reflection-integration

reflection-integration is a skill for Claude Code, Codex from boldsoftware/shelley. It costs 39 tokens per session (130 once invoked), scanned A, original, no licence file.

A guide for finding external services, APIs, and VM details available to the coding agent. An API is a way for software to communicate with another service.

In plain words
What is it for?
Discovering available services and APIs, plus metadata such as the VM owner, tags, and default port.
Why use it?
It avoids guessing which services are connected or where to find access credentials and VM information.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Discovering available services and APIs, plus metadata such as the VM owner, tags, and default port.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/boldsoftware/shelley/reflection-integration
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add boldsoftware/shelley --skill reflection-integration
Clone the repo
git clone --depth 1 https://github.com/boldsoftware/shelley

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for reflection-integration

README.md
[![agentmods](https://agentmods.dev/badge/skills/boldsoftware/shelley/reflection-integration/github.svg)](https://agentmods.dev/skills/boldsoftware/shelley/reflection-integration)
Your own site
<a href="https://agentmods.dev/skills/boldsoftware/shelley/reflection-integration"><img src="https://agentmods.dev/badge/skills/boldsoftware/shelley/reflection-integration/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for reflection-integration

Your own site · 80×15
<a href="https://agentmods.dev/skills/boldsoftware/shelley/reflection-integration"><img src="https://agentmods.dev/badge/skills/boldsoftware/shelley/reflection-integration.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 130 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown 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 $0.00039 $0.00130
Opus 5.5 $0.00016 $0.00052
Sonnet 5.5 $0.00008 $0.00026
Haiku 4.5 $0.00004 $0.00013

Measured 1mo ago against content hash 427bdf75a021, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

reflection-integration scanned grade A with 1 finding 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 1mo 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl https://reflection.int.exe.xyz/integrations
skills/builtin/reflection-integration/SKILL.md · 22 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

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. 1mo ago Changed · +2 lines 427bdf75a021
  2. 2mo ago First seen · 20 lines · 39 tokens per session scan A e9a3c1c61f58

Subscribe to this mod's changes

reflection-integration is a skill published in the GitHub repository boldsoftware/shelley (716 stars, last pushed yesterday), with no licence file. It adds 39 tokens to every session and 130 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

reflection-integration compared with skills from other repositories

reflection-integration next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
reflection-integrationboldsoftware/shelleySkill716yesterdaynoneA39Claude Code, Codex
mem0-oss-to-platformmem0ai/mem0Skill68k2d agoApache-2.0A217Claude Code, Codex
azure-mgmt-botservice-dotnetmicrosoft/skillsSkill3.2kyesterdayMITA78Claude Code
fastapi-router-pymicrosoft/skillsSkill3.2kyesterdayMITA46Claude Code
dev-runtimelangwatch/langwatchSkill5.0kyesterdayApache-2.0A172Claude Code
api-designericrisco/rsc-harnessSkill5032d agoMITA105Claude Code, Codex
migrate-segw-to-raparc-mcp/arc-1Skill252yesterdayMITA106Claude Code