Xpersona

Crawler Summary

SDING answer-first brief

💡 Evolution of https://github.com/CyrilDesch/smartfoundr-ai & https://github.com/CyrilDesch/crewai-brainstormer sding AI-powered design thinking assistant. Guides projects through a structured innovation workflow — from problem framing to competitive analysis and report generation — with LLM-driven steps and human-in-the-loop checkpoints. Workflow The core pipeline follows established design thinking methods: 1. **Problem framing** — weird problem generation → reformulation → trend analysis → problem selection *(human checkpoi Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

SDING 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

CardFactsSnapshotContractTrust
Agent DossierGITHUB REPOSSafety: 66/100

SDING

💡 Evolution of https://github.com/CyrilDesch/smartfoundr-ai & https://github.com/CyrilDesch/crewai-brainstormer sding AI-powered design thinking assistant. Guides projects through a structured innovation workflow — from problem framing to competitive analysis and report generation — with LLM-driven steps and human-in-the-loop checkpoints. Workflow The core pipeline follows established design thinking methods: 1. **Problem framing** — weird problem generation → reformulation → trend analysis → problem selection *(human checkpoi

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

Cyrildesch

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Unpublished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.

View Source

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

Cyrildesch

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

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

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

docker compose up postgres -d

bash

cp .env.example .env          # once: edit .env with POSTGRES_* and LLM_*
./scripts/dev-docker.sh       # once: start Postgres + Langfuse
./scripts/dev-server.sh       # backend hot-reload
./scripts/dev-client.sh       # frontend Vite HMR (http://localhost:5173)

bash

sbt server/run

bash

./scripts/dev-client.sh   # http://localhost:5173

bash

sbt test

bash

GITHUB_ACTIONS=TRUE sbt scalafmtAll Test/compile scalafmtAll

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

💡 Evolution of https://github.com/CyrilDesch/smartfoundr-ai & https://github.com/CyrilDesch/crewai-brainstormer sding AI-powered design thinking assistant. Guides projects through a structured innovation workflow — from problem framing to competitive analysis and report generation — with LLM-driven steps and human-in-the-loop checkpoints. Workflow The core pipeline follows established design thinking methods: 1. **Problem framing** — weird problem generation → reformulation → trend analysis → problem selection *(human checkpoi

Full README

sding

AI-powered design thinking assistant. Guides projects through a structured innovation workflow — from problem framing to competitive analysis and report generation — with LLM-driven steps and human-in-the-loop checkpoints.

Workflow

The core pipeline follows established design thinking methods:

  1. Problem framing — weird problem generation → reformulation → trend analysis → problem selection (human checkpoint)
  2. User research — user interviews → empathy map → JTBD definition (human checkpoint)
  3. Ideation — How Might We → Crazy 8s → SCAMPER → competitive analysis (human checkpoint)
  4. Prototyping — prototype builds (human checkpoint)
  5. Reporting — premium report → Markdown generation

Each LLM node is implemented as a typed Agent[F] call; human checkpoints suspend the workflow and resume on user input via SSE.

Stack

Backend (JVM)

  • Scala 3.8.1 + Cats Effect 3
  • http4s (Ember) — HTTP server & client
  • fs2 — streaming (SSE)
  • Circe — JSON
  • Quill (JDBC) + Flyway — PostgreSQL access and migrations
  • LangGraph4j + LangChain4j — agent workflow graph
  • LLM providers: Gemini, OpenAI, Anthropic
  • Web search tools: LangSearch, Exa
  • JWT (jwt-scala) + bcrypt — authentication
  • otel4s (OpenTelemetry) — observability
  • Scribe — structured JSON logging
  • Ciris — typed configuration from environment variables

Frontend (Scala.js)

  • Laminar — reactive UI
  • Vite + @scala-js/vite-plugin-scalajs — dev server and bundling

Infrastructure

  • PostgreSQL 17
  • Docker (eclipse-temurin:21-jre-alpine base image)

Prerequisites

  • JDK 21+
  • sbt 1.x
  • Node.js (for frontend dev server)
  • PostgreSQL (or Docker)

Development

Start the database

docker compose up postgres -d

Run backend and frontend together

cp .env.example .env          # once: edit .env with POSTGRES_* and LLM_*
./scripts/dev-docker.sh       # once: start Postgres + Langfuse
./scripts/dev-server.sh       # backend hot-reload
./scripts/dev-client.sh       # frontend Vite HMR (http://localhost:5173)

Run the backend only

sbt server/run

Run the frontend dev server only (with HMR and API proxy to :8080)

./scripts/dev-client.sh   # http://localhost:5173

Run tests

sbt test

Format and compile (CI-equivalent)

GITHUB_ACTIONS=TRUE sbt scalafmtAll Test/compile scalafmtAll

Configuration

All settings are read from environment variables. Copy .env.example to .env, then fill in POSTGRES_*. The dev scripts load .env automatically.

LLM API keys are per-user: each user registers their own key via PUT /api/user/llm-config (provider + api key + model). No global LLM key is required on the server.

Key variables:

| Variable | Description | Default | |---|---|---| | HOST / PORT | Server bind address | 0.0.0.0:8080 | | POSTGRES_HOST | PostgreSQL host | localhost | | POSTGRES_PORT | PostgreSQL port | 5432 | | POSTGRES_DATABASE | Database name | — | | POSTGRES_USER | Database user | — | | POSTGRES_PASSWORD | Database password | — | | JWT_SECRET | JWT signing secret | change-me-in-production | | LLM_ENCRYPTION_KEY | 32-byte key for encrypting stored user LLM keys | change-me-in-production-32-bytes | | ALLOWED_ORIGINS | CORS allowed origins (comma-separated) | * | | LANGSEARCH_API_KEY | LangSearch web search key | — | | EXA_API_KEY | Exa web search key | — |

Build

# Fat JAR
sbt assembly
java -jar target/sding-uber.jar

# Docker image
sbt Docker/publishLocal
docker compose up

Project structure

├── shared/      # Circe protocol models (cross JVM + JS)
├── server/      # http4s server, agent workflow, repositories
│   └── src/main/scala/sding/
│       ├── agent/       # LLM agent abstraction + LangChain4j integration
│       ├── workflow/    # LangGraph4j state graph (ProjectContextGraph)
│       ├── service/     # ChatService, auth, encryption, DB migration
│       ├── repository/  # Quill-based repositories (users, projects, chats…)
│       ├── config/      # Ciris-based typed config
│       └── domain/      # Domain models, IDs, errors
└── client/      # Scala.js + Laminar frontend
    └── src/main/scala/sding/client/
        ├── api/         # HTTP + SSE client
        └── components/  # UI components

Contract & API

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

MissingGITHUB REPOS

Endpoints

Dossier APISnapshot APIContract APITrust API

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-cyrildesch-sding/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/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 ReposUpdated 12h agoRank 70

AionUi

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!

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
Agent hubMore from this sourceOpenClaw agents
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-cyrildesch-sding/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T07:39:06.228Z"
    }
  },
  "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": "Cyrildesch",
    "href": "https://github.com/CyrilDesch/SDING",
    "sourceUrl": "https://github.com/CyrilDesch/SDING",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T15:57:34.100Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T15:57:34.100Z",
    "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-cyrildesch-sding/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-cyrildesch-sding/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 SDING and adjacent AI workflows.