dspy-agent-skills: Instructions file for Claude Code

CLAUDE.md

dspy-agent-skills CLAUDE.md is an instructions file for Claude Code from intertwine/dspy-agent-skills. It costs 1,158 tokens per session, scanned A, original, MIT.

A set of instructions for a repository containing five skills that teach coding agents to build, improve, and ship DSPy programs. DSPy is a Python framework for constructing programs that use language models, and the examples can be tested without an API key.

In plain words
What is it for?
Use it when editing the skills, checking manifests and examples, running the test suite, or verifying installation for Claude Code and Codex CLI.
Why use it?
It explains how the repository is organized and how to validate both the skill documents and their example programs offline.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: reads .claude/ paths; mentions .claude-plugin; mentions CLAUDE.md.

This is intertwine/dspy-agent-skills's own configuration. It tells Claude Code how to work on dspy-agent-skills itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything dspy-agent-skills configures →

Reuse

Borrowing it

Nothing to install: this file belongs to intertwine/dspy-agent-skills. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/intertwine/dspy-agent-skills/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/intertwine/dspy-agent-skills

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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Per session 1,158 This file is loaded in full into every session.
When invoked 1,158 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.01158 $0.01158
Opus 5.5 $0.00463 $0.00463
Sonnet 5.5 $0.00232 $0.00232
Haiku 4.5 $0.00116 $0.00116

Measured 2mo ago against content hash af1264a667a2, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

dspy-agent-skills CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

CLAUDE.md · 90 lines

How it starts

The opening of the file, as written. The whole thing — 90 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

Guidance for Claude Code (or any agent) working inside this repo.

What this repo is

A pack of agent skills that teaches coding agents to build, optimize, and ship DSPy 3.2.x programs. It is designed to install cleanly into both Claude Code (~/.claude/skills/) and Codex CLI (~/.agents/skills/).

The skills themselves are in skills/<name>/SKILL.md. The product is Markdown; Python files in skills/*/example_*.py are runnable smoke tests, not library code.

Commands you'll actually run

# Validate all skill metadata, manifests, example syntax, and skill-doc correctness
uv run --with pytest python -m pytest tests/ -v

# Smoke-test every example offline (no API key needed)
for f in skills/*/example_*.py; do uv run --with dspy python "$f" --dry-run; done

# Validate the live DSPy API surface taught by these skills
env -u UV_EXCLUDE_NEWER uv run --with dspy==3.2.1 python scripts/check_dspy_surface.py

# Install skills locally into Claude Code and Codex (symlinks, idempotent)
./scripts/install.sh

# Uninstall
./scripts/install.sh --uninstall

# Live GEPA run (requires OPENAI_API_KEY)
cd skills/dspy-advanced-workflow
OPENAI_API_KEY=... uv run --with dspy python example_pipeline.py --auto light

If uv run --with dspy unexpectedly resolves an older DSPy release, check for UV_EXCLUDE_NEWER or another resolver policy that hides recent uploads. For an exact DSPy 3.2.1 validation run, use:

env -u UV_EXCLUDE_NEWER uv run --with dspy==3.2.1 python -c 'import dspy; print(dspy.__version__)'

Authoring / editing conventions

SKILL.md frontmatter — spec-only fields

Claude Code and Codex both follow the agentskills.io spec. Only these fields are honored in SKILL.md frontmatter:

  • name (required, kebab-case, ≤64 chars, must equal the parent directory name)
  • description (required; combined with when_to_use must stay ≤1536 chars)
  • when_to_use, argument-hint, disable-model-invocation, user-invocable, allowed-tools, model, effort, context, agent, hooks, paths, shell

Read the full file on GitHub · 90 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago Changed · -16 lines · -205 tokens per session af1264a667a2
  2. 2mo ago First seen · 106 lines · 1,363 tokens per session scan A 474352058151

Subscribe to this mod's changes

dspy-agent-skills CLAUDE.md is an instructions file published in the GitHub repository intertwine/dspy-agent-skills (278 stars, last pushed 2mo ago), licensed MIT. It adds 1,158 tokens to every session, about $0.0046 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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