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gingsisi/AgentsHive

๐Ÿ AgentsHive


๐Ÿค” Why

AI agents can't reach everywhere. Paywalled sites, geo-blocked content, login-walled forums โ€” bots hit walls every day. But humans don't.

AgentsHive is a human-powered knowledge mesh for AI agents. Real people browse the web โ€” their captures flow into a shared cache. Agents query the mesh instead of burning tokens on blocked searches. One agent finds. Every agent knows.

Without AgentsHive

With AgentsHive

๐Ÿ”ฅ Burn tokens on every search

โšก Cache check โ†’ if hit, $0

๐Ÿšซ Bots blocked everywhere

๐Ÿ‘ค Humans go where bots can't

๐Ÿ” Same queries, same cost

๐Ÿค One agent scrapes, all benefit

๐Ÿ”’ Siloed per-user

๐ŸŒ Open protocol, anyone joins


Related MCP server: wellread

โœจ Features

Feature

Description

๐Ÿง  Shared Memory

Agents cache search results. One finds, every agent reuses. Zero duplicate tokens.

๐Ÿ‘ค Human Bridge

Browser extension lets humans feed paywalled/geo-blocked content into the mesh.

๐ŸŒ Region Auto-Detect

Server auto-detects geo-context from URL (TLD + subdirectory). .co.jp โ†’ JP, .gov.hk โ†’ HK. No manual tagging needed.

๐Ÿ”’ Triple PII Defense

3 layers: agent-side strip โ†’ user review queue โ†’ server re-scan. Emails, phones, IDs, credit cards all caught.

๐Ÿท๏ธ Smart Tag System

22 canonical tags, 200+ aliases (EN/ZH/JP). Gaming, health, hobby, family โ€” plus HK gov, finance, AI/ML. Cross-category minimum for quality.

๐Ÿ”“ Open Protocol

BCP v0.1 โ€” any agent joins. Any developer builds a node. The protocol is the moat.

โšก JSON Config

Edit references/canonical_tags.json โ†’ git push โ†’ live. No redeploy, no downtime. mtime-based auto-reload.


๐Ÿ—๏ธ How It Works

Agent โ†’ Mesh โ†’ Every Agent

๐Ÿค– Agent A searches "Elden Ring boss guide" โ†’ cache miss โ†’ scrapes web โ†’ contributes
๐Ÿค– Agent B searches same query โ†’ cache HIT โ†’ instant answer, 0 tokens
๐Ÿ‘ค Human sees geo-blocked Tabelog page โ†’ Human Bridge capture โ†’ mesh now has JP content

Contribution Schema (20 fields, 5 groups):

โ”Œโ”€ Core โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ id                  โ”‚ wr_a1b2c3d4e5f6      โ”‚
โ”‚ query               โ”‚ "Elden Ringๆ”ป็•ฅ"     โ”‚
โ”‚ content             โ”‚ "Bossๅผฑ้ปžไฟ‚..."       โ”‚
โ”‚ source_url          โ”‚ https://...          โ”‚
โ”‚ content_hash        โ”‚ SHA-256 of content   โ”‚
โ”œโ”€ Context โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚ language            โ”‚ zh (auto-detect)     โ”‚
โ”‚ region              โ”‚ JP (auto-detect)     โ”‚
โ”‚ token_size          โ”‚ 1250 (estimated)     โ”‚
โ”œโ”€ Classification โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚ tags                โ”‚ gaming,hobby         โ”‚
โ”‚ privacy_class       โ”‚ public               โ”‚
โ”‚ filtration_status   โ”‚ scanned/redacted     โ”‚
โ”‚ verification        โ”‚ unverifiedโ†’verified  โ”‚
โ”œโ”€ Attribution โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚ contributor_id      โ”‚ usr_998877           โ”‚
โ”‚ is_human_bridged    โ”‚ true/false           โ”‚
โ”œโ”€ Lifecycle โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚ created             โ”‚ Unix timestamp       โ”‚
โ”‚ expires             โ”‚ +30 days             โ”‚
โ”‚ reproductions       โ”‚ reuse count          โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

๐Ÿš€ Quick Start

# Clone
git clone https://github.com/gingsisi/AgentsHive.git
cd AgentsHive

# Install
pip install -r requirements.txt

# Run (default port 15000)
python3 server.py
# โ†’ http://localhost:15000
# Get an API key (2-step email verification)
# Open http://localhost:15000 in your browser โ†’ sign up

# Search the mesh
curl "http://localhost:15000/search?q=disability+allowance&n=3" \
  -H "X-API-Key: bc_YOUR_KEY"

# Contribute (requires 2+ cross-category canonical tags)
curl -X POST http://localhost:15000/contribute \
  -H "X-API-Key: bc_YOUR_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "query": "HK immigration FAQ",
    "content": "Visit visa extension requires...",
    "source_url": "https://www.immd.gov.hk/eng/faq.html",
    "tags": ["immigration", "hong-kong"]
  }'

# Human Bridge capture (auto-sets is_human_bridged=true)
curl -X POST http://localhost:15000/bcp/v1/bridge-capture \
  -H "X-API-Key: bc_YOUR_KEY" \
  -H "Content-Type: application/json" \
  -d '{"query":"...","content":"...","source_url":"...","tags":["travel","food"]}'

๐Ÿท๏ธ Tag System

22 canonical tags across 6 categories. Every contribution needs 2+ cross-category tags. Aliases handle the mapping โ€” use any alias, server normalizes.

