Swarm At

Name: Swarm At
Author: Mediaeater

作者：Mediaeater版本 0.7.1i★ –i电脑或云端

注册名称io.github.Mediaeater/swarm-at

安装

概览

作者提供的说明（英文原文）

Settlement protocol for AI agent swarms — hash-chained ledger, trust, 48 blueprints, 18 tools

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数：意见、测量和人气是不同的东西。

用户评价i暂无评价评价功能将在后续阶段与账户功能一起开放
我们的基础检查i1 项中通过 1 项依据公开信息检查；尚未扫描代码
使用情况i非常新↓ 16/周 · ★ –

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

连接方式: 电脑或云端
传输方式: stdio, SSE
分类: 会计、财务与税务
你需要填写：SWARM_API_KEY

安装

选择你使用的 AI 应用，然后复制设置。

安装之前

基础检查：1 项中通过 1 项
在作者的服务器上运行：你向它提出的内容会经过他们的服务器。
需要你自己填写： SWARM_API_URL, SWARM_API_KEY

标为机密的值是你账户的钥匙。千万不要分享给别人，也不要粘贴到聊天里。

你需要

在云端运行无需安装任何东西，通过互联网连接
PyPI已安装 Python 的 uv（用于 uvx 命令）

你用的是哪个应用？

ClaudeClaude CodeCursorVS CodeChatGPT

在上方选择你的应用。我们会记住它，下次按钮会显示“安装到 …”。

适用于网页版、桌面版和手机版 Claude：

打开 Settings → Connectors
点击 Add custom connector
粘贴下面的地址，然后点击 Add
如果要求登录，请登录作者的服务

https://api.swarm.at

或者在你的电脑上运行

打开 Claude Desktop → Settings → Developer → Edit Config，把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "swarm-at": {
      "command": "uvx",
      "args": [
        "swarm-at-sdk"
      ],
      "env": {
        "SWARM_API_URL": "your-value",
        "SWARM_API_KEY": "your-value"
      }
    }
  }
}

在终端中运行这条命令

claude mcp add --transport sse swarm-at https://api.swarm.at

或者在你的电脑上运行

claude mcp add swarm-at --env SWARM_API_URL=your-value --env SWARM_API_KEY=your-value -- uvx swarm-at-sdk

运行前请先填写空着的值。

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "swarm-at": {
      "url": "https://api.swarm.at"
    }
  }
}

或者在你的电脑上运行

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "swarm-at": {
      "command": "uvx",
      "args": [
        "swarm-at-sdk"
      ],
      "env": {
        "SWARM_API_URL": "your-value",
        "SWARM_API_KEY": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "swarm-at": {
      "type": "sse",
      "url": "https://api.swarm.at"
    }
  }
}

或者在你的电脑上运行

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "swarm-at": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "swarm-at-sdk"
      ],
      "env": {
        "SWARM_API_URL": "your-value",
        "SWARM_API_KEY": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

ChatGPT 只能连接互联网上的服务器：

打开网页版 ChatGPT → Settings → Connectors (Apps)
点击 Create 或 Add（部分套餐需要先在 Advanced 中开启 Developer mode）
粘贴下面的地址，起个名字，然后保存
如果要求登录，请登录作者的服务

https://api.swarm.at

菜单名称可能因套餐和版本不同而略有差异。

你的选择通过 Cookie 保存在这台设备上，无需账户。

需要你填写的值

SWARM_API_URL env
Base URL for the swarm.at API (default: https://api.swarm.at)
SWARM_API_KEY 机密 env
API key for authenticated endpoints (settlement, credits, webhooks)

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同，请以 README 为准。

它能做什么

我们还没有读取这个服务器的工具列表；我们会轮流检查各个端点。

基础检查i

我们检查的是任何人都能看到的信息；我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月9日

✓ 通过
作者与仓库一致
注册名称已通过 GitHub 账户 Mediaeater 验证，该账户拥有此仓库
… 尚未检查
仍在维护
我们还没有从 GitHub 读取这个仓库
… 尚未检查
有许可证
我们还没有从 GitHub 读取这个仓库
… 尚未检查
端点有响应
尚未检查；我们会轮流检查各个端点
… 尚未检查
使用 OAuth 登录
尚未检查；我们会轮流检查各个端点
… 尚未检查
工具描述中没有隐藏指令
尚未检查；我们会在检查端点时读取工具列表

