh4j5g4lg5.svg)](https://markdownregistry.com/a/art_e2mxvxoh4j5g4lg5)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 19, 2026.

versioncommittedcommitsizeaudit
git:20260919.a0d4f55 latest2026-09-19 a0d4f55 7,454 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7454 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

GitHub

nahid-sparktales/agent-dispatcher · 58 stars · license MIT · pushed 2026-10-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_e2mxvxoh4j5g4lg5
GET https://markdownregistry.com/api/v1/resolve?ref=nahid-sparktales/agent-dispatcher/agent-evals
GET https://markdownregistry.com/api/v1/blob/009248110b5152fef0ae33402f09bf3e12d339e867936a8ac31ff79749a10e23

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.

More from nahid-sparktales/agent-dispatcher

agent-dispatcher SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/agent-dispatcher/SKILL.md · Handle requested Agent Dispatcher work with direct execution or prepared specialist guidance. Includes named roles…
git:20260926.d1b76c1 · audit A · 58 stars
agent-design SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/agent-design/SKILL.md · Scope an agent or subagent before it is built — the one job it owns, the smallest tool set that closes that job, what…
git:20260919.a0d4f55 · audit A · 58 stars
context-engineering SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/context-engineering/SKILL.md · Decide what actually occupies the model's window — progressive disclosure through an index, retrieval versus inlining…
git:20260919.a0d4f55 · audit A · 58 stars
llm-observability SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/llm-observability/SKILL.md · See what an agent actually did — one trace per run with nested model, tool and retrieval spans, token and latency…
git:20260919.a0d4f55 · audit A · 58 stars
mcp-design SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/mcp-design/SKILL.md · Build an MCP server, or bring an existing one into a project — choosing the transport, deciding which tools, resources…
git:20260919.a0d4f55 · audit A · 58 stars
memory-design SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/memory-design/SKILL.md · Decide what an agent should remember, which layer holds it, who it is scoped to, and how a stale or contradicted memory…
git:20260919.a0d4f55 · audit A · 58 stars
model-routing SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/model-routing/SKILL.md · Pick a model per job and degrade sensibly when one fails — a quality bar per call site, candidates compared on the same…
git:20260919.a0d4f55 · audit A · 58 stars
prompt-engineering SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/prompt-engineering/SKILL.md · Write or revise a prompt so it holds up — output contract, instruction placement, examples that earn their place, an…
git:20260919.a0d4f55 · audit A · 58 stars
prompt-injection-defense SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/prompt-injection-defense/SKILL.md · Treat everything an agent reads but did not author as data rather than instructions — an explicit trust boundary, a…
git:20260919.a0d4f55 · audit A · 58 stars
retrieval-rag SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/retrieval-rag/SKILL.md · Build and fix retrieval that actually returns the right passage — structure-aware chunking, one pinned embedding model…
git:20260919.a0d4f55 · audit A · 58 stars
structured-output SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/structured-output/SKILL.md · Get parseable, trustworthy structured results out of a model — schema design, the enforcement mechanism the provider…
git:20260919.a0d4f55 · audit A · 58 stars
tool-design SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/tool-design/SKILL.md · Design the tools a model calls — names, parameter shapes, what a result returns, and error text written as an…
git:20260919.a0d4f55 · audit A · 58 stars

Every file in nahid-sparktales/agent-dispatcher

Other files named agent-evals

agent-evals SKILL.md skill
sickn33/agentic-awesome-skills · plugins/agentic-awesome-skills-claude/skills/agent-evals/SKILL.md · Build automated evaluation suites for AI agents using golden datasets,
v1.0 · audit B · 49,308 stars
agent-evals SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/agent-evals/SKILL.md · Build automated evaluation suites for AI agents using golden datasets,
v1.0 · audit B · 90 stars
agent-evals SKILL.md skill
getedgehq/skills · evals/skillneed/2026-09-19/skillneed-catalog-routing-v2/s1/without/catalog/agent-evals/SKILL.md · Build repeatable evaluations for an agent from production failures, deterministic verifiers, cost, latency, and trace…
git:20260920.fd17e01 · audit A · 5 stars
agent-evals SKILL.md skill
getedgehq/skills · evals/skillneed/2026-09-19/skillneed-catalog-routing-v2/s2/without/catalog/agent-evals/SKILL.md · Build repeatable evaluations for an agent from production failures, deterministic verifiers, cost, latency, and trace…
git:20260920.fd17e01 · audit A · 5 stars
agent-evals SKILL.md skill
getedgehq/skills · evals/skillneed/2026-09-19/skillneed-catalog-routing-v2/s1/with/catalog/agent-evals/SKILL.md · Build repeatable evaluations for an agent from production failures, deterministic verifiers, cost, latency, and trace…
git:20260920.fd17e01 · audit A · 5 stars
agent-evals SKILL.md skill
getedgehq/skills · evals/skillneed/2026-09-19/skillneed-catalog-routing-v2/s3/with/catalog/agent-evals/SKILL.md · Build repeatable evaluations for an agent from production failures, deterministic verifiers, cost, latency, and trace…
git:20260920.fd17e01 · audit A · 5 stars
agent-evals SKILL.md skill
getedgehq/skills · evals/skillneed/2026-09-19/skillneed-catalog-routing/s1/with/catalog/agent-evals/SKILL.md · Build repeatable evaluations for an agent from production failures, deterministic verifiers, cost, latency, and trace…
git:20260920.fd17e01 · audit A · 5 stars
agent-evals SKILL.md skill
getedgehq/skills · evals/skillneed/2026-09-19/skillneed-catalog-routing/s1/without/catalog/agent-evals/SKILL.md · Build repeatable evaluations for an agent from production failures, deterministic verifiers, cost, latency, and trace…
git:20260920.fd17e01 · audit A · 5 stars

Browse by kind, by grade A, or by owner.