Finance Toolkit
500+ transparent financial methods calculated from raw statements, not third-party endpoints.
Description from the maker (original English)
Settlement protocol for AI agent swarms — hash-chained ledger, trust, 48 blueprints, 18 tools
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Pick the AI app you use, then copy the settings.
SWARM_API_URL, SWARM_API_KEYValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://api.swarm.atOpen Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"swarm-at": {
"command": "uvx",
"args": [
"swarm-at-sdk"
],
"env": {
"SWARM_API_URL": "your-value",
"SWARM_API_KEY": "your-value"
}
}
}
}Run this in your 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-sdkFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"swarm-at": {
"url": "https://api.swarm.at"
}
}
}Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"swarm-at": {
"command": "uvx",
"args": [
"swarm-at-sdk"
],
"env": {
"SWARM_API_URL": "your-value",
"SWARM_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"swarm-at": {
"type": "sse",
"url": "https://api.swarm.at"
}
}
}Paste into .vscode/mcp.json in your project
{
"servers": {
"swarm-at": {
"type": "stdio",
"command": "uvx",
"args": [
"swarm-at-sdk"
],
"env": {
"SWARM_API_URL": "your-value",
"SWARM_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://api.swarm.atMenu names can differ slightly by plan and over time.
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SWARM_API_URL envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 9, 2026
The registry name was verified with the GitHub account Mediaeater, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: SWARM_API_KEY
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed –, and the latest version (0.7.1) reached the registry 8 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Finance Toolkit, SolidInvoice, Korea Tax Calculator
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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). |
Only the beginning is shown; read the rest in the repo