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
Crawler Summary
Multiscale AI software factory. Use when the user wants to build a complete software application, create a new project from scratch, or says "forge" followed by a command. Decomposes projects into Epics, Features, and Atoms, then executes with AI workers using full vertical context. --- name: forge description: Multiscale AI software factory. Use when the user wants to build a complete software application, create a new project from scratch, or says "forge" followed by a command. Decomposes projects into Epics, Features, and Atoms, then executes with AI workers using full vertical context. --- Forge - Multiscale AI Software Factory *From the macroscopic vision down to the atomic unit of work — t Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
forge is best for self, optionally workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack
Multiscale AI software factory. Use when the user wants to build a complete software application, create a new project from scratch, or says "forge" followed by a command. Decomposes projects into Epics, Features, and Atoms, then executes with AI workers using full vertical context. --- name: forge description: Multiscale AI software factory. Use when the user wants to build a complete software application, create a new project from scratch, or says "forge" followed by a command. Decomposes projects into Epics, Features, and Atoms, then executes with AI workers using full vertical context. --- Forge - Multiscale AI Software Factory *From the macroscopic vision down to the atomic unit of work — t
Public facts
4
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Apr 15, 2026
Vendor
Zavdielx89
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Unpublished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 4/15/2026.
Setup snapshot
git clone https://github.com/Zavdielx89/forge.gitSetup 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
Zavdielx89
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
typescript
Parameters
bash
forge init <path> # Adopt an existing project (discovery + context generation)
forge new # Start a new project (intake)
forge plan <horizon> # Plan atoms for a time horizon ("5 hours", "3 days", "1 week")
forge status # Show current project status
forge approve # Approve current plan batch and begin execution
forge decide <id> <answer> # Answer a pending decision
forge pause # Pause autonomous execution
forge resume # Resume autonomous execution
forge skip <atom-id> # Skip a stuck atom
forge retry <atom-id> # Retry a failed atom
forge history # Show what was done today
forge budget # Show remaining token capacitytext
cron add:
name: "forge-executor"
schedule: { kind: "every", everyMs: 180000 }
sessionTarget: "isolated"
payload: { kind: "agentTurn", message: "<executor prompt>", timeoutSeconds: 420 }text
CONFIDENCE GATE → SPAWN WORKER → BUILD → COMPILE → TEST → COMMIT → DONE
↓ fail ↓ fail
FIX (2x) FIX (2x)
↓ still ↓ still
ESCALATE ESCALATEtext
forge/projects/{project-id}/
├── project.md
├── state.json
├── epics/
│ ├── 01-{epic}/
│ │ ├── epic.md
│ │ ├── features/
│ │ │ ├── 01-{feature}/
│ │ │ │ ├── feature.md
│ │ │ │ ├── atoms/
│ │ │ │ │ ├── 001-{atom}.md
│ │ │ │ │ └── ...
│ │ │ │ └── report.md
│ │ │ └── ...
│ │ └── report.md
│ └── ...
└── reports/
├── daily/
└── completion.mdjsonc
{
"projectId": "measure-calc",
"status": "executing",
"created": "2026-02-17T10:00:00Z",
"horizon": {
"requested": "24 hours",
"featuresPlanned": 9,
"atomsPlanned": 22,
"approvedAt": "2026-02-17T11:00:00Z"
},
"scales": {
"project": "approved",
"epics": { "total": 4, "approved": 4 },
"features": { "total": 9, "planned": 9, "done": 3 },
"atoms": { "total": 22, "done": 12, "running": 1, "failed": 0, "blocked": 0, "queued": 9 }
},
"currentWork": {
"epic": "02-engine",
"feature": "01-fraction-types",
"atom": "003-add-subtract",
"workerSession": "sub-abc123",
"confidenceScore": { "project": "HIGH", "epic": "HIGH", "feature": "HIGH", "implementation": "HIGH" }
},
"tokenBudget": {
"currentWindowStart": "2026-02-17T10:00:00Z",
"estimatedTokensUsed": 850000,
"rateLimited": false,
"resumeAt": null
},
"git": {
"repo": "/home/zavdielx/code/measure-calc",
"baseBranch": "main",
"forgeBranch": "forge/build"
}
}text
🔥 Forge — Progress Update ━━━━━━━━━━━━━━━━━━━━━━━━━━ 12/22 atoms done (55%) | Feature 3/9 Currently: Recipe CRUD endpoints Next pause: Feature integration gate (~20 min) Token budget: 60% remaining this window No decisions needed. Pipeline flowing.
