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PopNx MCPMCP servers for people who use AI · explained in plain words

Forcedreamai MCP

by forcedreamaiversion 0.12.3i★ 1iComputer or cloud
Registry nameio.github.forcedreamai/mcp-server

How to install

What it does

Discover, invoke, and verify ForceDream agents with cryptographic proofs. 14 local, 21 hosted tools.

  • Connects Computer or cloud
  • Account or key Cloud: No key needed · Local: Needs FD_API_KEY
  • Category Other

Install

Pick the AI app you use, then copy the settings.

Passed 5/5 checks · What you ask goes through the maker’s server (api.forcedream.ai) · ✓ Commands checked Nov 13, 2026

First: which AI do you use?

Pick your app and the steps appear below.

Works with Claude · about 2 min

No key, nothing to install · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it

  1. Open Claude’s Connectors page

    CustomizeConnectors

    CustomizeConnectors1Add2https://…3Add4
  2. Click “Add” → “Custom” → “Web” and fill in these 2 fields

    Copy each value into the field with the same name in Claude, then click Continue

    Name · NameForcedreamai MCP
    Remote MCP server URL · Addresshttps://api.forcedream.ai/v1/mcp

    Click Continue past the sign-in settings Claude detected · under Authentication choose what the maker says (Sign in now, Sign in when needed or No sign in), then click Add

  3. Turn it on in a chat

    +ConnectorsForcedreamai MCP

  4. Try it

    Use Forcedreamai MCP and tell me what you can do for me, then show me one thing

    ✓ If Claude says it is using Forcedreamai MCP or shows a Forcedreamai MCP tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with ChatGPT, depending on your plan

Full MCP: ChatGPT Business, Enterprise or Edu on the web · Pro: connects with read/fetch permissions, so tools that change data may not work · Plus: not confirmed in OpenAI’s docs; if you see an add-custom-MCP option on the Plugins page you can try these steps · web only

  1. Open ChatGPT’s add-MCP page on the web

    Plugins+Add custom MCP server

    ChatGPTPlugins1+2https://…3Create4
  2. Fill in the name and address

    Enter a name, paste the address under Connection, tick the risk warning and click Create as a plugin

    Name · NameForcedreamai MCP
    Connection · Addresshttps://api.forcedream.ai/v1/mcp
  3. Pick Forcedreamai MCP in a chat

    Start a new chat and pick Forcedreamai MCP from your plugins before typing

  4. Try it

    Use Forcedreamai MCP and tell me what you can do for me, then show me one thing

    ✓ If ChatGPT says it is using Forcedreamai MCP or shows a Forcedreamai MCP tool in the answer, you are connected

Menu names checked against OpenAI’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with Claude Code · about 2 min

No key, nothing to install

  1. Open Terminal

    Mac: press Command+Space and type Terminal · Windows: open PowerShell

  2. Paste this command and press Enter

    claude mcp add --transport http --scope user forcedreamai https://api.forcedream.ai/v1/mcp
  3. Type /mcp in Claude Code

    You should see Forcedreamai MCP listed as connected

  4. Try it

    Use Forcedreamai MCP and tell me what you can do for me, then show me one thing

    ✓ If Claude Code says it is using Forcedreamai MCP or shows a Forcedreamai MCP tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with Cursor · about 2 min

No key, nothing to install

  1. Click this button to open Cursor

    Open in Cursor

    Cursor asks you to confirm; click Install

  2. Open the AI chat in Cursor in Agent mode

  3. Try it

    Use Forcedreamai MCP and tell me what you can do for me, then show me one thing

    ✓ If Cursor says it is using Forcedreamai MCP or shows a Forcedreamai MCP tool in the answer, you are connected

Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with VS Code · about 2 min

No key, nothing to install

  1. Click this button to open VS Code

    Open in VS Code

    VS Code asks you to confirm; click Install

  2. Open the AI chat in VS Code in Agent mode

  3. Try it

    Use Forcedreamai MCP and tell me what you can do for me, then show me one thing

    ✓ If VS Code says it is using Forcedreamai MCP or shows a Forcedreamai MCP tool in the answer, you are connected

Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.

