Crawler Summary

agentforge answer-first brief

⚙️ Mega AI Agent Platform — 10,000+ modular skills, multi-agent orchestration, persistent memory, LangChain/AutoGen/CrewAI adapters, SaaS-ready FastAPI + Next.js 🤖 AgentForge **Mega AI Agent Platform** — 10,000+ modular skills, multi-agent orchestration, persistent memory, and SaaS-ready infrastructure. $1 $1 $1 $1 $1 --- ✨ What Is AgentForge? AgentForge is a production-ready platform for building, deploying, and orchestrating AI agents at scale. It provides: - **10,000+ Modular Skills** — plugin-style, dynamically loaded, searchable registry - **Multi-Agent Orchestration** Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

agentforge 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

agentforge

⚙️ Mega AI Agent Platform — 10,000+ modular skills, multi-agent orchestration, persistent memory, LangChain/AutoGen/CrewAI adapters, SaaS-ready FastAPI + Next.js 🤖 AgentForge **Mega AI Agent Platform** — 10,000+ modular skills, multi-agent orchestration, persistent memory, and SaaS-ready infrastructure. $1 $1 $1 $1 $1 --- ✨ What Is AgentForge? AgentForge is a production-ready platform for building, deploying, and orchestrating AI agents at scale. It provides: - **10,000+ Modular Skills** — plugin-style, dynamically loaded, searchable registry - **Multi-Agent Orchestration**

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

Samotech

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Unpublished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

Samotech

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

6

Snippets

0

Languages

python

Executable Examples

text

agentforge/
├── agentforge/                  # Python backend package
│   ├── api/                     # FastAPI app + all routes
│   ├── agents/                  # Agent roles: planner, executor, specialist, memory
│   ├── skills/                  # Skill system: base class, registry, 10+ catalog skills
│   ├── orchestrator/            # Central orchestrator — routes tasks to agents/skills
│   ├── core/memory/             # Short-term, long-term, team memory
│   ├── frameworks/adapters/     # LangChain, AutoGen, CrewAI adapters
│   ├── auth/                    # JWT + OAuth2 password flow
│   ├── billing/                 # Stripe checkout, portal, webhooks
│   ├── db/                      # SQLAlchemy async models + Alembic migrations
│   ├── cli/                     # Typer CLI tool
│   └── tests/                   # Pytest test suite
├── frontend/                    # Next.js 14 dashboard
├── docker/                      # Docker Compose full stack
├── scripts/                     # Setup & deployment scripts
└── .github/workflows/           # CI/CD pipeline

bash

git clone https://github.com/SamoTech/agentforge.git
cd agentforge

bash

cp .env.example .env
# Edit .env — add your OPENAI_API_KEY at minimum

bash

bash scripts/setup.sh
# Starts Postgres, Redis, ChromaDB via Docker
# Installs Python + frontend deps
# Runs DB migrations

bash

# API (port 8000)
uvicorn agentforge.api.main:app --reload

# Frontend (port 3000)
cd frontend && npm run dev

# CLI
agentforge --help

python

from agentforge.skills.base import BaseSkill, SkillInput, SkillOutput

class MySkill(BaseSkill):
    name = "my_skill"
    description = "Does something useful"
    category = "custom"
    tags = ["example"]
    input_schema = {"query": {"type": "string", "required": True}}
    output_schema = {"result": {"type": "string"}}

    async def execute(self, inp: SkillInput) -> SkillOutput:
        return SkillOutput(result=f"Processed: {inp.data['query']}")

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

⚙️ Mega AI Agent Platform — 10,000+ modular skills, multi-agent orchestration, persistent memory, LangChain/AutoGen/CrewAI adapters, SaaS-ready FastAPI + Next.js 🤖 AgentForge **Mega AI Agent Platform** — 10,000+ modular skills, multi-agent orchestration, persistent memory, and SaaS-ready infrastructure. $1 $1 $1 $1 $1 --- ✨ What Is AgentForge? AgentForge is a production-ready platform for building, deploying, and orchestrating AI agents at scale. It provides: - **10,000+ Modular Skills** — plugin-style, dynamically loaded, searchable registry - **Multi-Agent Orchestration**

Full README

🤖 AgentForge

Banner

Mega AI Agent Platform — 10,000+ modular skills, multi-agent orchestration, persistent memory, and SaaS-ready infrastructure.

License: MIT Python FastAPI Next.js Views


✨ What Is AgentForge?

