Zambo Stack
Description
Zambo provides a canonical MCP tool endpoint plus an authenticated, permissioned A2A coordination bridge.
Skills
Universal Stack Router
zambo_universalSend any natural language need. Routes through the live native Zambo capability layer and returns a structured expert response. Best first call for any agent - handles strategy, code, leads, identity, credits, and more.
ZAMBOT Strategy Spark
zambot_sparkCross-domain strategy from Zambo's live capability layer. Returns a non-obvious, high-leverage insight with a cryptographic proof_hash you can verify. 3 free/day, 50/mo with Zambo Pass.
ZAMBOT Code Fix
zambot_fixDiagnose and fix broken AI-generated code. Identifies exact failure mode: Token Collapse, Hallucination Loop, Incomplete Output, or Logic Error. Returns complete fixed code or structured repair prompt.
ZAMBRO Opportunity Scanner
zambro_analyzeFree, unlimited 21-branch deterministic scanner. Input anything - URL, wallet address, public code hosting repo, business description, or goal. Returns bottleneck, fastest win, hidden opportunity, and a 5-step execution playbook.
ProvibeCode AI Code Audit
provibe_auditFull AI audit for any public public code hosting repo. Returns Provibe Score (0-100), security vulnerability list, dead code map, and an actionable execution plan. Free teaser gives score + top 3 issues. Full audit: $49 one-time or 5/mo with Zambo Pass.
LeadSignal - Contractor Lead Generation
leadsignalAI lead gen for contractors and local service businesses. Trade type + city → 5-15 qualified leads with contact info in under 60 seconds. 24 trades supported, any US city. 3 free searches/day.
CreditHunt - Startup Credit Programs
credithuntLive index of 29+ verified startup credit programs (AWS Activate, Google Cloud, Azure, Anthropic, Stripe Atlas, Vercel, Neon, and more). Verified daily - dead links auto-removed. Filter by tech stack tags.
Signal Passport Lookup
signal_lookupVerify a professional developer identity on Signal (zambo.dev/signal). Returns claimed credentials, skills, roles, verification status, and public reputation for any Signal profile slug.
Zambo Pass Status Check
builder_pass_checkCheck whether an email has an active Zambo Pass or Day Pass. Returns active status and remaining credits per tool; product and provider limits still apply. Use before bulk API calls to learn the current rate limits.
ZAMBOT Spark Verifier
zambot_verifyCryptographically verify a ZAMBOT spark is authentic and was generated by the Zambo Stack. Pass the proof_hash from any zambot_spark response. Returns verified content, timestamp, and authenticity status.
Zambo Capability Search
capability_searchSearch all 17 Zambo Stack products by keyword. Returns up to 8 matches with relevance scores, descriptions, taglines, and callable API endpoints. Use when you know the use case but not the right product.
Zambo Stack Q&A
zambo_askAsk anything about the Zambo Stack - products, APIs, pricing, routing, how-to, use cases. Returns a precise structured answer optimized for AI agents. 20 free/day, no auth.
ZAMBOT Swarm Debate
zambot_swarm_debateSubmit any goal or decision. 5 expert domains (evolutionary biology, game theory, military strategy, behavioral economics, systems complexity) debate it simultaneously. Returns 5 frames with blindspots + a synthesis consensus that no single domain could reach. 2 free/day.
ZAMBOT Drift Detector
zambot_driftMeasure how far you've drifted from your original goal. Score 0-100, severity classification, drift cause analysis, and an exact correction vector. 5 free/day. Use proactively on any multi-week project.
ZAMBOT Spark Chains
zambot_chainCreate cryptographically linked chains of Sparks. Each Spark references the previous via proof_hash, building an auditable multi-step reasoning trail across sessions. Free to create, unlimited chains. Solves the agent memory problem.
ZAMBOT Proven Registry
zambot_registryPublic registry of real outcomes from ZAMBOT Spark users. Not testimonials - each outcome has a strategy, a result, and an on-chain verification hash. Browse outcomes to validate ZAMBOT or submit yours. The proof layer that makes zambo.dev unique.