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
Multiscale AI software factory. Use when the user wants to build a complete software application, create a new project from scratch, or says "forge" followed by a command. Decomposes projects into Epics, Features, and Atoms, then executes with AI workers using full vertical context. --- name: forge description: Multiscale AI software factory. Use when the user wants to build a complete software application, create a new project from scratch, or says "forge" followed by a command. Decomposes projects into Epics, Features, and Atoms, then executes with AI workers using full vertical context. --- Forge - Multiscale AI Software Factory *From the macroscopic vision down to the atomic unit of work — t
From the macroscopic vision down to the atomic unit of work — then back up to working software.
Forge decomposes a software project across multiple scales (Project → Epics → Features → Atoms) then executes those atoms autonomously with AI workers. Planning is interactive (human answers questions), execution is autonomous (runs until done or paused).
Activate when the user wants to:
forge init <path> # Adopt an existing project (discovery + context generation)
forge new # Start a new project (intake)
forge plan <horizon> # Plan atoms for a time horizon ("5 hours", "3 days", "1 week")
forge status # Show current project status
forge approve # Approve current plan batch and begin execution
forge decide <id> <answer> # Answer a pending decision
forge pause # Pause autonomous execution
forge resume # Resume autonomous execution
forge skip <atom-id> # Skip a stuck atom
forge retry <atom-id> # Retry a failed atom
forge history # Show what was done today
forge budget # Show remaining token capacity
Human is actively involved. This is where all the thinking happens.
Human is hands-off. The system runs indefinitely until the batch is complete, paused, or blocked.
forge pause.PROJECT (1) — The macroscopic vision. "A recipe sharing app."
EPICS (3-8) — Major structural segments. "Authentication System."
FEATURES (3-6 per epic) — Individual capabilities. "Email/password login."
ATOMS (3-10 per feature) — Smallest executable units. "Create users table."
Every worker receives the full vertical context:
Before spawning a worker for each atom, the orchestrator performs an introspection step:
Evaluate the atom against four dimensions:
Each dimension: HIGH (clear, no issues) / MEDIUM (minor gaps) / LOW (vague or conflicting)
Even thorough planning misses things. The confidence gate catches vagueness at the last possible moment — before a worker wastes time on a poorly-scoped task. It only interrupts the human when it genuinely needs to, not as a formality.
Instead of planning all atoms upfront or one feature at a time, Forge plans in time-horizon batches:
Forge execution is powered by a cron job that fires every 3 minutes. This is the core resilience mechanism:
forge approve — not pre-installedsessions_send to push status updates back to the human's sessionWhen implementing forge approve, create the cron with:
cron add:
name: "forge-executor"
schedule: { kind: "every", everyMs: 180000 }
sessionTarget: "isolated"
payload: { kind: "agentTurn", message: "<executor prompt>", timeoutSeconds: 420 }
The executor prompt must include:
sessions_send callbacks)When implementing forge pause, disable the cron. forge resume re-enables it.
When implementing forge status, read state.json and format a progress report.
