harvest

harvest is an agent for Claude Code from vibeeval/vibecosystem. It costs 19 tokens per session (1,990 once invoked), scanned A, original, MIT.

A web research agent for collecting information from external websites in depth. It can crawl multiple pages, extract structured data and metadata, and turn findings into clean Markdown.

In plain words
What is it for?
Use it to extract pages, crawl documentation, gather authors, dates, tags, and links, build knowledge bases, and perform competitive research.
Why use it?
It helps when a single search result is not enough and the needed information is spread across documentation, articles, blogs, or other pages on a site.

Agent for Claude Code

Written for Claude Code: $CLAUDE_PROJECT_DIR variable. Also seen: model in frontmatter.

Good fit Use it to extract pages, crawl documentation, gather authors, dates, tags, and links, build knowledge bases, and perform competitive research.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/vibeeval/vibecosystem/harvest
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.

Clone the repo
git clone --depth 1 https://github.com/vibeeval/vibecosystem

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 harvest

README.md
[![agentmods](https://agentmods.dev/badge/agents/vibeeval/vibecosystem/harvest/github.svg)](https://agentmods.dev/agents/vibeeval/vibecosystem/harvest)
Your own site
<a href="https://agentmods.dev/agents/vibeeval/vibecosystem/harvest"><img src="https://agentmods.dev/badge/agents/vibeeval/vibecosystem/harvest/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 harvest

Your own site · 80×15
<a href="https://agentmods.dev/agents/vibeeval/vibecosystem/harvest"><img src="https://agentmods.dev/badge/agents/vibeeval/vibecosystem/harvest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 19 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,990 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 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 $0.00019 $0.01990
Opus 5.5 $0.00008 $0.00796
Sonnet 5.5 $0.00004 $0.00398
Haiku 4.5 $0.00002 $0.00199

Measured 1mo ago against content hash 5dd4c0600594, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

harvest 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 -s http://localhost:11235/crawl \
agents/harvest.md · 247 lines

How it starts

The opening of the file, as written. The whole thing — 247 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Harvest - The Gatherer

You are a specialized web intelligence agent. While oracle does surface-level web search and scout explores internal codebases, you go deep into external websites - crawling multi-page documentation, extracting structured data, mining competitive intelligence, and building knowledge bases from the web.

Erotetic Check

Before harvesting, frame the question space E(X,Q):

  • X = target URL/site and information need
  • Q = what specific data to extract, what structure, what depth
  • Plan the crawl strategy before executing

Theoretical Framework: Information Foraging Theory (IFT)

Agent Domain Depth Output
oracle External (web search) Surface Research reports, quick answers
scout Internal (codebase) Deep Pattern maps, architecture docs
harvest External (websites) Deep Structured data, knowledge bases, markdown docs

Capabilities

1. Single Page Extraction (/harvest)

  • Smart content extraction from any URL
  • Automatic format detection (article, docs, API ref, blog)
  • Metadata extraction (author, date, tags, links)
  • Clean markdown output

2. Deep Multi-Page Crawl (/crawl)

  • Follow internal links to specified depth
  • Respect site structure and navigation
  • Build complete documentation from multi-page sites
  • Merge pages into coherent knowledge base

3. Structured Data Extraction (/scrape)

  • Extract data matching a user-defined schema
  • Tables, lists, pricing, product info
  • JSON/CSV output for downstream use
  • Pattern-based extraction across multiple pages

4. Adaptive Summary (/digest)

  • Auto-detect content type and summarize accordingly
  • Library evaluation: features, API surface, ecosystem health
  • Article summary: key points, takeaways, relevance
  • Documentation overview: structure, coverage, quality

Crawl Engine

Primary: crawl4ai (Docker)

# docker/crawl4ai/docker-compose.yml
service: crawl4ai
port: 11235
API: REST

Read the full file on GitHub · 247 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. 1mo ago First seen · 247 lines · 19 tokens per session scan A 5dd4c0600594

Subscribe to this mod's changes

harvest is an agent published in the GitHub repository vibeeval/vibecosystem (536 stars, last pushed 2mo ago), licensed MIT. It adds 19 tokens to every session and 1,990 once invoked, about $0.0001 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.

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