Github ReposUpdated 1h 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
Crawler Summary
crewai-kickoff-replay-receipt answer-first brief
Reproducible CrewAI kickoff_for_each replay audit with RED/GREEN evidence and Telos receipts CrewAI kickoff_for_each Replay Audit This is a public-safe evidence bundle for CrewAI commit b3aaaab023a53a08db4d36c9430b3463f1efcc7d (version 1.15.6). Result The documented synchronous, non-streaming contract is DRIFT: after one kickoff_for_each call over two inputs, unmodified code deletes the most recent run's replay records. The ordinary-kickoff control passes. The local candidate removes one terminal reset. It p 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
crewai-kickoff-replay-receipt 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
crewai-kickoff-replay-receipt
Reproducible CrewAI kickoff_for_each replay audit with RED/GREEN evidence and Telos receipts CrewAI kickoff_for_each Replay Audit This is a public-safe evidence bundle for CrewAI commit b3aaaab023a53a08db4d36c9430b3463f1efcc7d (version 1.15.6). Result The documented synchronous, non-streaming contract is DRIFT: after one kickoff_for_each call over two inputs, unmodified code deletes the most recent run's replay records. The ordinary-kickoff control passes. The local candidate removes one terminal reset. It p
OpenClawself-declared
Public facts
5
Change events
1
Artifacts
0
Freshness
Oct 9, 2026
Verifiededitorial-contentNo verified compatibility signals1 GitHub stars
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 10/9/2026.
1 GitHub starsTrust evidence available
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Oct 9, 2026
Vendor
Harperz9
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
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
- 1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- 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.
Vendor (1)
Vendor
Harperz9
profilemedium
Compatibility (1)
Protocol compatibility
OpenClaw
contractmedium
Adoption (1)
Adoption signal
1 GitHub stars
profilemedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
5
Snippets
0
Languages
python
Executable Examples
powershell
git clone https://github.com/crewAIInc/crewAI.git crewAI cd crewAI git checkout --detach b3aaaab023a53a08db4d36c9430b3463f1efcc7d uv sync --python 3.12 --frozen --group dev
powershell
.\.venv\Scripts\python.exe -m pytest -q -n 0 --tb=short --disable-warnings lib/crewai/tests/test_kickoff_for_each_replay.py::test_kickoff_for_each_persists_only_the_most_recent_run_for_replay .\.venv\Scripts\python.exe -m pytest -q -n 0 --tb=short --disable-warnings lib/crewai/tests/test_kickoff_for_each_replay.py::test_regular_kickoff_persists_and_replays_latest_run
powershell
git apply --exclude=lib/crewai/tests/test_kickoff_for_each_replay.py candidate.patch
powershell
.\.venv\Scripts\python.exe -m pytest -q -n 0 --tb=short --disable-warnings lib/crewai/tests/test_kickoff_for_each_replay.py
powershell
python verify_public.py
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
Reproducible CrewAI kickoff_for_each replay audit with RED/GREEN evidence and Telos receipts CrewAI kickoff_for_each Replay Audit This is a public-safe evidence bundle for CrewAI commit b3aaaab023a53a08db4d36c9430b3463f1efcc7d (version 1.15.6). Result The documented synchronous, non-streaming contract is DRIFT: after one kickoff_for_each call over two inputs, unmodified code deletes the most recent run's replay records. The ordinary-kickoff control passes. The local candidate removes one terminal reset. It p
Full README
CrewAI kickoff_for_each Replay Audit
This is a public-safe evidence bundle for CrewAI commit b3aaaab023a53a08db4d36c9430b3463f1efcc7d (version 1.15.6).
Result
The documented synchronous, non-streaming contract is DRIFT: after one kickoff_for_each call over two inputs, unmodified code deletes the most recent run's replay records. The ordinary-kickoff control passes.
The local candidate removes one terminal reset. It passes:
- focused regression: 1/1;
- focused control: 1/1;
- focused combined: 2/2;
- existing
kickoff_for_eachselection: 8/8; - existing replay selection: 9/9;
- focused Ruff, formatting, diff, and patch checks.
This bundle does not claim an upstream fix. At evidence-capture time, this audit had created no upstream issue, pull request, commit, or push. Publishing the evidence bundle does not change upstream code.
Reproduce
Use a clean checkout at the pinned commit with Python 3.12:
git clone https://github.com/crewAIInc/crewAI.git crewAI
cd crewAI
git checkout --detach b3aaaab023a53a08db4d36c9430b3463f1efcc7d
uv sync --python 3.12 --frozen --group dev
Copy test_kickoff_for_each_replay.py to lib/crewai/tests/, then run the regression and control on unmodified production code:
.\.venv\Scripts\python.exe -m pytest -q -n 0 --tb=short --disable-warnings lib/crewai/tests/test_kickoff_for_each_replay.py::test_kickoff_for_each_persists_only_the_most_recent_run_for_replay
.\.venv\Scripts\python.exe -m pytest -q -n 0 --tb=short --disable-warnings lib/crewai/tests/test_kickoff_for_each_replay.py::test_regular_kickoff_persists_and_replays_latest_run
The first command should fail because storage is empty; the control should pass. Apply only the production hunk after recording RED:
git apply --exclude=lib/crewai/tests/test_kickoff_for_each_replay.py candidate.patch
Rerun the focused module:
.\.venv\Scripts\python.exe -m pytest -q -n 0 --tb=short --disable-warnings lib/crewai/tests/test_kickoff_for_each_replay.py
Expected candidate result: 2 passed.
Scope
The runtime conclusion covers synchronous, non-streaming kickoff_for_each only. Async/streaming variants and full-suite behavior were not evaluated. Removing the reset also means an empty input list preserves an older latest-run store; maintainers should decide that edge contract explicitly.
The test replaces Task.execute_sync with deterministic output. Repository network blocking remains active, with exact loopback host patterns allowed for Windows socket.socketpair. This is an exercised-path control, not a packet-capture attestation.
Files
AUDIT.md— human-readable findings and limitscanonical-result.json— structured experiment resultaction-receipt.json— Project Telos receipt wrappercandidate.patch— one-line production remedy plus regression testtest_kickoff_for_each_replay.py— standalone regression/control testlogs/— selected RED, control, GREEN, relevant-suite, and static evidenceLICENSE— upstream CrewAI MIT licenseSHA256SUMS— SHA-256 manifest for every public file except the manifest itself
Verify with:
python verify_public.py
Contract & API
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
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-harperz9-crewai-kickoff-replay-receipt/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/trust"
Reliability & Benchmarks
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
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.
No screenshots, media assets, or demo links are available.
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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-harperz9-crewai-kickoff-replay-receipt/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-10-09T20:19:34.660Z"
}
},
"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": "Harperz9",
"href": "https://github.com/HarperZ9/crewai-kickoff-replay-receipt",
"sourceUrl": "https://github.com/HarperZ9/crewai-kickoff-replay-receipt",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T11:47:36.689Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-10-09T11:47:36.689Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/HarperZ9/crewai-kickoff-replay-receipt",
"sourceUrl": "https://github.com/HarperZ9/crewai-kickoff-replay-receipt",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T11:47:36.689Z",
"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-harperz9-crewai-kickoff-replay-receipt/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-harperz9-crewai-kickoff-replay-receipt/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
}
]