The main session loses all context on compaction. FORGE_STATUS.md is the handshake file that survives:
Valid states: idle → active → complete | error | awaiting-integration | needs-decision | paused
forge continue.forge decide.forge pause.When the pipeline completes (all atoms done, queue empty), the cron executor disables itself to prevent token waste:
nextAtom: null and empty atomQueue (or reads status: complete from state.json)status: completecron update with patch: { enabled: false } using its own job IDThe cron executor prompt must include its own job ID so it can self-disable. Pass it as CRON JOB ID: <id> in the prompt.
To restart for a new Forge run: forge resume re-enables the cron, or forge new creates a fresh pipeline.
Each cron tick follows this sequence:
complete: update FORGE_STATUS.md, disable cron, notify Slack, stop. If paused/awaiting-integration/needs-decision: notify and stop. If executing: continue.complete, self-disable cron, notify Slack, stop.The cron executor communicates with the human via sessions_send to the main session:
The main session handles:
forge continue / forge approve — resume after feature gateforge decide <id> <answer> — answer confidence gate questionsforge pause / forge resume — manual pipeline controlforge status — on-demand progress reportCONFIDENCE GATE → SPAWN WORKER → BUILD → COMPILE → TEST → COMMIT → DONE
↓ fail ↓ fail
FIX (2x) FIX (2x)
↓ still ↓ still
ESCALATE ESCALATE
After all atoms in a feature complete:
forge continue or forge skip-testAfter all features in an epic complete:
forge/projects/{project-id}/
├── project.md
├── state.json
├── epics/
│ ├── 01-{epic}/
│ │ ├── epic.md
│ │ ├── features/
│ │ │ ├── 01-{feature}/
│ │ │ │ ├── feature.md
│ │ │ │ ├── atoms/
│ │ │ │ │ ├── 001-{atom}.md
│ │ │ │ │ └── ...
│ │ │ │ └── report.md
│ │ │ └── ...
│ │ └── report.md
│ └── ...
└── reports/
├── daily/
└── completion.md
{
"projectId": "measure-calc",
"status": "executing",
"created": "2026-02-17T10:00:00Z",
"horizon": {
"requested": "24 hours",
"featuresPlanned": 9,
"atomsPlanned": 22,
"approvedAt": "2026-02-17T11:00:00Z"
},
"scales": {
"project": "approved",
"epics": { "total": 4, "approved": 4 },
"features": { "total": 9, "planned": 9, "done": 3 },
"atoms": { "total": 22, "done": 12, "running": 1, "failed": 0, "blocked": 0, "queued": 9 }
},
"currentWork": {
"epic": "02-engine",
"feature": "01-fraction-types",
"atom": "003-add-subtract",
"workerSession": "sub-abc123",
"confidenceScore": { "project": "HIGH", "epic": "HIGH", "feature": "HIGH", "implementation": "HIGH" }
},
"tokenBudget": {
"currentWindowStart": "2026-02-17T10:00:00Z",
"estimatedTokensUsed": 850000,
"rateLimited": false,
"resumeAt": null
},
"git": {
"repo": "/home/zavdielx/code/measure-calc",
"baseBranch": "main",
"forgeBranch": "forge/build"
}
}
Spawned for each atom with:
prompts/worker.md system promptSpawned at feature integration gates with:
prompts/reviewer.md system prompt🔥 Forge — Progress Update
━━━━━━━━━━━━━━━━━━━━━━━━━━
12/22 atoms done (55%) | Feature 3/9
Currently: Recipe CRUD endpoints
Next pause: Feature integration gate (~20 min)
Token budget: 60% remaining this window
No decisions needed. Pipeline flowing.
Everything else is autonomous.
When the user issues a forge command in the main session, handle it directly:
forge init <path>Adopt an existing codebase into Forge's scale hierarchy. This is a multi-step interactive process.
Read the project structure — don't read every file, read structure:
find <path>/src -type f | head -200 (or equivalent)package.json, tsconfig.json, vite.config.*, docker-compose.*, .env.example, etc.git log --oneline -20 for recent historysrc/main.*, src/App.*, src/index.*src/Goal: Understand the tech stack, frameworks, patterns, and major modules without burning tokens reading implementation details.