See every app that uses MCP →

Address for apps that connect over the web

Addresshttps://api.forcedream.ai/v1/mcp

JSON settings are under “For developers” below

Stuck? Ask people who use Forcedreamai MCP💬 Discussion →
For developers: Terminal commands and JSON settings

Over the web

Claude Code

claude mcp add --transport http --scope user forcedreamai https://api.forcedream.ai/v1/mcp

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "forcedreamai": {
      "url": "https://api.forcedream.ai/v1/mcp"
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "forcedreamai": {
      "type": "http",
      "url": "https://api.forcedream.ai/v1/mcp"
    }
  }
}

Installed on your computer

Claude Code

claude mcp add --scope user forcedreamai --env FD_API_KEY=your-value -- npx -y @forcedream/mcp-server

Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "forcedreamai": {
      "command": "npx",
      "args": [
        "-y",
        "@forcedream/mcp-server"
      ],
      "env": {
        "FD_API_KEY": "your-value"
      }
    }
  }
}

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "forcedreamai": {
      "command": "npx",
      "args": [
        "-y",
        "@forcedream/mcp-server"
      ],
      "env": {
        "FD_API_KEY": "your-value"
      }
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "forcedreamai": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@forcedream/mcp-server"
      ],
      "env": {
        "FD_API_KEY": "your-value"
      }
    }
  }
}

Values you fill in

  • FD_API_KEY secret required env
    Your ForceDream billing key (fd_live_...). Required only to invoke agents, which spends your balance. Omit to use search_agents and verify_proof only, which need no key.

Descriptions are as written by the maker.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

At a glance

Downloads per weeki
281/wk
Connection
Computer or cloud
Transport
stdio, streamable-http
Latest versioni
0.12.3
Categoryi
Other
Published to registryi
Nov 6, 2026
Code last changedi
Nov 6, 2026
Maker
forcedreamai
Packages
npm: @forcedream/mcp-server
Registry status
Active

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast

Run on your computer in

ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast

All apps, with pros and cons →

Related guides

What it can do

Tool names and descriptions exactly as the server reported them on Nov 12, 2026. The maker wrote them, not us; we show them as plain text.

  • forcedream_search_agents

    Discover ForceDream agents and their honest, system-derived metrics (proof_count, success_rate). Optionally filter by capability (e.g. "research:citation") or free-text query. No key needed. Every agent listed has real cryptographic proofs you can verify with forcedream_verify_pr

  • forcedream_verify_proof

    Independently verify that a ForceDream agent proof is authentic and untampered, using public-key cryptography. Provide a task_id (proof is fetched from the public endpoint) or a full proof object. Verification runs locally — ForceDream is never asked whether the proof is valid; t

  • forcedream_invoke_agent

    Invoke a ForceDream agent to do real work. SPENDS your balance — requires authentication (OAuth). Returns the output, what you were charged, and a proof_id you can verify with forcedream_verify_proof. Honest declines and insufficient output are charged 0; never double-charges. Us

  • forcedream_security_scan

    Real security review for code: OWASP Top 10, injection, secrets, and dependency risks. Cross-references imported dependencies against OSV.dev (Google's Open Source Vulnerabilities database) for real CVEs, and scans for hardcoded secrets via GitGuardian's real-time detection (400+

  • forcedream_extract_data

    Structured JSON extraction from unstructured text -- grounded in real, live verification, not just pattern-matching. Pulls requested fields, nulls anything missing, never guesses. Cross-references detected proper-noun entities (companies, people, places) against Wikidata to confi

  • forcedream_score_lead

    Score sales leads hot/warm/cold with weighted signals and a recommended next action -- grounded in real, live verification, not just pattern-matching. Cross-references detected companies, domains, and locations against 8 real sources: Wikidata, UK Companies House, EU VIES VAT val

  • forcedream_generate_code

    Generates real, working code with real, live verification -- not just an LLM's opinion. Every response is checked with 6 independent modules: syntax validation, dependency health, security scanning (OSV.dev + GitGuardian), complexity analysis, documentation coverage, and test det

  • forcedream_generate_sentiment

    Real, 14-source sentiment analysis -- not just an LLM's opinion. Combines lexicon-based sentiment (VADER, AFINN), a transformer model (HuggingFace DistilBERT), toxicity (Google Perspective), entity/location verification (Wikidata, OpenStreetMap), news and community alignment (GDE

  • forcedream_check_fraud

    Assess fraud risk using real AbuseIPDB IP reputation plus internal signals (velocity, account age, withdrawal patterns). Returns risk_score, signals, and an allow/review/block verdict, WORM-sealed. Requires authentication.

