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
Crawler Summary
CrewAI demonstration: project discovery and planning assistant Project Discovery and Planning Assistant An end-to-end demonstration project for exploring the CrewAI framework. The assistant will help turn a software idea into a clearer product direction, requirements, and an actionable delivery plan. Development is documentation-led and will progress from vision to product requirements, technical design, and implementation. Project documentation Development documents are maintai Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 10/9/2026.
Freshness
Last checked 10/9/2026
Best For
project-discovery-planning-assistant 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
CrewAI demonstration: project discovery and planning assistant Project Discovery and Planning Assistant An end-to-end demonstration project for exploring the CrewAI framework. The assistant will help turn a software idea into a clearer product direction, requirements, and an actionable delivery plan. Development is documentation-led and will progress from vision to product requirements, technical design, and implementation. Project documentation Development documents are maintai
Public facts
5
Change events
1
Artifacts
0
Freshness
Oct 9, 2026
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 10/9/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Oct 9, 2026
Vendor
Natank
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Unpublished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. 1 GitHub stars reported by the source. 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
Natank
Protocol compatibility
OpenClaw
Adoption signal
1 GitHub stars
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
bash
uv sync --dev cp .env.example .env
bash
uv run pytest
bash
uv run ruff format --check . uv run ruff check . uv run mypy src
bash
uv run python scripts/validate_m2_cli.py
bash
uv run python scripts/smoke_crewai.py <project-id>
bash
uv run pdpa --help
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
CrewAI demonstration: project discovery and planning assistant Project Discovery and Planning Assistant An end-to-end demonstration project for exploring the CrewAI framework. The assistant will help turn a software idea into a clearer product direction, requirements, and an actionable delivery plan. Development is documentation-led and will progress from vision to product requirements, technical design, and implementation. Project documentation Development documents are maintai
An end-to-end demonstration project for exploring the CrewAI framework.
The assistant will help turn a software idea into a clearer product direction, requirements, and an actionable delivery plan. Development is documentation-led and will progress from vision to product requirements, technical design, and implementation.
Development documents are maintained in _docs/.
The project uses Python 3.11 or later (below 3.15), uv
for dependency management, and a src/ package layout.
uv sync --dev
cp .env.example .env
The .env file is optional for the default test suite and must never be
committed. Provider-dependent commands require a real OPENAI_API_KEY; use a
non-sensitive fixture idea when running them.
Run the default, provider-free test suite:
uv run pytest
Check formatting, linting, and types:
uv run ruff format --check .
uv run ruff check .
uv run mypy src
Run the provider-free M2 end-to-end CLI validation in an isolated temporary directory:
uv run python scripts/validate_m2_cli.py
Run the opt-in M3 CrewAI smoke validation for an existing local project:
uv run python scripts/smoke_crewai.py <project-id>
This command requires OPENAI_API_KEY, uses MODEL_NAME, and may incur
provider charges. Use only synthetic, non-sensitive project input.
The CLI entry point is installed as pdpa and currently exposes the command
help surface while application workflow commands are delivered in later
milestones:
uv run pdpa --help
Project state will be written under projects/ during later milestones. Local
environment files, project artifacts, virtual environments, caches, and
provider credentials are excluded from version control.
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-natank-project-discovery-planning-assistant/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/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.
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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-natank-project-discovery-planning-assistant/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-10-09T18:49:48.447Z"
}
},
"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": "Natank",
"href": "https://github.com/natank/project-discovery-planning-assistant",
"sourceUrl": "https://github.com/natank/project-discovery-planning-assistant",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T11:47:32.743Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-10-09T11:47:32.743Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/natank/project-discovery-planning-assistant",
"sourceUrl": "https://github.com/natank/project-discovery-planning-assistant",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T11:47:32.743Z",
"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-natank-project-discovery-planning-assistant/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-natank-project-discovery-planning-assistant/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 project-discovery-planning-assistant and adjacent AI workflows.