From the broad scan, identify:
Present this to the human as a summary:
"Here's what I see: Vue 3 + TypeScript, Vite, Pinia for state, PrimeVue components, Vitest for testing. Major areas: [list]. Does this look right? What am I missing?"
Map what exists into Forge's hierarchy:
For each feature, do a targeted deep read — read the 1-3 key files that define that feature's behavior. Not every file, just enough to write an accurate feature.md.
Mark all discovered features as status: complete in state.json.
Create the full Forge project directory:
forge/projects/{project-id}/
├── project.md ← Tech stack, architecture, conventions, goals
├── state.json ← All existing work marked complete
├── epics/
│ ├── 01-{epic}/
│ │ ├── epic.md ← What this epic covers, integration points
│ │ ├── features/
│ │ │ ├── 01-{feature}/
│ │ │ │ └── feature.md ← What exists, key files, behavior
│ │ │ └── ...
│ │ └── ...
│ └── ...
project.md must include:
feature.md for existing features must include:
Create state.json with:
status: "idle" (no active pipeline)completedFeatures/completedEpicsatomQueue, null nextAtomscales reflecting the discovered totals with all marked donePresent the completed discovery to the human:
"I've mapped your project into [N] epics and [M] features. Here's the breakdown: [summary]. What do you want to build next?"
From here, the normal forge plan <horizon> flow takes over. New epics/features get added to the existing hierarchy, and new atoms are generated only for the new work — with full context of what already exists.
forge continue / forge approveforge pauseforge resumeforge statusforge decide <id> <answer>forge skip <atom-id>forge retry <atom-id>forge heartbeat <minutes>schedule.everyMs to minutes * 60000cron update with the job ID and patch { "schedule": { "kind": "every", "everyMs": <ms> } }forge silence <hours>cron update with patch { "enabled": false }cron add with schedule: { kind: "at", at: "<ISO timestamp now + hours>" }{ kind: "agentTurn", message: "Re-enable the forge-executor cron job. Use cron list to find the forge-executor job, then cron update with patch { enabled: true }. Send a Slack message to user:U08TGBKN163: '🔥 Forge silence period ended. Resuming notifications.'" }User: "Let's build a calculator app"
→ forge new → intake questions → project.md created
→ Epics presented → approved
→ Features presented → approved
→ "forge plan 24 hours" → clarifying questions for each feature
→ User answers all questions
→ Atoms generated for entire batch
→ "forge approve" → execution begins
→ [autonomous from here — atoms churn, features complete, PRs created]
→ Progress updates arrive periodically
→ Forge naps during token cooldowns, auto-resumes
→ "Batch complete!" or "forge plan" for next horizon
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://xpersona.co/api/v1/agents/zavdielx89-forge/snapshot"
curl -s "https://xpersona.co/api/v1/agents/zavdielx89-forge/contract"
curl -s "https://xpersona.co/api/v1/agents/zavdielx89-forge/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.
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
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
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
Rank
70
The Frontend for Agents & Generative UI. React + Angular
Traction
No public download signal
Freshness
Updated 23d ago
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/zavdielx89-forge/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/zavdielx89-forge/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/zavdielx89-forge/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/zavdielx89-forge/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/zavdielx89-forge/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/zavdielx89-forge/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-04-16T23:34:06.285Z"
}
},
"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": "self",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "optionally",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:self|supported|profile capability:optionally|supported|profile"
}Facts JSON
[
{
"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": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Zavdielx89",
"href": "https://github.com/Zavdielx89/forge",
"sourceUrl": "https://github.com/Zavdielx89/forge",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T01:14:50.815Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/zavdielx89-forge/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/zavdielx89-forge/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T01:14:50.815Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/zavdielx89-forge/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/zavdielx89-forge/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 forge and adjacent AI workflows.