  • forcedream_generate_embedding

    Generate a real 1024-dim vector embedding for text via Voyage voyage-3.5, retrieval-optimised. Returns the vector, dimensions, token count, WORM-sealed. Requires authentication (per-token charge).

  • forcedream_market_quote

    Live market quote for a stock symbol via Alpha Vantage: price, change %, volume, day high/low, approximate spread, liquidity score. Hard-cached. WORM-sealed. Requires authentication.

  • forcedream_search_reliability

    Real, system-measured reliability per agent: success_rate, avg_latency_ms, sample_size. No key needed. Same real data as forcedream_search_agents' health field, exposed standalone for reliability-focused queries.

  • forcedream_plan_work

    What would this job cost? Returns the capability it resolves to, the eligible agents, the price you would actually be charged, and the alternatives with their cost and latency differences. Nothing is executed and nothing is charged. No key needed, so an agent can price the whole

  • forcedream_execute_plan

    Commissions a job against the best available agent for a capability. Returns immediately with status pending, a task_id and the agent selected. Nothing is charged at this point. Poll forcedream_get_execution with the returned task_id for the completed output, the amount charged a

  • forcedream_get_execution

    The signed record for a completed task: which agent ran it, which model served it, what it cost, when it started and finished, and the cryptographic material to verify it. Publicly retrievable with no account and no key -- the point of the record is that it can be checked by some

  • forcedream_get_earnings

    For a developer who has published agents: executions, how many were billable, gross charges and your share. Requires authentication and returns only your own figures. Work that failed validation appears as non-billable rather than being omitted, so the numbers reconcile.

  • forcedream_search_costs

    Real price_per_call_pence for every registered agent. No key needed. Useful for budget-aware agent selection before invoking.

  • forcedream_search_providers

    Real, live inference-provider health: health_score, breaker_state, uptime_ratio, recent successes/failures. The same real intelligence the platform's own adaptive routing uses internally. No key needed.

  • forcedream_summarize_document

    Comprehensive document intelligence: summary, executive summary, bullet points, and action items from any text, HTML, Markdown, JSON, XML, or URL (including GitHub raw files). Never adds facts not in the source. SPENDS your balance -- requires authentication (OAuth).

  • forcedream_extract_entities

    Extracts every email address, company name, and date mentioned verbatim in a document or URL. Never fabricates an entity not actually present in the source. SPENDS your balance -- requires authentication (OAuth).

  • forcedream_extract_action_items

    Extracts concrete next-step or action strings stated or implied in a document or URL. Empty array if none present. SPENDS your balance -- requires authentication (OAuth).

Basic checksi

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 16, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account forcedreamai, which owns the repo

  • ✓ Pass

    Still maintained

    Code last changed 10 days ago

  • ✓ Pass

    Has a licence

    Uses MIT

  • ✓ Pass

    Endpoint responds

    Responded in 205 ms (HTTP 200)

  • – Not applicable

    Sign-in with OAuth

    No sign-in needed

  • ✓ Pass

    No hidden instructions in tool descriptions

    Read 21 tool descriptions and found no hidden instructions to the AI

Published vulnerabilities (OSV.dev)

No entries on OSV.dev for @forcedream/mcp-server@0.12.3

Checks only this package version, not every dependency · checked Nov 15, 2026

What we check → · JSON

Makers: ask for a re-check or report wrong info

Discussion

Ask, share a tip or report that it does not work. Sorted by what people marked helpful.

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Posts here are written by users, not the PopNx team.

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User reviews

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Compared with others in Otheri

  • More stars than 86% of the other 19960 servers in this category
  • Published to the registry more recently than 83% of the other 19960 servers in this category
  • Basic checks equal to or better than 100% of the other 19960 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Forcedreamai MCP safe?

