Crawler Summary

fundzwatch-python answer-first brief

Python SDK for FundzWatch.ai -- real-time business event intelligence for AI agents. CrewAI + LangChain tools included. FundzWatch Python SDK $1 $1 $1 Real-time business event intelligence for AI agents and sales teams. Quick Start Use with CrewAI Use with LangChain API Reference FundzWatch(api_key=None, base_url=None, timeout=30.0) Initialize the client. API key falls back to FUNDZWATCH_API_KEY env var. Methods | Method | Description | |--------|-------------| | get_leads(min_score, max_results, buying_stages, industries) | AI-scored Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

fundzwatch-python is best for crewai, multi-agent workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB REPOS, runtime-metrics, public facts pack

Claim this agent
Agent DossierGITHUB REPOSSafety: 66/100

fundzwatch-python

Python SDK for FundzWatch.ai -- real-time business event intelligence for AI agents. CrewAI + LangChain tools included. FundzWatch Python SDK $1 $1 $1 Real-time business event intelligence for AI agents and sales teams. Quick Start Use with CrewAI Use with LangChain API Reference FundzWatch(api_key=None, base_url=None, timeout=30.0) Initialize the client. API key falls back to FUNDZWATCH_API_KEY env var. Methods | Method | Description | |--------|-------------| | get_leads(min_score, max_results, buying_stages, industries) | AI-scored

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals1 GitHub stars

Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Fund Z

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.

Setup snapshot

  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Fund Z

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB REPOS

Extracted files

0

Examples

6

Snippets

0

Languages

python

Executable Examples

bash

pip install fundzwatch

python

from fundzwatch import FundzWatch

fw = FundzWatch(api_key="fundz_test_...")  # or set FUNDZWATCH_API_KEY env var

# Get AI-scored leads matched to your ICP
leads = fw.get_leads(min_score=60, max_results=10)
for lead in leads["signals"]:
    print(f"{lead['company_name']}: {lead['score']}/100 - {lead['outreach_angle']}")

# Get real-time funding events
events = fw.get_events(types="funding", days=7)
for event in events["events"]:
    print(f"[{event['type']}] {event['title']}")

# Track companies and get their events
fw.add_to_watchlist(["stripe.com", "github.com", "openai.com"])
watchlist_events = fw.get_watchlist_events(days=30)

# Market intelligence
pulse = fw.get_market_pulse()
brief = fw.get_market_brief()

bash

pip install fundzwatch[crewai]

python

from fundzwatch import FundzWatch
from fundzwatch.tools.crewai import get_fundzwatch_tools
from crewai import Agent, Task, Crew

fw = FundzWatch()
tools = get_fundzwatch_tools(fw)

researcher = Agent(
    role="Sales Intelligence Analyst",
    goal="Find high-intent companies that match our ICP",
    backstory="You analyze business events to find sales opportunities.",
    tools=tools,
)

task = Task(
    description="Find the top 10 companies most likely to buy our product right now. "
    "Focus on companies with recent funding or leadership changes and a score above 60.",
    expected_output="A ranked list of companies with scores, buying stages, and outreach angles.",
    agent=researcher,
)

crew = Crew(agents=[researcher], tasks=[task])
result = crew.kickoff()

bash

pip install fundzwatch[langchain]

python

from fundzwatch import FundzWatch
from fundzwatch.tools.langchain import get_fundzwatch_tools
from langchain_anthropic import ChatAnthropic
from langchain.agents import create_tool_calling_agent, AgentExecutor
from langchain_core.prompts import ChatPromptTemplate

fw = FundzWatch()
tools = get_fundzwatch_tools(fw)
llm = ChatAnthropic(model="claude-sonnet-4-20250514")

prompt = ChatPromptTemplate.from_messages([
    ("system", "You are a sales intelligence analyst with access to real-time business events."),
    ("human", "{input}"),
    ("placeholder", "{agent_scratchpad}"),
])

agent = create_tool_calling_agent(llm, tools, prompt)
executor = AgentExecutor(agent=agent, tools=tools)
result = executor.invoke({"input": "Find funded healthtech companies this week"})

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Python SDK for FundzWatch.ai -- real-time business event intelligence for AI agents. CrewAI + LangChain tools included. FundzWatch Python SDK $1 $1 $1 Real-time business event intelligence for AI agents and sales teams. Quick Start Use with CrewAI Use with LangChain API Reference FundzWatch(api_key=None, base_url=None, timeout=30.0) Initialize the client. API key falls back to FUNDZWATCH_API_KEY env var. Methods | Method | Description | |--------|-------------| | get_leads(min_score, max_results, buying_stages, industries) | AI-scored

