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23blocks-rag-ingestion-api

23blocks-rag-ingestion-api is a skill for Claude Code from 23blocks-OS/ai-agents. It costs 39 tokens per session (1,944 once invoked), scanned A, original, no licence file.

A REST API for preparing files for RAG, a method where AI retrieves relevant stored content before responding. It creates vector embeddings and can detect objects in images for semantic and visual search.

In plain words
What is it for?
Use it to ingest documents, create embeddings for semantic search, detect image objects with YOLOv8, and generate CLIP embeddings for visual search.
Why use it?
It turns raw documents and images into searchable data. This avoids relying only on exact text matches when finding relevant content.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the rag-block plugin — 2 skills shipped together

not rated 2repo changed 1mo ago A scan 39 tokens no licence

Good fit Use it to ingest documents, create embeddings for semantic search, detect image objects with YOLOv8, and generate CLIP embeddings for visual search.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/23blocks-os/ai-agents/23blocks-rag-ingestion-api
View source ↗ 23blocks-OS/ai-agents
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 23blocks-OS/ai-agents --skill 23blocks-rag-ingestion-api
Clone the repo
git clone --depth 1 https://github.com/23blocks-OS/ai-agents

Made for: Claude Code.

Or install rag-block, the plugin that ships this one along with the rest of its 2 skills.

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 23blocks-rag-ingestion-api

README.md
[![agentmods](https://agentmods.dev/badge/skills/23blocks-os/ai-agents/23blocks-rag-ingestion-api/github.svg)](https://agentmods.dev/skills/23blocks-os/ai-agents/23blocks-rag-ingestion-api)
Your own site
<a href="https://agentmods.dev/skills/23blocks-os/ai-agents/23blocks-rag-ingestion-api"><img src="https://agentmods.dev/badge/skills/23blocks-os/ai-agents/23blocks-rag-ingestion-api/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 23blocks-rag-ingestion-api

Your own site · 80×15
<a href="https://agentmods.dev/skills/23blocks-os/ai-agents/23blocks-rag-ingestion-api"><img src="https://agentmods.dev/badge/skills/23blocks-os/ai-agents/23blocks-rag-ingestion-api.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 1,944 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 $0.01944
Opus 5.5 $0.00016 $0.00778
Sonnet 5.5 $0.00008 $0.00389
Haiku 4.5 $0.00004 $0.00194

Measured 1mo ago against content hash d3396f043f2b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

23blocks-rag-ingestion-api 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 -X POST "$BLOCKS_API_URL/products/$PRODUCT_ID/files/$FILE_ID/process" \
plugins/rag-block/skills/23blocks-rag-ingestion-api/SKILL.md · 223 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

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 · -31 lines · -8 tokens per session d3396f043f2b
  2. 2mo ago First seen · 254 lines · 47 tokens per session scan A 2f7830769a68

Subscribe to this mod's changes

23blocks-rag-ingestion-api is a skill published in the GitHub repository 23blocks-OS/ai-agents (2 stars, last pushed today), with no licence file. It adds 39 tokens to every session and 1,944 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 2026-09-03.

Data and AIRAG and vectors
Related

23blocks-rag-ingestion-api compared with skills from other repositories

23blocks-rag-ingestion-api next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
23blocks-rag-ingestion-api23blocks-OS/ai-agentsSkill2todaynoneA39Claude Code
embeddingsruvnet/rufloSkill81ktodayMITA62Claude Code
agent-platform-rag-engine-managementgoogle/skillsSkill23ktodayApache-2.0A85Claude Code, Codex
llm-app-patternsdavila7/claude-code-templatesSkill33ktodayMITA54Claude Code, Codex
9router-embeddingsdecolua/9routerSkill32k10d agoMITA66Claude Code, Codex
similarity-search-patternsforyourhealth111-pixel/Vibe-SkillsSkill3.8ktodayApache-2.0A30Claude Code, Codex
embedding-strategiesforyourhealth111-pixel/Vibe-SkillsSkill3.8ktodayApache-2.0A37Claude Code, Codex