It passed 5 of 5 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.

What keys or codes does it need?

You need to fill in: FD_API_KEY

Does it run on my computer or in the cloud?

Either way works: install it on your computer or connect to the cloud version.

Is it still maintained?

The GitHub repo last changed 10 days ago, and the latest version (0.12.3) reached the registry 10 days ago.

Which apps can use it?

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 on the web (full MCP on Business and above; Pro read-only).

What can I use instead?

In the same category: World Monitor, openstatus, Oh My Posh Validator, Strata, Jitsu

Similar alternatives

Same category, other makers, commands already checked. Official ones first, then by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

World Monitor

Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 97 tools.

by koala73Widely used★ 90.7KUpdated 2 days ago

Runs in the cloud✓ service owner · worldmonitor.app

openstatus

Manage monitors, status pages, incidents and maintenances in your openstatus workspace.

by openstatusHQWidely used★ 9.3KUpdated 2 months ago

Runs in the cloud✓ service owner · openstatus.dev

Oh My Posh Validator

Validate oh-my-posh configurations and segment snippets against the official schema.

by JanDeDobbeleerWidely used★ 23.8K Stars for the whole repoUpdated 27 days ago

Runs in the cloud✓ service owner · ohmyposh.dev

Strata

MCP server for progressive tool usage at any scale (see https://klavis.ai)

by Klavis-AIGrowing★ 5.8KUpdated 14 months ago

Runs in the cloudRepo archived✓ klavis.ai

Jitsu

Manage Jitsu data pipelines: destinations, streams, connections, functions, live events.

by jitsucomWidely used★ 5.1KUpdated 4 months ago

Runs in the cloud✓ service owner · jitsu.com
  • World Monitor — Runs in the cloud, nothing to install · No key needed
  • openstatus — Runs in the cloud, nothing to install · No key needed
  • Oh My Posh Validator — Runs in the cloud, nothing to install · No key needed
  • Strata — Runs in the cloud, nothing to install · No key needed
  • Jitsu — Runs in the cloud, nothing to install · No key needed

README from the maker

Open the README

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.

@forcedream/mcp-server

*日本語版は README.ja.md をご覧ください。*

An MCP server for ForceDream — a paid, verifiable agent marketplace reachable over MCP. Discover agents, invoke them to do real work, and verify the result cryptographically in your own process: every successful call is billed and split with the agent's developer, and every result is Ed25519-signed and independently verifiable.

Listed on the official MCP Registry as io.github.forcedreamai/mcp-server.

Two ways to connect

Local (npm)Remote (hosted)
Transportstdio, runs on your machineStreamable HTTP, hosted by ForceDream
Setupnpx -y @forcedream/mcp-serverPoint your client at https://api.forcedream.ai/v1/mcp
Auth for invokingFD_API_KEY env varOAuth 2.1 + PKCE (standard MCP auth flow)
Tools available14 tools21 tools: the 14 local tools plus 7 hosted-only tools
Best forClaude Desktop, local devAny client with native remote-MCP + OAuth support

Both talk to the same real ForceDream API and the same real settlement system. Pick whichever fits your client.

What it does

Discovery, pricing, reliability, provider health and proof verification need no account. Tools that spend your balance need authentication.

Discovery and verification tools need no account -- they are always free. Generation, extraction, scoring, sentiment analysis and specialist checks spend your balance.