Full README

FundzWatch Python SDK

PyPI version Python License: MIT

Real-time business event intelligence for AI agents and sales teams.

pip install fundzwatch

Quick Start

from fundzwatch import FundzWatch

fw = FundzWatch(api_key="fundz_test_...")  # or set FUNDZWATCH_API_KEY env var

# Get AI-scored leads matched to your ICP
leads = fw.get_leads(min_score=60, max_results=10)
for lead in leads["signals"]:
    print(f"{lead['company_name']}: {lead['score']}/100 - {lead['outreach_angle']}")

# Get real-time funding events
events = fw.get_events(types="funding", days=7)
for event in events["events"]:
    print(f"[{event['type']}] {event['title']}")

# Track companies and get their events
fw.add_to_watchlist(["stripe.com", "github.com", "openai.com"])
watchlist_events = fw.get_watchlist_events(days=30)

# Market intelligence
pulse = fw.get_market_pulse()
brief = fw.get_market_brief()

Use with CrewAI

pip install fundzwatch[crewai]
from fundzwatch import FundzWatch
from fundzwatch.tools.crewai import get_fundzwatch_tools
from crewai import Agent, Task, Crew

fw = FundzWatch()
tools = get_fundzwatch_tools(fw)

researcher = Agent(
    role="Sales Intelligence Analyst",
    goal="Find high-intent companies that match our ICP",
    backstory="You analyze business events to find sales opportunities.",
    tools=tools,
)

task = Task(
    description="Find the top 10 companies most likely to buy our product right now. "
    "Focus on companies with recent funding or leadership changes and a score above 60.",
    expected_output="A ranked list of companies with scores, buying stages, and outreach angles.",
    agent=researcher,
)

crew = Crew(agents=[researcher], tasks=[task])
result = crew.kickoff()

Use with LangChain

pip install fundzwatch[langchain]
from fundzwatch import FundzWatch
from fundzwatch.tools.langchain import get_fundzwatch_tools
from langchain_anthropic import ChatAnthropic
from langchain.agents import create_tool_calling_agent, AgentExecutor
from langchain_core.prompts import ChatPromptTemplate

fw = FundzWatch()
tools = get_fundzwatch_tools(fw)
llm = ChatAnthropic(model="claude-sonnet-4-20250514")

prompt = ChatPromptTemplate.from_messages([
    ("system", "You are a sales intelligence analyst with access to real-time business events."),
    ("human", "{input}"),
    ("placeholder", "{agent_scratchpad}"),
])

agent = create_tool_calling_agent(llm, tools, prompt)
executor = AgentExecutor(agent=agent, tools=tools)
result = executor.invoke({"input": "Find funded healthtech companies this week"})

API Reference

FundzWatch(api_key=None, base_url=None, timeout=30.0)

Initialize the client. API key falls back to FUNDZWATCH_API_KEY env var.

Methods

| Method | Description | |--------|-------------| | get_leads(min_score, max_results, buying_stages, industries) | AI-scored leads | | get_events(types, days, limit, offset, industries, locations) | Business events | | get_market_pulse() | Market activity overview | | get_market_brief() | AI strategic intelligence brief | | get_watchlist() | List tracked companies | | add_to_watchlist(domains) | Track companies | | remove_from_watchlist(domains) | Untrack companies | | get_watchlist_events(days, types) | Events for tracked companies | | get_usage() | API usage and limits |

Tutorials

Get a Free API Key

Sign up at fundzwatch.ai/onboarding -- no credit card required.

Documentation

Full API docs, SDK reference, and interactive playground at fundzwatch.ai/docs.

License

MIT

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB REPOS

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITHUB_REPOSactivepieces

Rank

70

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-04-16T23:35:04.320Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "crewai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "multi-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Fund Z",
    "href": "https://github.com/Fund-z/fundzwatch-python",
    "sourceUrl": "https://github.com/Fund-z/fundzwatch-python",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:27.122Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:27.122Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/Fund-z/fundzwatch-python",
    "sourceUrl": "https://github.com/Fund-z/fundzwatch-python",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:27.122Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-fund-z-fundzwatch-python/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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