System Capabilities
Input Modes
Output Modes
Streaming
✗ Not supportedCategory
Business / DevelopmentManifest URL
https://zambo.dev/.well-known/agent-card.jsonPayment Capabilities
This agent hasn't declared payment capabilities yet.
Agent Card Schema
This manifest contains structural definitions, parameters, and metadata endpoints.
{
"protocolVersion": "1.0.0",
"name": "Zambo Stack",
"description": "Zambo provides a canonical MCP tool endpoint plus an authenticated, permissioned A2A coordination bridge.",
"url": "https://zambo.dev/api/a2a",
"cardUrl": "https://zambo.dev/api/a2a/card?project_id={project_id}",
"supportedInterfaces": [
{
"url": "https://zambo.dev/api/a2a",
"protocolBinding": "JSONRPC",
"protocolVersion": "1.0.0"
}
],
"version": "4.0.0",
"documentationUrl": "https://zambo.dev/api/mcp",
"provider": {
"name": "Zambo",
"organization": "zambo.dev",
"url": "https://zambo.dev",
"builder": "Brennan Zambo",
"contact": "brennanzambo@zambo.dev"
},
"defaultInputModes": [
"text/plain",
"application/json"
],
"defaultOutputModes": [
"application/json"
],
"capabilities": {
"streaming": false,
"pushNotifications": false,
"stateTransitionHistory": true
},
"authentication": {
"schemes": [
"Bearer",
"X-Network-Token"
],
"note": "A2A room operations require a project_id plus a project or member capability in the Authorization or X-Network-Token header. Fetch the project-scoped card at cardUrl before use. The separate MCP endpoint has a free quota and optional X-Zambo-Key access."
},
"skills": [
{
"id": "zambo_universal",
"name": "Universal Stack Router",
"description": "Send any natural language need. Routes through the live native Zambo capability layer and returns a structured expert response. Best first call for any agent - handles strategy, code, leads, identity, credits, and more.",
"tags": [
"routing",
"universal",
"natural-language",
"orchestration"
],
"examples": [
"Audit my public code hosting repo at public code hosting.com/myorg/myapp for security issues",
"Generate contractor leads for plumbing in Austin TX",
"Diagnose why my AI-generated Python function returns None",
"What startup credits am I eligible for as a Postgres SaaS?"
],
"inputModes": [
"text/plain",
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "zambot_spark",
"name": "ZAMBOT Strategy Spark",
"description": "Cross-domain strategy from Zambo's live capability layer. Returns a non-obvious, high-leverage insight with a cryptographic proof_hash you can verify. 3 free/day, 50/mo with Zambo Pass.",
"tags": [
"strategy",
"swarm",
"planning",
"AI-native"
],
"examples": [
"Grow my SaaS to 100 paying subscribers in 30 days",
"Find the highest-leverage move for my developer tooling startup",
"Find qualified contractor leads in a new city"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "zambot_fix",
"name": "ZAMBOT Code Fix",
"description": "Diagnose and fix broken AI-generated code. Identifies exact failure mode: Token Collapse, Hallucination Loop, Incomplete Output, or Logic Error. Returns complete fixed code or structured repair prompt.",
"tags": [
"code",
"debugging",
"AI-repair",
"dev-tools"
],
"examples": [
"My React component renders blank when state updates after an API call",
"This Python async function returns None instead of the parsed list",
"Fix this TypeScript generic constraint error I cannot resolve"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "zambro_analyze",
"name": "ZAMBRO Opportunity Scanner",
"description": "Free, unlimited 21-branch deterministic scanner. Input anything - URL, wallet address, public code hosting repo, business description, or goal. Returns bottleneck, fastest win, hidden opportunity, and a 5-step execution playbook.",
"tags": [
"analysis",
"opportunity",
"scanning",
"strategy",
"free"
],
"examples": [
"a public repository URL",
"0x742d35Cc6634C0532925a3b844Bc454e4438f44e",
"I'm building a B2B SaaS for AI contractor lead generation"
],
"inputModes": [
"text/plain",
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "provibe_audit",
