Crawler Summary

The-Autonomous-Bug-Bounty-Recon-Agent-Pipeline-Engine- answer-first brief

A Python-based master script using subprocess and an agent framework (like LangChain or CrewAI) that executes bash binaries sequentially and feeds the text outputs to a local LLM for context mapping Autonomous Bug Bounty Recon Agent (Pipeline Engine) This repository contains a Python master orchestration script that runs bash-based reconnaissance and exploitation commands sequentially, feeds outputs into a local LLM for context mapping, and branches execution using a graph-based algorithm. Features - Graph-based execution loop with conditional branching - Subprocess-driven execution of bash binaries - Local LLM Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

The-Autonomous-Bug-Bounty-Recon-Agent-Pipeline-Engine- 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

Agent DossierGITHUB REPOSSafety: 66/100

The-Autonomous-Bug-Bounty-Recon-Agent-Pipeline-Engine-

A Python-based master script using subprocess and an agent framework (like LangChain or CrewAI) that executes bash binaries sequentially and feeds the text outputs to a local LLM for context mapping Autonomous Bug Bounty Recon Agent (Pipeline Engine) This repository contains a Python master orchestration script that runs bash-based reconnaissance and exploitation commands sequentially, feeds outputs into a local LLM for context mapping, and branches execution using a graph-based algorithm. Features - Graph-based execution loop with conditional branching - Subprocess-driven execution of bash binaries - Local LLM

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Amarkumr

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Unpublished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. Last updated 10/9/2026.

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

Amarkumr

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 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

0

Snippets

0

Languages

python

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

A Python-based master script using subprocess and an agent framework (like LangChain or CrewAI) that executes bash binaries sequentially and feeds the text outputs to a local LLM for context mapping Autonomous Bug Bounty Recon Agent (Pipeline Engine) This repository contains a Python master orchestration script that runs bash-based reconnaissance and exploitation commands sequentially, feeds outputs into a local LLM for context mapping, and branches execution using a graph-based algorithm. Features - Graph-based execution loop with conditional branching - Subprocess-driven execution of bash binaries - Local LLM

Full README

Autonomous Bug Bounty Recon Agent (Pipeline Engine)

This repository contains a Python master orchestration script that runs bash-based reconnaissance and exploitation commands sequentially, feeds outputs into a local LLM for context mapping, and branches execution using a graph-based algorithm.

Features

  • Graph-based execution loop with conditional branching
  • Subprocess-driven execution of bash binaries
  • Local LLM integration via llama_cpp when a model path is configured
  • Apache-specific exploit branch triggered by detection of outdated Apache on port 8080
  • Fallback heuristic flow when no local model is available

Usage

  1. Install dependencies:
pip install -r requirements.txt
  1. Set a local model path (optional):
setx LOCAL_LLM_MODEL "C:\path\to\model.bin"
  1. Run the master orchestration script:
python master_agent.py

Notes

  • This script expects a bash-compatible shell environment (bash -lc) on Windows, such as WSL, Git Bash, or Cygwin.
  • It uses nmap, curl, and nuclei commands. Ensure those tools are installed and available in your environment.
  • If no local LLM is configured, the script will use a lightweight fallback heuristic to decide branch behavior.

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://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/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
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MCPOPENCLAW
Github ReposUpdated 6mo agoRank 70

activepieces

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

OPENCLAW
Github ReposUpdated 6mo agoRank 70

cherry-studio

AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW
Github ReposUpdated 7mo agoRank 70

CopilotKit

The Frontend for Agents & Generative UI. React + Angular

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://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T01:36:49.151Z"
    }
  },
  "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": "Amarkumr",
    "href": "https://github.com/Amarkumr/The-Autonomous-Bug-Bounty-Recon-Agent-Pipeline-Engine-",
    "sourceUrl": "https://github.com/Amarkumr/The-Autonomous-Bug-Bounty-Recon-Agent-Pipeline-Engine-",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T20:05:58.792Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T20:05:58.792Z",
    "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://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-amarkumr-the-autonomous-bug-bounty-recon-agent-pipeline-/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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