与“会计、财务与税务”中的其他服务器比较i

星标数多于此分类中其他 2973 个服务器的 0%
发布到注册中心的时间比此分类中其他 2973 个服务器的 1% 更新
基础检查结果等于或优于此分类中其他 2973 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时，星标数才计入。

常见问题

Swarm At 安全吗？

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前，请先看看这个服务器要求哪些权限，并使用只具备所需权限的密钥。

它需要哪些密钥或代码？

你需要填写：SWARM_API_KEY

它在我的电脑上运行还是在云端？

两种方式都可以：安装在你的电脑上，或者连接云端版本。

它还在维护吗？

GitHub 仓库最后更新于–，最新版本（0.7.1）于8个月前进入注册中心。

哪些应用可以使用它？

支持 MCP 的应用，例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接，所以接受远程 MCP 服务器的应用也可以使用，例如开启开发者模式的 ChatGPT。

有什么可以替代它？

同一分类中有：Finance Toolkit, SolidInvoice, Korea Tax Calculator

替代选择

同一分类中其他作者的服务器，按星标数排序。

如何看卡片：↓ 每周下载量i★ GitHub 星标i三大支柱：评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Finance Toolkit

500+ transparent financial methods calculated from raw statements, not third-party endpoints.

作者：JerBouma广泛使用↓ 1.6万/周★ 54963天前更新

电脑或云端

安装

SolidInvoice

Create and send invoices and quotes, manage clients, and track payments in SolidInvoice.

作者：SolidInvoice正在增长★ 98110天前更新

在云端运行✓ solidinvoice.co

安装

Korea Tax Calculator

Korean tax calculation and tax-audit judgment MCP: 97 tools with statutory citations.

作者：UpstageAI正在增长↓ 3172/周★ 97今天更新

在你的电脑上运行

安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

swarm.at Public Ledger

Hash-chained public record of verified agent settlements. Append-only, tamper-evident, auditable by anyone.

Every entry in ledger.jsonl is a SHA-256 hash-chained settlement that passed the full verification pipeline: integrity check, confidence threshold, and shadow audit. Modifying any entry breaks all subsequent hashes.

Ledger Format

Each line in ledger.jsonl is a JSON object:

"timestamp": 1770480398.05, "task_id": "fingerprint-pg84", "parent_hash": "000000...000000", "payload": { "type": "text-fingerprint", "title": "Frankenstein", "..." : "..." }, "current_hash": "453eaa...178b287" }

parent_hash links to the previous entry's current_hash (genesis = 0 x 64)
current_hash = SHA-256 of the entry with current_hash set to ""
The chain is tamper-evident: modifying any entry breaks all subsequent hashes

Canonical Hash Algorithm

To verify any entry:

Parse the JSON line into a dict
Set current_hash to "" (empty string)
Serialize with json.dumps(entry, sort_keys=True).encode() (UTF-8)
Compute hashlib.sha256(serialized).hexdigest()
Compare against the stored current_hash

The genesis (first entry's parent_hash) is always "0" * 64 (64 zero characters).

Data Provenance

Entries in this ledger are synthetic seed data generated from public domain sources (Project Gutenberg texts, scientific constants, geographic facts). They demonstrate the settlement protocol's hash-chaining and verification pipeline. They are not records of real agent interactions.

Verification

Three ways to verify the chain:

Standalone (zero dependencies, Python 3.8+):

python verify.py

OK: 1107 entries, chain intact

SDK:

from swarm_at.settler import Ledger

ledger = Ledger(path="ledger.jsonl") print(ledger.verify_chain()) # True

API:

curl https://api.swarm.at/public/ledger/verify

{"intact": true, "entry_count": 1107}

Settlement Receipts

Every settled entry produces a receipt that any agent can look up by hash. No authentication required.

curl https://api.swarm.at/public/receipts/{hash}

{"status": "SETTLED", "hash": "...", "task_id": "...", "timestamp": ..., "parent_hash": "..."}

Receipts let third parties verify that a specific settlement happened, when it happened, and where it sits in the chain.