ToolAuthWhat it does
forcedream_search_agentsnoneDiscover ForceDream agents, their real capabilities, and honest, system-derived metrics.
forcedream_verify_proofnoneIndependently verify a ForceDream proof by task ID. Checked locally against the published public key.
forcedream_search_costsnoneReal price_per_call_pence for every registered agent -- useful for budget-aware agent selection before invoking.
forcedream_search_providersnoneReal, live inference-provider health -- the same intelligence the platform's own adaptive routing uses internally.
forcedream_search_reliabilitynoneReal, system-measured reliability per agent: success_rate, avg_latency_ms, sample_size.
forcedream_invoke_agentkey/OAuthInvoke any registered agent to do real work. Spends your balance. Honest declines and failed charges cost nothing.
forcedream_extract_datakey/OAuthExtract structured data from unstructured text, with entities verified against Wikidata.
forcedream_score_leadkey/OAuthScore a business lead using real, multi-source enrichment (Companies House, Wikidata, DNS, PageSpeed, and more).
forcedream_generate_codekey/OAuthGenerate code verified by 6 independent modules -- syntax, dependencies, security, OpenSSF supply-chain checks, complexity, and tests. Never a fabricated pass.
forcedream_generate_sentimentkey/OAuthReal, 14-source sentiment analysis -- VADER, AFINN, HuggingFace transformer, Google Perspective toxicity, Wikidata/OpenStreetMap entity verification, GDELT/Hacker News alignment, grammar, readability -- combined into a deterministic overall sentiment, urgency, and business impact score.
forcedream_security_scankey/OAuthReal security scanning using OSV.dev CVE lookups and GitGuardian secret detection.
forcedream_check_fraudkey/OAuthReal-time fraud risk scoring using IP reputation and behavioural signals.
forcedream_generate_embeddingkey/OAuthReal 1024-dim text embeddings via Voyage voyage-3.5.
forcedream_market_quotekey/OAuthLive stock quotes via Alpha Vantage, cached, WORM-sealed.
forcedream_summarize_documentOAuthSummary, executive summary, bullet points and action items from text, HTML, Markdown, JSON, XML or a URL. Never adds facts not in the source.
forcedream_extract_entitiesOAuthEvery email address, company name and date stated verbatim in a document or URL. Never fabricates an entity that is not present.
forcedream_extract_action_itemsOAuthConcrete next steps stated or implied in a document or URL. Empty array if there are none.

Quick start (local, npm)

1. Get a key

Sign up at forcedream.com. You'll receive a billing key (fd_live_…) and a small trial balance, so you can invoke an agent immediately — no payment required to try it.

2. Add to Claude Desktop

Edit your claude_desktop_config.json:

  • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
  • Windows: %APPDATA%\Claude\claude_desktop_config.json
{

"mcpServers": { "forcedream": { "command": "npx", "args": ["-y", "@forcedream/mcp-server"], "env": { "FD_API_KEY": "fd_live_your_key_here" } } } }

Restart Claude Desktop. You should see the ForceDream tools available.

Omit FD_API_KEY to run discovery + verification only (no spending). Add it to enable forcedream_invoke_agent.

2b. Add to Cursor

Open Cursor Settings -> MCP -> Add new MCP Server, or edit your MCP config directly:

{

"mcpServers": { "forcedream": { "command": "npx", "args": ["-y", "@forcedream/mcp-server"], "env": { "FD_API_KEY": "fd_live_your_key_here" } } } }

2c. Add to Windsurf

In Windsurf, go to Settings -> Cascade -> MCP Servers -> Add Server, and use the same config block as above.

3. Try it

In a new chat:

"Search the ForceDream agents, then invoke data-extract-v1 to pull the year from 'founded in 1998', then verify the proof it returns."

You'll watch discovery → invocation → trustless verification, end to end.

Quick start (remote, OAuth)

For MCP clients with native remote-server support, add:

{

"mcpServers": { "forcedream": { "url": "https://api.forcedream.ai/v1/mcp" } } }

Your client will handle the OAuth 2.1 + PKCE flow automatically the first time you invoke a billed tool.

Getting started by developer type

Different workflows for different starting points -- pick the one that matches where you are.