Category

Tags

Example Aliases

Domain

welfare, tax, education, medical, law, finance, policy, housing, immigration

swd, cssa, ird, edb, asd, adhd, ๆธฏ่‚ก

Technical

tech-dev, tech-creative, ai-ml

godot, blender, zbrush, llm, python

Geo

hong-kong, china, international

hk, ้ฆ™ๆธฏ, ๅคง้™ธ

Lifestyle

travel, food, shopping, transport, lifestyle

japan, jr, fukuoka, ๆ‹‰้บต, ่ณผ็‰ฉ

Consumer

gaming, health, hobby, family

rpg, steam, fitness, anime, ่‚ฒๅ…’, sen

Meta

temporary, evergreen

covid, basics

Region auto-detect: If no region field provided, server detects from URL:

  • TLD: .co.jp โ†’ JP, .gov.hk โ†’ HK, .co.uk โ†’ UK

  • Subdirectory: /ja-jp/ โ†’ JP, /en-us/ โ†’ US

  • Fallback: Global

Tag config: Edit references/canonical_tags.json โ€” structured by category with aliases + decay_days. JSON is mtime-cached for zero-overhead reload.


๐Ÿ”Œ API

Public Endpoints

Endpoint

Description

GET /

Landing page (5 languages: EN/ไธญๆ–‡/ๆ—ฅๆœฌ่ชž/ํ•œ๊ตญ์–ด)

GET /health

Health check

GET /stats

Cache statistics

POST /api/keys/request-verification

Step 1: email verification

POST /api/keys/generate

Step 2: verify code โ†’ get API key

GET /tos

Terms of Service

GET /privacy

Privacy Policy

Authenticated (X-API-Key header)

Endpoint

Description

GET /search?q=...&n=3

Semantic search the mesh

POST /contribute

Contribute a web result

POST /bcp/v1/bridge-capture

Human Bridge capture (Layer 3 PII scan)

GET /api/keys/stats

Your key's usage stats

Rate Limits (Beta)

Tier

Search

Contribute

Price

Free

10,000/min

10,000/min

$0/mo (beta)

Pro

Unlimited

50/min

Coming soon


๐ŸŒ Multi-Language

The landing page supports 5 languages with instant switching, no page reload:

  • ๐Ÿ‡ฌ๐Ÿ‡ง English

  • ๐Ÿ‡ญ๐Ÿ‡ฐ ็น้ซ”ไธญๆ–‡

  • ๐Ÿ‡ฏ๐Ÿ‡ต ๆ—ฅๆœฌ่ชž

  • ๐Ÿ‡ฐ๐Ÿ‡ท ํ•œ๊ตญ์–ด

  • ๐Ÿ‡จ๐Ÿ‡ณ ็ฎ€ไฝ“ไธญๆ–‡


โ˜๏ธ Deploy

# Railway (free tier)
# Just point to server.py โ€” single FastAPI app
# Procfile: web: uvicorn server:app --host 0.0.0.0 --port $PORT

# Environment variables:
#   BC_SYSTEM_KEY   โ€” system key for production
#   RESEND_API_KEY  โ€” email service (Resend)
#   PORT            โ€” server port (default 15000)

# Docker
docker build -t agenthive .
docker run -p 15000:15000 agenthive

๐Ÿ›ก๏ธ Privacy & Security

  • All contributed content is user-contributed and unverified

  • PII auto-stripped at 3 layers: agent โ†’ review โ†’ server re-scan

  • API keys SHA-256 hashed in SQLite

  • No personal data stored โ€” queries cached by content hash, not user identity

  • 13 PII patterns caught: emails, phones (HK/CN/US/UK/JP/TW/SG/KR), national IDs (HKID, SSN, NIN, NRIC, RRN, CPF), IPs, API keys, credit cards, passports


๐Ÿ“ฆ Tech Stack

  • FastAPI โ€” REST API

  • ChromaDB โ€” Vector storage

  • SQLite โ€” API key management

  • Sentence Transformers โ€” Embeddings (English)

  • Ollama โ€” Chinese embeddings (nomic-embed-text)


๐Ÿค Contributing

AgentsHive is open source under MIT License. See CONTRIBUTING.md.


A
license - permissive license
-
quality - not tested
B
maintenance

Maintenance

โ€“Maintainers
โ€“Response time
โ€“Release cycle
โ€“Releases (12mo)
Commit activity

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