SkillBench MCP Server

A zero-dependency harness that runs held-out coding tasks with and without a skill file, then reports behavior deltas and variance. Packaged as a mcp server so users can adopt it quickly.

Why This Exists

Skill repos are getting daily attention, but the ecosystem has almost no proof that skills improve agent behavior.

One-Day MVP

YAML/JSON task fixtures, paired runs, transcript diffing, pass/fail metrics, and a Markdown report.; one local MCP tool, install docs, example agent transcript.

What It Does Today

• Loads a small JSON task or project description.
• Checks whether the required fields and examples are present.
• Produces a JSON or Markdown readiness report.
• Ships with tests and a CI workflow so the repo is immediately verifiable.

Install

python3 -m venv .venv
. .venv/bin/activate
python -m pip install -e .

Run

python -m skillbench_mcp_server.cli --input examples/sample_input.json --format markdown

Validate

python -m unittest discover -s tests

Validation Query

agent skills eval

Comparable Repos

• darkrishabh/agent-skills-eval: 656 stars - A test runner for agentskills.io-style AI agent skills
• caohaotiantian/agent-skills-eval: 8 stars -
• sasa-fajkovic/agents-skill-eval: 4 stars - agents-skill-eval.com

Launch Angle

show the same workflow from Claude Code/Codex/Cursor where possible

Publishing Gate

• must disclose permissions and local data access
• Working demo or executable artifact.
• Clear examples and tests.
• Honest limitations.
• No fake stars, duplicate repos, or automated engagement.

Status

Generated by RepoForge Radar. Treat this as a starting implementation, not a finished product.