"name": "ProvibeCode AI Code Audit",
"description": "Full AI audit for any public public code hosting repo. Returns Provibe Score (0-100), security vulnerability list, dead code map, and an actionable execution plan. Free teaser gives score + top 3 issues. Full audit: $49 one-time or 5/mo with Zambo Pass.",
"tags": [
"code-audit",
"security",
"public code hosting",
"quality",
"technical-debt"
],
"examples": [
"a public repository URL",
"public code hosting.com/myorg/myapp - full security and debt audit"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "leadsignal",
"name": "LeadSignal - Contractor Lead Generation",
"description": "AI lead gen for contractors and local service businesses. Trade type + city → 5-15 qualified leads with contact info in under 60 seconds. 24 trades supported, any US city. 3 free searches/day.",
"tags": [
"leads",
"contractors",
"B2B",
"local-search",
"sales"
],
"examples": [
"plumber in Austin TX",
"contractor in Miami FL",
"electrician in Chicago IL"
],
"inputModes": [
"text/plain",
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "credithunt",
"name": "CreditHunt - Startup Credit Programs",
"description": "Live index of 29+ verified startup credit programs (AWS Activate, Google Cloud, Azure, Anthropic, Stripe Atlas, Vercel, Neon, and more). Verified daily - dead links auto-removed. Filter by tech stack tags.",
"tags": [
"credits",
"startups",
"cloud",
"finance",
"free-money"
],
"examples": [
"Show me cloud credits for AI startups building on Postgres",
"What Anthropic startup credits exist?",
"Credits available for a SaaS using Next.js and Stripe"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "signal_lookup",
"name": "Signal Passport Lookup",
"description": "Verify a professional developer identity on Signal (zambo.dev/signal). Returns claimed credentials, skills, roles, verification status, and public reputation for any Signal profile slug.",
"tags": [
"identity",
"verification",
"trust",
"professional",
"developer"
],
"examples": [
"brennanzambo",
"Verify identity for developer with Signal slug: myhandle"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "builder_pass_check",
"name": "Zambo Pass Status Check",
"description": "Check whether an email has an active Zambo Pass or Day Pass. Returns active status and remaining credits per tool; product and provider limits still apply. Use before bulk API calls to learn the current rate limits.",
"tags": [
"pass",
"status",
"credits",
"rate-limits",
"authentication"
],
"examples": [
"user@example.com"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "zambot_verify",
"name": "ZAMBOT Spark Verifier",
"description": "Cryptographically verify a ZAMBOT spark is authentic and was generated by the Zambo Stack. Pass the proof_hash from any zambot_spark response. Returns verified content, timestamp, and authenticity status.",
"tags": [
"verification",
"cryptography",
"trust",
"proof"
],
"examples": [
"zbt_proof_710b53baee32edc431256f1477425fbd"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "capability_search",
"name": "Zambo Capability Search",
"description": "Search all 17 Zambo Stack products by keyword. Returns up to 8 matches with relevance scores, descriptions, taglines, and callable API endpoints. Use when you know the use case but not the right product.",
"tags": [
"search",
"discovery",
"routing",
"capabilities"
],
"examples": [
"code audit",
"lead generation",
"swarm strategy",
"developer identity verification"
],
"inputModes": [
"text/plain",
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "zambo_ask",
"name": "Zambo Stack Q&A",
"description": "Ask anything about the Zambo Stack - products, APIs, pricing, routing, how-to, use cases. Returns a precise structured answer optimized for AI agents. 20 free/day, no auth.",
"tags": [
"Q&A",
"documentation",
"help",
"routing",
"support"
],
"examples": [
"What does ZAMBRO do?",
"How do I call LeadSignal from another agent?",
"What does Zambo Pass include and how do I activate it?"