AgentForge is a production-ready platform for building, deploying, and orchestrating AI agents at scale. It provides:

  • 10,000+ Modular Skills — plugin-style, dynamically loaded, searchable registry
  • Multi-Agent Orchestration — Planner, Executor, Specialist, and Memory agents working together
  • Multi-Framework Support — LangChain, AutoGen, CrewAI, LlamaIndex, OpenAI SDK adapters via unified interface
  • Persistent Memory — Short-term (Redis), Long-term (ChromaDB/FAISS), and Team-shared memory
  • SaaS Infrastructure — JWT auth, Stripe billing, usage tracking, admin dashboard
  • CLI Tool — agentforge command for managing everything from the terminal
  • Auto-Skill Generator — LLM generates new skill modules on demand from natural language

🗂️ Project Structure

agentforge/
├── agentforge/                  # Python backend package
│   ├── api/                     # FastAPI app + all routes
│   ├── agents/                  # Agent roles: planner, executor, specialist, memory
│   ├── skills/                  # Skill system: base class, registry, 10+ catalog skills
│   ├── orchestrator/            # Central orchestrator — routes tasks to agents/skills
│   ├── core/memory/             # Short-term, long-term, team memory
│   ├── frameworks/adapters/     # LangChain, AutoGen, CrewAI adapters
│   ├── auth/                    # JWT + OAuth2 password flow
│   ├── billing/                 # Stripe checkout, portal, webhooks
│   ├── db/                      # SQLAlchemy async models + Alembic migrations
│   ├── cli/                     # Typer CLI tool
│   └── tests/                   # Pytest test suite
├── frontend/                    # Next.js 14 dashboard
├── docker/                      # Docker Compose full stack
├── scripts/                     # Setup & deployment scripts
└── .github/workflows/           # CI/CD pipeline

🚀 Quick Start

Prerequisites

  • Python 3.11+
  • Docker & Docker Compose
  • Node.js 20+

1. Clone

git clone https://github.com/SamoTech/agentforge.git
cd agentforge

2. Configure

cp .env.example .env
# Edit .env — add your OPENAI_API_KEY at minimum

3. Start services

bash scripts/setup.sh
# Starts Postgres, Redis, ChromaDB via Docker
# Installs Python + frontend deps
# Runs DB migrations

4. Run

# API (port 8000)
uvicorn agentforge.api.main:app --reload

# Frontend (port 3000)
cd frontend && npm run dev

# CLI
agentforge --help

🧠 Skill System

Every skill is a Python class. Add a new one in seconds:

from agentforge.skills.base import BaseSkill, SkillInput, SkillOutput

class MySkill(BaseSkill):
    name = "my_skill"
    description = "Does something useful"
    category = "custom"
    tags = ["example"]
    input_schema = {"query": {"type": "string", "required": True}}
    output_schema = {"result": {"type": "string"}}

    async def execute(self, inp: SkillInput) -> SkillOutput:
        return SkillOutput(result=f"Processed: {inp.data['query']}")

Register via CLI:

agentforge skills register path/to/my_skill.py

Or auto-generate from a description:

agentforge skills generate "scrape a webpage and extract all links"

📡 API Reference

| Method | Endpoint | Description | |--------|----------|-------------| | POST | /auth/register | Register new user | | POST | /auth/login | Get JWT access token | | GET | /skills/ | List all skills | | POST | /skills/search | Search skills by query | | POST | /skills/generate | Auto-generate skill from description | | GET | /agents/ | List user's agents | | POST | /agents/ | Create agent | | POST | /tasks/ | Submit task for execution | | GET | /tasks/{id} | Poll task result | | GET | /admin/stats | Platform-wide stats (admin) | | POST | /billing/checkout | Create Stripe checkout session | | POST | /billing/portal | Access billing portal |

Full interactive docs: http://localhost:8000/docs


🤖 Agent Roles

| Role | Responsibility | |------|----------------| | Planner | Breaks complex tasks into sub-tasks, creates execution plans | | Executor | Runs tasks step-by-step, calls skills, reports results | | Specialist | Domain expert (code, research, data analysis, etc.) | | Memory | Manages context retrieval and memory injection |


📊 Supported Frameworks

| Framework | Adapter | Status | |-----------|---------|--------| | OpenAI SDK | Native | ✅ Stable | | LangChain | frameworks/adapters/langchain_adapter.py | ✅ Stable | | AutoGen | frameworks/adapters/autogen_adapter.py | ✅ Stable | | CrewAI | frameworks/adapters/crewai_adapter.py | ✅ Stable | | LlamaIndex | frameworks/adapters/llamaindex_adapter.py | 🚧 Beta |


💰 Pricing Tiers

| Plan | Price | Agents | Skills/mo | API Calls/mo | |------|-------|--------|-----------|---------------| | Free | $0 | 2 | 100 | 1,000 | | Pro | $29/mo | 10 | 1,000 | 50,000 | | Teams | $99/mo | 50 | 10,000 | 500,000 | | Enterprise | Custom | ∞ | ∞ | ∞ |


📄 License

MIT © 2026 Ossama Hashim

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-samotech-agentforge/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/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.

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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-samotech-agentforge/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T04:37:38.563Z"
    }
  },
  "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": "Samotech",
    "href": "https://github.com/SamoTech/agentforge",
    "sourceUrl": "https://github.com/SamoTech/agentforge",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T23:22:35.235Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T23:22:35.235Z",
    "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-samotech-agentforge/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-samotech-agentforge/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
  }
]

Sponsored

Ads related to agentforge and adjacent AI workflows.