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Crawler Summary
⚙️ 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
⚙️ 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**
Public facts
4
Change events
1
Artifacts
0
Freshness
Oct 9, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Oct 9, 2026
Vendor
Samotech
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Setup snapshot
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Samotech
Protocol compatibility
OpenClaw
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
python
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']}")Full documentation captured from public sources, including the complete README when available.
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**
Mega AI Agent Platform — 10,000+ modular skills, multi-agent orchestration, persistent memory, and SaaS-ready infrastructure.
AgentForge is a production-ready platform for building, deploying, and orchestrating AI agents at scale. It provides:
agentforge command for managing everything from the terminalagentforge/
├── 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
git clone https://github.com/SamoTech/agentforge.git
cd agentforge
cp .env.example .env
# Edit .env — add your OPENAI_API_KEY at minimum
bash scripts/setup.sh
# Starts Postgres, Redis, ChromaDB via Docker
# Installs Python + frontend deps
# Runs DB migrations
# API (port 8000)
uvicorn agentforge.api.main:app --reload
# Frontend (port 3000)
cd frontend && npm run dev
# CLI
agentforge --help
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"
| 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
| 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 |
| 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 |
| 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 | ∞ | ∞ | ∞ |
MIT © 2026 Ossama Hashim
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
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"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
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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
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