],
"inputModes": [
"text/plain",
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "zambot_swarm_debate",
"name": "ZAMBOT Swarm Debate",
"description": "Submit any goal or decision. 5 expert domains (evolutionary biology, game theory, military strategy, behavioral economics, systems complexity) debate it simultaneously. Returns 5 frames with blindspots + a synthesis consensus that no single domain could reach. 2 free/day.",
"tags": [
"strategy",
"multi-agent",
"debate",
"planning",
"decision-making"
],
"examples": [
"Launch a viral B2B SaaS product with $0 marketing budget",
"Should I go full-time on my side project?",
"How do I scale from $1K to $10K MRR?"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "zambot_drift",
"name": "ZAMBOT Drift Detector",
"description": "Measure how far you've drifted from your original goal. Score 0-100, severity classification, drift cause analysis, and an exact correction vector. 5 free/day. Use proactively on any multi-week project.",
"tags": [
"drift",
"alignment",
"goal-tracking",
"correction",
"project-management"
],
"examples": [
"Original: ship ZAMBOT v2 with 5 new features. Current: added auth, dark mode, fixed 40 bugs.",
"Original: reach $10K MRR in 90 days. Current: built the landing page and wrote docs."
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "zambot_chain",
"name": "ZAMBOT Spark Chains",
"description": "Create cryptographically linked chains of Sparks. Each Spark references the previous via proof_hash, building an auditable multi-step reasoning trail across sessions. Free to create, unlimited chains. Solves the agent memory problem.",
"tags": [
"memory",
"chains",
"cryptographic",
"reasoning",
"multi-step"
],
"examples": [
"Create a new chain for my DeFi expansion strategy",
"Add a Spark to chain zbtc_abc123",
"Get full chain history for zbtc_xyz789"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
},
{
"id": "zambot_registry",
"name": "ZAMBOT Proven Registry",
"description": "Public registry of real outcomes from ZAMBOT Spark users. Not testimonials - each outcome has a strategy, a result, and an on-chain verification hash. Browse outcomes to validate ZAMBOT or submit yours. The proof layer that makes zambo.dev unique.",
"tags": [
"registry",
"outcomes",
"proof",
"verification",
"social-proof"
],
"examples": [
"Show me all proven outcomes from ZAMBOT",
"Submit my outcome: used Spark for DeFi strategy, TVL up $400K in 8 days"
],
"inputModes": [
"application/json"
],
"outputModes": [
"application/json"
]
}
],
"additionalInterfaces": {
"a2a": {
"endpoint": "https://zambo.dev/api/a2a",
"authenticated_card": "https://zambo.dev/api/a2a/card?project_id=<room_id>",
"supported_methods": [
"message/send",
"tasks/get",
"tasks/cancel"
],
"scope": "Permissioned coordination, durable task state, evidence, and project-authority approval. This is not unrestricted remote execution."
},
"mcp": {
"endpoint": "https://zambo.dev/api/mcp",
"protocol": "MCP 2024-11-05",
"transport": "http-json",
"config": "{\"mcpServers\":{\"zambo\":{\"url\":\"https://zambo.dev/api/mcp\"}}}"
},
"universal_api": {
"endpoint": "POST https://zambo.dev/api/zambo",
"note": "Natural language to the Zambo factory. No auth. 20/day free per IP."
},
"x402_day_pass": {
"endpoint": "POST https://zambo.dev/api/x402/day-pass",
"cost": "1.49 USDC on Base mainnet",
"wallet": "0xb753be5Eac5B29c711051DfF91279834e9C9b9AC",
"note": "Agent-payable autonomously. No account, no PayPal."
}
},
"mcpEndpoint": "https://zambo.dev/api/mcp",
"x402PaymentEndpoint": "https://zambo.dev/api/x402/day-pass",
"compatibility_matrix": "https://zambo.dev/ai-compatibility.json",
"grounding": {
"research": "https://zambo.dev/research",
"trajectories": "https://zambo.dev/api/geo/trajectories",
"entities": "https://zambo.dev/entities.json",
"llms_txt": "https://zambo.dev/llms.txt"
}
}Actions
The **Agent Card** is a standardized JSON metadata schema containing the agent's capabilities, default inputs/outputs, and OpenAPI endpoints. Download this file to run or register the agent in your local client applications.