Trust Verification

Check an agent's trust level without authentication:

# Does this agent meet a trust threshold?

curl "https://api.swarm.at/public/verify-trust?agent_id=X&min_trust=trusted"

{"agent_id": "X", "meets_requirement": true, "trust_level": "trusted", "reputation_score": 0.95}

How many agents at each trust level?

curl https://api.swarm.at/public/trust-summary

{"total_agents": 5, "by_trust_level": {"untrusted": 0, "provisional": 0, "trusted": 4, "senior": 1}}

Trust Badges

Embeddable SVG badges show an agent's trust level at a glance. No authentication required.

https://api.swarm.at/badge/{agent_id}

Colors: untrusted (red), provisional (yellow), trusted (green), senior (blue).

MCP Server

29 tools available via the Model Context Protocol:

mcp add swarm-at -- python -m swarm_at.mcp

Tool	Description
settle_action	Validate an action against institutional rules
check_settlement	Query ledger status for a task or hash
ledger_status	Current chain state (latest hash, entry count, integrity)
guard_action	Settle before acting — propose + settle + receipt in one call
list_blueprints	Browse workflow blueprints by tag
get_blueprint	Full blueprint detail with steps and credit cost
get_credits	Check an agent's credit balance
topup_credits	Add credits to an agent
fork_blueprint	Fork a blueprint into an executable workflow
verify_receipt	Look up a settlement receipt by hash
check_trust	Check if an agent meets a minimum trust threshold
settle_batch	Settle multiple proposals in one call
register_agent	Register a new agent identity with trust tracking
get_agent	Look up an agent's profile and reputation
list_agents	Browse agents by trust level and role
whoami	Agent self-introspection (trust, tools, next promotion)
execute_step	Execute a single workflow step in a molecule
list_molecules	List active workflow molecules with progress
get_molecule	Get full molecule state with all beads
register_webhook	Subscribe to settlement events
list_webhooks	List registered webhook subscriptions
unregister_webhook	Remove a webhook subscription
claim_authorship	Create a verifiable authorship record
verify_authorship	Check authorship claims by content hash
start_writing_session	Start tracking authorship provenance
record_writing_event	Record a creative event in a session
approve_writing	Record final approval of content
get_provenance_report	Generate a verifiable provenance report
list_writing_sessions	List active authorship sessions

Framework Adapters

Seven adapters settle agent outputs with zero hard dependencies on the framework:

Framework	Adapter	Entry Point
LangGraph	`SwarmNodeWrapper`	Wraps node functions
CrewAI	`SwarmTaskCallback`	Task completion callback
AutoGen	`SwarmReplyCallback`	Agent reply observer
OpenAI Assistants	`SwarmRunHandler`	Run and step settlement
OpenAI Agents SDK	`SwarmAgentHook`	Runner result and tool call settlement
Strands (AWS)	`SwarmStrandsCallback`	Tool and agent completion callbacks
Haystack	`SwarmSettlementComponent`	Pipeline component returning receipts

Install adapters via optional extras:

pip install swarm-at-sdk[langgraph]

pip install swarm-at-sdk[openai-agents] pip install swarm-at-sdk[strands] pip install swarm-at-sdk[haystack]

Blueprint Catalog

58 pre-validated blueprints across 9 categories:

Category	Count	Examples
Procurement & Supply Chain	5	vendor-negotiation, purchase-approval, delivery-confirmation
Software Development	5	code-review-pipeline, pr-merge-audit, incident-escalation
Finance & Compliance	5	invoice-matching, kyc-verification, financial-close
Content & Knowledge	5	research-workflow, fact-checking, translation-verification
Customer Operations	5	escalation-routing, refund-approval, sla-compliance
Specialty	6	audit-chain, healthcare-referral, insurance-adjudication
AI & ML Ops	9	model-validation, training-pipeline, prompt-regression
Security & Compliance	9	vulnerability-triage, access-review, incident-response
Data Engineering	9	etl-pipeline, data-quality, schema-migration

Browse: api.swarm.at/public/blueprints

Each blueprint defines 2-4 steps with role assignments (worker, auditor, specialist, orchestrator, validator), dependency chains, and credit costs (2.0-8.0 per settlement).

