semble

semble is a skill for Claude Code from akillness/jeo-skills. It costs 121 tokens per session (1,704 once invoked), scanned D, original, no licence file.

A code-search tool for AI agents that indexes local or remote repositories and answers natural-language or symbol-based queries, including similar-code searches.

In plain words
What is it for?
It is for searching unfamiliar codebases, locating symbols, finding similar implementations, and exploring repositories from tools such as Codex or Cursor.
Why use it?
It helps agents find relevant code without reading large amounts of unrelated text. It can also connect to coding tools through an MCP server.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit It is for searching unfamiliar codebases, locating symbols, finding similar implementations, and exploring repositories from tools such as Codex or Cursor.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/akillness/jeo-skills/semble
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 akillness/jeo-skills --skill semble
Clone the repo
git clone --depth 1 https://github.com/akillness/jeo-skills

Made for: Claude Code.

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 semble

README.md
[![agentmods](https://agentmods.dev/badge/skills/akillness/jeo-skills/semble/github.svg)](https://agentmods.dev/skills/akillness/jeo-skills/semble)
Your own site
<a href="https://agentmods.dev/skills/akillness/jeo-skills/semble"><img src="https://agentmods.dev/badge/skills/akillness/jeo-skills/semble/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 semble

Your own site · 80×15
<a href="https://agentmods.dev/skills/akillness/jeo-skills/semble"><img src="https://agentmods.dev/badge/skills/akillness/jeo-skills/semble.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 121 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,704 The whole file, excluding the scripts and references it only reads on demand.
Security scan D 2 findings. 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 $0.00121 $0.01704
Opus 5 $0.00060 $0.00852
Sonnet 5 $0.00024 $0.00341
Haiku 4.5 $0.00012 $0.00170

Measured 6d ago against content hash 7b056b1c643a, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade D, and why

semble scanned grade D with 2 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 6d 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.

Hidden instructionshighPrompt injection

Directives inside HTML comments, invisible characters or bidirectional overrides are read by the model and not by the person reviewing the file.

​```bash semble search "authentication flow" ./my-project semble search "save_pretrained" ./my-project semble search "save model to disk" ./my-project --top-k 10 ​``` Use `semble find-related` to discover code similar to

Reads agent configuration directoriesmediumAgent snooping

.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.

Add to `~/.codex/config.toml`:
.agent-skills/semble/SKILL.md · 210 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 6d ago First seen · 210 lines · 121 tokens per session scan D 7b056b1c643a

Subscribe to this mod's changes

semble is a skill published in the GitHub repository akillness/jeo-skills (45 stars, last pushed today), with no licence file. It adds 121 tokens to every session and 1,704 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it D with 2 findings (hidden instructions, reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.