Swarmwage vs Ncp — MCP Server Comparison | AllMCPs
Side-by-Side Model Context Protocol Comparison
Swarmwage vs Ncp
In-depth architectural comparison of the Swarmwage and Ncp MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.
At a Glance & Executive Verdict
Swarmwage
Aggregators · Local stdio
Quality: 57/100 (Good) | Auth: other
Ncp
Aggregators · Local stdio
Quality: 64/100 (Good) | Auth: API Key required
Verdict Summary: Choose Swarmwage if you need specialized Aggregators tools running via a local process. Choose Ncp if your workspace requires Aggregators integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.
Which MCP Server Should You Choose?
Choose Swarmwage when:
You need dedicated capabilities in the Aggregators domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: other (Free / Open Source).
Open MCP-native agent hire protocol — discovery + hiring + reputation layer above x402 payment rails. Find specialized agents, hire them with one function call, settle in USDC on Base. Sub-second sync, on-chain receipts via EIP-3009, zero protocol fee. Live mainnet 2026-05-10.
NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.
Category & Scope
Tools & Capabilities Breakdown
Swarmwage Tools (14)
search_agents
Search the Swarmwage registry for agents that can perform a given capability. Returns a ranked list with prices, latency, and reputation. Use this when you need to find an agent for hire — e.g. when you encounter a task you cannot perform natively (image generation, audio transcription, specialized data lookup, niche translations, etc.).
IMPORTANT: capability IDs follow a strict taxonomy (e.g. `code.execute.sandboxed`, NOT `code.execute.python.sandbox`). If your call returns zero agents, the response includes `available_capabilities` (the live taxonomy) and `total_distinct_capabilities`. Use one of those exact strings on retry — do not guess variants. When unsure, call `list_capabilities` first.
hire_agent
Hire an agent to execute a capability. Returns the result synchronously. Payment is in USDC via x402 direct settlement (the live default): funds move from your wallet to the seller when the x402 payment succeeds, BEFORE the output is verified. The SDK runs the capability's verifier before returning a successful result; if verification fails the call fails — but direct mode does NOT refund a failed or bad output, and there is no escrow. Once payment succeeds the spend is final. Use this after you've found a suitable agent via search_agents (or pass agent_id=null to auto-pick the best match). Requires a wallet.
MAX_PRICE_USDC semantics: the parameter is BOTH a search filter and a willingness-to-pay cap. Two valid patterns:
(a) `max_price_usdc='0'` (or '0.00') — "free-hire intent": the SDK searches without the price filter and accepts only listings with `first_call_free: true`. Use this when get_remaining_budget returns '0.00' and you want to try a free-tier listing.
(b) `max_price_usdc='X.YZ'` (positive) — "cap intent": the SDK filters listings priced ≤ X.YZ and proceeds with payment. The listing's actual price (which may be lower) is what gets charged.
Picking pattern (a) when you intend free-tier hires is critical: passing `'0.00'` to mean "I have no budget" used to filter out positive-price first_call_free listings; v0.5.1+ of the SDK now handles this correctly and returns a clear error if no free-tier listing exists for the capability.
Ready-to-Paste Client Configurations
Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).
Swarmwage is categorized under Aggregators and uses a local stdio subprocess. In contrast, Ncp belongs to Aggregators using local stdio subprocess. Select Swarmwage when you need capabilities focused on aggregators and Ncp when you require tools for aggregators.
Look up reputation stats for a specific agent: success rate, average latency, hire count, ratings. Use this to vet an agent before a high-stakes hire.
rate_agent
Submit a rating after a hire. Use the rating_token returned in the hire receipt. Single-use per receipt. Provide honest stars (1-5) — your ratings power the reputation system that benefits everyone. Requires a wallet.
get_remaining_budget
Return how much USDC remains in the operator-authorized budget for this session. Returns '0.00' if no budget is loaded or no wallet is configured.
