Finance Toolkit
500+ transparent financial methods calculated from raw statements, not third-party endpoints.
Descripción del creador (original en inglés)
Settlement protocol for AI agent swarms — hash-chained ledger, trust, 48 blueprints, 18 tools
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
SWARM_API_URL, SWARM_API_KEYLos valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Funciona en Claude para web, escritorio y móvil:
https://api.swarm.atAbre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"swarm-at": {
"command": "uvx",
"args": [
"swarm-at-sdk"
],
"env": {
"SWARM_API_URL": "your-value",
"SWARM_API_KEY": "your-value"
}
}
}
}Ejecuta esto en tu terminal
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-sdkCompleta los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"swarm-at": {
"url": "https://api.swarm.at"
}
}
}Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"swarm-at": {
"command": "uvx",
"args": [
"swarm-at-sdk"
],
"env": {
"SWARM_API_URL": "your-value",
"SWARM_API_KEY": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"swarm-at": {
"type": "sse",
"url": "https://api.swarm.at"
}
}
}Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"swarm-at": {
"type": "stdio",
"command": "uvx",
"args": [
"swarm-at-sdk"
],
"env": {
"SWARM_API_URL": "your-value",
"SWARM_API_KEY": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
ChatGPT solo se conecta a servidores en internet:
https://api.swarm.atLos nombres de los menús pueden variar un poco según el plan y con el tiempo.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
SWARM_API_URL envEsta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Todavía no hemos leído la lista de herramientas de este servidor; revisamos los endpoints por turnos.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 8 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub Mediaeater, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; leemos la lista de herramientas cuando revisamos el endpoint
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
Debes completar: SWARM_API_KEY
Funciona de las dos formas: instálalo en tu computadora o conéctate a la versión en la nube.
El repo de GitHub cambió por última vez –, y la última versión (0.7.1) llegó al registro hace 8 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
En la misma categoría: Finance Toolkit, SolidInvoice, Korea Tax Calculator
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:↓ Descargas por semanai★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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). |
Solo se muestra el principio; lee el resto en el repo