Settlement Types

42 types covering knowledge verification, agent behaviors, and protocol operations

Knowledge Verification

Type	Description
text-fingerprint	Public domain text ingestion + hashing
qa-verification	Factual Q&A with multi-agent consensus
fact-extraction	Structured entity extraction from text
classification	Genre/topic/tone multi-label tagging
summarization	Text condensation with cross-verification
translation-audit	Cross-language verification
data-validation	Math constants + periodic table verification
code-review	Algorithm correctness + complexity analysis
sentiment-analysis	Dimensional sentiment scoring
logical-reasoning	Syllogism and formal logic verification
unit-conversion	Metric/imperial/scientific unit verification
geo-validation	Geographic fact verification
timeline-ordering	Chronological event ordering
regex-verification	Pattern matching correctness
schema-validation	Data schema conformance checking

Agent Behaviors

Type	Description
code-generation	New code creation with language + framework metadata
code-edit	Modifications to existing code with diff tracking
code-refactor	Structural improvements preserving behavior
bug-fix	Defect resolution with root cause analysis
test-authoring	Test creation with coverage and assertion tracking
codebase-search	Code search operations with match scoring
web-research	Web research with source verification
planning	Task decomposition and execution planning
debugging	Diagnostic investigation with hypothesis tracking
shell-execution	Shell command execution with safety classification
file-operation	File system operations with change tracking
git-operation	Git operations with ref and diff metadata
dependency-management	Package and dependency management
agent-handoff	Task delegation between agents
consensus-vote	Multi-agent consensus participation
task-delegation	Work distribution to sub-agents
documentation	Documentation creation and updates
api-integration	External API calls with endpoint tracking
deployment	Build, deploy, and release operations
conversation-turn	Conversational exchange settlement

Protocol Operations

Type	Description
blueprint-fork	Blueprint forked into executable workflow
guard-action	Pre-action settlement check (settle before you act)
trust-check	Agent trust level verification against threshold
credit-topup	Credits added to agent balance
receipt-verify	Settlement receipt lookup by hash
badge-request	Trust badge SVG generation
adapter-settlement	Framework adapter settling agent output

Lexicon

Term	Definition
Settlement	A verified, hash-chained record of an agent action. One credit = one settlement.
Ledger	Append-only JSONL file where settlements are recorded. Each entry's hash chains to the previous.
Proposal	An agent's request to settle an action. Contains a header (task ID, parent hash) and payload (data, confidence score).
Receipt	Proof that a settlement occurred. Contains hash, task ID, timestamp, and parent hash. Publicly verifiable.
Blueprint	A pre-validated workflow template with ordered steps, role assignments, and credit cost. Forkable by any agent.
Workflow	An executable instance of a blueprint. Created by forking. Each step maps to one settlement.
Trust Level	Agent reputation tier: untrusted, provisional, trusted, senior. Computed via Bayesian credible intervals.
Credit	Unit of settlement currency. 1 credit = 1 settlement. New agents get 100 free.
Guard Action	Pattern: settle before you act. Propose, settle, get receipt in one call. Raises error on rejection.
Shadow Audit	Cross-model verification where a second model independently checks the primary's output.
Divergence	When a shadow audit disagrees with the primary. Penalizes the agent's trust score.
Adapter	Framework integration that settles agent outputs without hard-importing the framework. Uses duck typing.
Agent Card	A2A discovery document at `/.well-known/agent-card.json` describing the protocol's capabilities.
Tier	Settlement strictness level: sandbox (log-only), staging (writes, no chain enforcement), production (full).

Swarm At

概览

PopNx MCP 的三大支柱

它能帮你做什么

安装

安装之前

或者在你的电脑上运行

或者在你的电脑上运行

或者在你的电脑上运行

或者在你的电脑上运行

需要你填写的值

它能做什么

基础检查i

作者与仓库一致

仍在维护

有许可证

端点有响应

使用 OAuth 登录

工具描述中没有隐藏指令

与“会计、财务与税务”中的其他服务器比较i

常见问题

替代选择

Finance Toolkit

SolidInvoice

Korea Tax Calculator

作者的 README

swarm.at Public Ledger

Ledger Format

Canonical Hash Algorithm

Data Provenance

Verification

OK: 1107 entries, chain intact

{"intact": true, "entry_count": 1107}

Settlement Receipts

{"status": "SETTLED", "hash": "...", "task_id": "...", "timestamp": ..., "parent_hash": "..."}

Trust Verification

{"agent_id": "X", "meets_requirement": true, "trust_level": "trusted", "reputation_score": 0.95}

How many agents at each trust level?

{"total_agents": 5, "by_trust_level": {"untrusted": 0, "provisional": 0, "trusted": 4, "senior": 1}}

Trust Badges

MCP Server

Framework Adapters

Blueprint Catalog

Settlement Types

Knowledge Verification

Agent Behaviors

Protocol Operations

Lexicon

Links