SkillAgentSearch skills...

batchin-public

⚡ Ultra-Reliable AI Inference Gateway & Verifiable Agent Control Plane. Dual-Dispatch, Zero-Token JSON Auto-Healer, VaaS On-Chain Attestation, FastMCP & Vercel AI SDK.

Install / Use

claude mcp add aw3703 -- npx -y github:aw3703/batchin-public

If the server publishes to npm under a different name, use that package instead — check the repo README.

About this skill
🔌

MCP Server

Model Context Protocol server

Quality Score

79/100

Supported Platforms

Claude Code
Claude Desktop

Tags

Our assessment of batchin-public

batchin-public scores 79/100 on our quality scale, 688th of 951 AI & Machine Learning skills we index.

Its MCP Server is 5.6 KB long, well organised into 9 sections with 7 code examples: a solid amount of guidance for an agent.

It has 45 GitHub stars, so there is little community track record yet; judge it on its content.

Substance
26/30
Structure
20/20
Description
15/15
Adoption
7/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated today, so batchin-public is actively maintained.
  • It is released under the Apache-2.0 license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 97/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

batchin-public compared with similar skills

All 4 of these similar skills score higher than batchin-public; compare them before choosing.

SkillScoreStarsUpdatedFormat
batchin-public (this skill)by aw37037945todayMCP Server
claude-memby thedotmack10097.7k1d agoCLAUDE.md
Agent-Reachby Panniantong10093.2ktodayCLAUDE.md
Understand-Anythingby Egonex-AI10085.5k2d agoCLAUDE.md
headroomby headroomlabs-ai10074.6ktodayCLAUDE.md

Frequently asked questions

How do I install batchin-public?
Run claude mcp add aw3703 -- npx -y github:aw3703/batchin-public. The install tabs above show the steps for each supported agent.
Which AI agents does batchin-public work with?
It is written for Claude Code and Claude Desktop, as a MCP Server file. Other agents that read the same format can often use it too.
Is batchin-public safe to use?
It is Apache-2.0-licensed and scores 97/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is batchin-public still maintained?
The repository was last updated today, so batchin-public is actively maintained.
<div align="center">
  ____            _         _     ___
 | __ )   __ _  | |_  ___ | |__ |_ _| _ __
 |  _ \  / _` | | __|/ __|| '_ \ | | | '_ \
 | |_) || (_| | | |_| (__ | | | || | | | | |
 |____/  \__,_|  \__|\___||_| |_||___|_| |_|

BatchIn Public Developer Resources

SDKs, a CLI, an MCP connector, and VaaS receipt verification for the BatchIn API.

Stars License CI Security

Website · API reference · Discussions · Contributing · 中文 README

Packages are released from signed version tags through the repository release workflow. Check the package registry before installing; hosted API availability remains account-scoped.

</div>

What is in this repository?

This repository contains the public client surface for BatchIn. It does not contain the private control plane, provider credentials, customer data, or a static guarantee that a particular model, route, price, payment rail, or chain anchor is available.

The hosted API is the source of truth. A model is usable only when the account is entitled and the API catalog reports verified provider, pricing, usage, and billing evidence. The SDKs surface provider errors and unavailable states; they do not turn a catalog row into a fabricated success.

Quickstart

Install the SDK for your language:

npm install @batchin/sdk
pip install batchin

Discover the models enabled for the API key, then use a returned ID. Do not copy a model ID from an old README or a cached example:

curl https://api.batchin.tech/v1/models \
  -H "Authorization: Bearer $BATCHIN_API_KEY"
from batchin import BatchIn

client = BatchIn(api_key="your_batchin_api_key")
models = client.models.list()
model_id = models["data"][0]["id"]
response = client.chat.completions.create(
    model=model_id,
    messages=[{"role": "user", "content": "Hello BatchIn"}],
)
print(response)

For OpenAI-compatible clients, use https://api.batchin.tech/v1 as the base URL and follow the API reference for the exact route and supported parameters. Multimodal and asynchronous media tasks have separate request contracts and require an enabled route.

Packages

| Package | Ecosystem | Scope | | --- | --- | --- | | @batchin/sdk | npm | Authenticated TypeScript requests, streaming, model discovery, and usage metadata | | batchin | PyPI | Authenticated Python client and framework adapters | | @batchin/ai-sdk | npm | Vercel AI SDK provider adapter | | batchin-mcp-server | PyPI | MCP tools for catalog, inference, pricing, traces, and receipt workflows | | @batchin/cli | npm | Authenticated API checks and model discovery | | @batchin/vaas | npm | Receipt and evidence verification client | | batchin-vaas | PyPI | Python receipt verification client | | @batchin/contracts | npm / Solidity | Public VaaS contract interfaces; deployment status must be verified before use |

Package tests use deterministic fixtures and mocked transports so they can run without credentials. A passing local test proves client behavior only; it is not provider, payment, model, or chain smoke evidence.

VaaS and payment readiness

VaaS receipts can be verified locally when a real receipt bundle is supplied. Chain anchoring, x402, USDC, and payment settlement are account- and environment-gated. Use the API readiness endpoints and ledger records before presenting those paths as available to a customer.

npx @batchin/vaas verify <receipt-file-or-record-id> \
  --endpoint https://api.batchin.tech

Never treat a test fixture, a contract source file, an HTTP 200 response, or a model-list entry as production settlement or inference evidence.

Local development

git clone https://github.com/aw3703/batchin-public.git
cd batchin-public
npm install
npm run typecheck
npm run build
npm run test:ts
npm run test:py
npm run compliance

Python package tests require Python 3.10+; Node packages require Node 20+. Read the package README before publishing or using a generated build. Do not commit .env files, API keys, provider credentials, payment secrets, or customer prompts.

Reporting issues

For runtime failures, include the package and version, route, model ID, request ID or trace ID, and a sanitized error. Use the model request template for onboarding requests. Report vulnerabilities privately under SECURITY.md, not in a public issue.

Roadmap

The public repository tracks client contracts and adapters. Hosted model availability, pricing, provider routing, multimodal execution, billing, VaaS anchoring, and agent payment settlement are released from the private control plane only after live smoke and ledger evidence. Follow releases and discussions for verified changes.

License

Licensed under the Apache License, Version 2.0.

Related Skills

View on GitHub
GitHub Stars45
CategoryAI
Updated8h ago
Forks0

Languages

Python

Trust signals

97/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

1 info