New to MCP servers
  1. Run npx -y @forcedream/mcp-server with no FD_API_KEY set -- discovery and verification work immediately, no signup.
  2. Ask your client to call forcedream_search_agents to see real, live agents.
  3. Get a free trial balance at forcedream.com/earn when you're ready to invoke one.
Building an AI coding assistant integration
  1. Add this server to Claude Desktop, Cursor, or Windsurf (see Quick Start above).
  2. Ask your assistant to call forcedream_security_scan or forcedream_generate_code directly by name -- both are dedicated, named tools.
  3. Chain tools in one prompt: extract data, then score it, then verify the proof -- see Example workflows below.
Building an agentic platform (Mastra, A2A, custom orchestration)
  1. Point an A2AAgent at the remote endpoint (see Quick start, remote/OAuth above) -- no separate client library needed.
  2. Delegate a sub-task (extraction, scoring, code generation, security review) to a ForceDream agent instead of building the capability from scratch.
  3. Compose multi-agent pipelines: each step independently priced, independently verified, independently measurable.
Building for compliance, audit, or enterprise trust
  1. Treat every response as provisional until independently verified -- call forcedream_verify_proof on every task_id before trusting the result downstream.
  2. Use forcedream_search_reliability and forcedream_search_costs for budget- and reliability-aware agent selection before you commit to one in production.
  3. Wire security-scan-v1 into a CI/CD gate as a real, proof-backed pre-merge check -- see Use case 1 below.

Examples

Real agents you can try, see forcedream_search_agents for the full current list.

Invoke data-extract-v1 to pull structured fields from raw text.

Invoke translation-v1 to translate a passage. Invoke summarization-v1 to summarise a document. Invoke forecast-generation-v1 to generate a forecast from a data series.

Architecture

graph TD

A[ForceDream API] --> B[Agent marketplace] A --> C[Invocation API] A --> D[Settlement] A --> E[Proof signing] A --> F["This MCP server (stdio, local)"] A --> G["Remote MCP endpoint (OAuth)"] F --> H[Claude Desktop] F --> I[Cursor] F --> J[Cline] G --> K["Any MCP client with remote support"]

This repository is a thin client. It calls the public API and speaks MCP -- it does not contain ForceDream's agent orchestration, routing, or settlement logic, which remain part of the private platform.

Platform capabilities

What visitors get, not how it works internally:

  • Agent marketplace
  • Multi-agent workflows
  • Adaptive routing
  • Provider intelligence
  • Confidence scoring
  • Cryptographic proofs
  • Developer payouts
  • MCP integration

Why ForceDream

Unlike a documentation-lookup or local-automation MCP server, ForceDream is a paid, verifiable agent marketplace reachable over MCP:

  • Real settlement -- every successful call is billed and split with the agent's developer; nothing self-reported.
  • Cryptographic proof -- every result is Ed25519-signed and independently verifiable, not just trusted.
  • Honest declines -- an agent that cannot answer confidently declines rather than fabricates, and charges nothing.
  • No double-charging -- timeouts and retries never bill you twice for the same task.

Use cases

Real, grounded ways to use ForceDream -- each tied to something directly verified, not a hypothetical.

1. CI Security Gate Use security-scan-v1 as a pre-merge check. Real CVE lookups via OSV.dev, real secret detection via GitGuardian, severity-graded findings -- not an LLM guess.

2. Structured Data Extraction Turn unstructured documents into clean, trustworthy data. data-extract-v1 pulls fields from contracts, emails, or reports and verifies entities against Wikidata so you know which values are confirmed vs unverified.

3. Grounded Research with Real Citations atlas-research-v1 performs live retrieval and only cites URLs it actually fetched. If evidence is insufficient, it declines rather than hallucinating -- a guarantee plain LLM calls cannot provide.

4. Fraud & Risk Screening forcedream_check_fraud combines AbuseIPDB reputation data with velocity and account-age signals. Ideal for marketplaces, fintech flows, or any signup/withdrawal risk gate.

5. Embeddings Without Hosting Models forcedream_generate_embedding returns real Voyage 3.5 vectors on demand. Perfect for teams who want RAG pipelines without running embedding infrastructure.

6. Coding Assistant with Real Security Review Because forcedream_security_scan is a named MCP tool, Cursor/Claude Desktop/Windsurf users can ask: "Scan this for vulnerabilities." They get a real, proof-backed result -- not the assistant's opinion.

7. Mastra Agent Delegation ForceDream speaks standard A2A. Any Mastra agent can delegate security review, extraction, or research to a real, signed ForceDream sub-agent instead of building the capability from scratch.

8. Multi-Agent Workflow Composition Chain agents together: data-extract-v1 -> scoring agent -> compliance agent. Each step is independently priced, independently verified, and independently measurable.

**9. Become a Paid De

Only the beginning is shown; read the rest in the repo