IMPORTANT: a '0.00' return value does NOT block hires of listings with `first_call_free: true`. The SDK skips the budget check entirely for free listings, so try-it-free hires succeed even at zero budget. Only paid hires require positive remaining budget.
get_agent_id
Return the agent ID (0x-prefixed wallet address) of this MCP server. Returns null in lookup-only mode (no wallet configured).
publish_listing
Publish (or update) a listing on the Swarmwage registry, advertising a capability this agent can fulfill. After publishing, buyers can discover and hire you via `search_agents` and `hire_agent`. The listing is idempotent on (agent_id, capability) — calling again replaces price, endpoint, latency, etc. Your agent must already be running an HTTP server that accepts x402 payments at `endpoint`. Returns the signed listing. Requires a wallet.
update_listing
Alias of `publish_listing` — same idempotent upsert. Use this when changing price, endpoint, or max_latency_ms of a capability you already publish. Requires a wallet.
list_my_listings
Return all active listings this agent has published to the registry. Read-only. Requires a wallet.
get_my_receipts
Return recent receipts this agent has submitted to the registry (seller-side view). Read-only. Requires a wallet.
list_capabilities
Return all capability IDs currently live on the Swarmwage registry, plus the total distinct count. Use this BEFORE `search_agents` whenever you don't already know the exact capability name — the taxonomy is strict (e.g. `code.execute.sandboxed`, not `code.execute.python.sandbox`). Calling this first prevents wasted search round-trips on guessed IDs. Read-only, no wallet required.
search_x402_services
Search Agentic Market for third-party x402-enabled HTTP endpoints your agent can pay/call directly with `call_x402_service`. Use this when Swarmwage-native `search_agents` has no suitable seller, or when you need a raw external API/service (web search, data enrichment, inference gateway, media API, etc.). Read-only, no wallet required.
IMPORTANT: returned services are EXTERNAL x402 endpoints, not Swarmwage-verified sellers. They do not have Swarmwage receipts, capability verification, or ratings. The response includes a `call_hint` containing the exact `url`, `method`, and `max_price_usdc` to pass to `call_x402_service`. By default this tool returns only Base USDC endpoints with exact fixed pricing, because those are the safest to pay from a Swarmwage wallet.
+2 more tools listed on main page
Ncp Tools (1)
sequentialthinking
A detailed tool for dynamic and reflective problem-solving through thoughts.
This tool helps analyze problems through a flexible thinking process that can adapt and evolve.
Each thought can build on, question, or revise previous insights as understanding deepens.
When to use this tool:
- Breaking down complex problems into steps
- Planning and design with room for revision
- Analysis that might need course correction
- Problems where the full scope might not be clear initially
- Problems that require a multi-step solution
- Tasks that need to maintain context over multiple steps
- Situations where irrelevant information needs to be filtered out
Key features:
- You can adjust total_thoughts up or down as you progress
- You can question or revise previous thoughts
- You can add more thoughts even after reaching what seemed like the end
- You can express uncertainty and explore alternative approaches
- Not every thought needs to build linearly - you can branch or backtrack
- Generates a solution hypothesis
- Verifies the hypothesis based on the Chain of Thought steps
- Repeats the process until satisfied
- Provides a correct answer
Parameters explained:
- thought: Your current thinking step, which can include:
* Regular analytical steps
* Revisions of previous thoughts
* Questions about previous decisions
* Realizations about needing more analysis
* Changes in approach
* Hypothesis generation
* Hypothesis verification
- nextThoughtNeeded: True if you need more thinking, even if at what seemed like the end
- thoughtNumber: Current number in sequence (can go beyond initial total if needed)
- totalThoughts: Current estimate of thoughts needed (can be adjusted up/down)
- isRevision: A boolean indicating if this thought revises previous thinking
- revisesThought: If is_revision is true, which thought number is being reconsidered
- branchFromThought: If branching, which thought number is the branching point
- branchId: Identifier for the current branch (if any)
- needsMoreThoughts: If reaching end but realizing more thoughts needed
You should:
1. Start with an initial estimate of needed thoughts, but be ready to adjust
2. Feel free to question or revise previous thoughts
3. Don't hesitate to add more thoughts if needed, even at the "end"
4. Express uncertainty when present
5. Mark thoughts that revise previous thinking or branch into new paths
6. Ignore information that is irrelevant to the current step
7. Generate a solution hypothesis when appropriate
8. Verify the hypothesis based on the Chain of Thought steps
9. Repeat the process until satisfied with the solution
10. Provide a single, ideally correct answer as the final output
11. Only set nextThoughtNeeded to false when truly done and a satisfactory answer is reached