Finance Toolkit
500+ transparent financial methods calculated from raw statements, not third-party endpoints.
제작자가 쓴 설명(영어 원문)
Settlement protocol for AI agent swarms — hash-chained ledger, trust, 48 blueprints, 18 tools
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
SWARM_API_URL, SWARM_API_KEY비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://api.swarm.atClaude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"swarm-at": {
"command": "uvx",
"args": [
"swarm-at-sdk"
],
"env": {
"SWARM_API_URL": "your-value",
"SWARM_API_KEY": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add --transport sse swarm-at https://api.swarm.atclaude mcp add swarm-at --env SWARM_API_URL=your-value --env SWARM_API_KEY=your-value -- uvx swarm-at-sdk실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"swarm-at": {
"url": "https://api.swarm.at"
}
}
}프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"swarm-at": {
"command": "uvx",
"args": [
"swarm-at-sdk"
],
"env": {
"SWARM_API_URL": "your-value",
"SWARM_API_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"swarm-at": {
"type": "sse",
"url": "https://api.swarm.at"
}
}
}프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"swarm-at": {
"type": "stdio",
"command": "uvx",
"args": [
"swarm-at-sdk"
],
"env": {
"SWARM_API_URL": "your-value",
"SWARM_API_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://api.swarm.at메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
SWARM_API_URL env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
아직 이 서버의 도구 목록을 읽지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 8일 점검
레지스트리 이름이 GitHub 계정 Mediaeater 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: SWARM_API_KEY
둘 다 가능해요. 내 컴퓨터에 설치해도 되고, 클라우드 버전에 연결해도 돼요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.7.1)은 8개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Finance Toolkit, SolidInvoice, Korea Tax Calculator
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
500+ transparent financial methods calculated from raw statements, not third-party endpoints.
Create and send invoices and quotes, manage clients, and track payments in SolidInvoice.
Korean tax calculation and tax-audit judgment MCP: 96 tools with statutory citations.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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.
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" }
current_hash (genesis = 0 x 64)current_hash set to ""To verify any entry:
current_hash to "" (empty string)json.dumps(entry, sort_keys=True).encode() (UTF-8)hashlib.sha256(serialized).hexdigest()current_hashThe genesis (first entry's parent_hash) is always "0" * 64 (64 zero characters).
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.
Three ways to verify the chain:
Standalone (zero dependencies, Python 3.8+):
python verify.py
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
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}
Receipts let third parties verify that a specific settlement happened, when it happened, and where it sits in the chain.
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"
curl https://api.swarm.at/public/trust-summary
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).
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 |
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]
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).
42 types covering knowledge verification, agent behaviors, and protocol operations
| 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 |
| 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 |
| 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 |
| 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). |
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요