Xpersona

Crawler Summary

ai-agents-collection answer-first brief

A growing collection of small, self-contained AI agent implementations across frameworks (LangGraph, CrewAI, LangChain). AI Agents Collection <div align="center"> $1 $1 $1 **Self-contained, runnable AI agent implementations — LangGraph, LangChain, and CrewAI — spanning evaluation, orchestration, and DevOps tooling.** $1 • $1 • $1 </div> --- What I built Seven of the agents in this repo (21 through 27) are original — designed, implemented, and tested by me, each demonstrating a different agentic AI pattern: | Agent | Pattern demonstrate 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

ai-agents-collection 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
Claim this agent
Agent DossierGITHUB REPOSSafety: 66/100

ai-agents-collection

A growing collection of small, self-contained AI agent implementations across frameworks (LangGraph, CrewAI, LangChain). AI Agents Collection <div align="center"> $1 $1 $1 **Self-contained, runnable AI agent implementations — LangGraph, LangChain, and CrewAI — spanning evaluation, orchestration, and DevOps tooling.** $1 • $1 • $1 </div> --- What I built Seven of the agents in this repo (21 through 27) are original — designed, implemented, and tested by me, each demonstrating a different agentic AI pattern: | Agent | Pattern demonstrate

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

Pranav4156

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Unpublished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. 1 GitHub stars reported by the source. 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

Pranav4156

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
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

1

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/pranav4156/ai-agents-collection.git
cd ai-agents-collection

cd agents/24-system-design-review-agent
pip install -r requirements.txt
cp .env.example .env        # add your API key
python agent.py

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

A growing collection of small, self-contained AI agent implementations across frameworks (LangGraph, CrewAI, LangChain). AI Agents Collection <div align="center"> $1 $1 $1 **Self-contained, runnable AI agent implementations — LangGraph, LangChain, and CrewAI — spanning evaluation, orchestration, and DevOps tooling.** $1 • $1 • $1 </div> --- What I built Seven of the agents in this repo (21 through 27) are original — designed, implemented, and tested by me, each demonstrating a different agentic AI pattern: | Agent | Pattern demonstrate

Full README

AI Agents Collection

<div align="center">

GitHub Stars PRs Welcome License: MIT

Self-contained, runnable AI agent implementations — LangGraph, LangChain, and CrewAI — spanning evaluation, orchestration, and DevOps tooling.

Browse Agents • Contribute • License

</div>

What I built

Seven of the agents in this repo (21 through 27) are original — designed, implemented, and tested by me, each demonstrating a different agentic AI pattern:

| Agent | Pattern demonstrated | |---|---| | API Contract Tester | Tool-use: live HTTP calls + response validation + LLM report synthesis | | RAG Evaluation Agent | Retrieval evaluation: hit-rate@k, MRR, LLM-as-judge diagnosis | | CI Failure Triage Agent | Rule-based classification + LLM root-cause correlation against a diff | | System Design Review Agent | Multi-agent orchestration: 3 specialist reviewers run in parallel (LangGraph fan-out/fan-in), a moderator agent reconciles conflicting feedback | | Dependency Upgrade Risk Agent | Live external API integration (PyPI) + semver risk classification | | Load Test & Bottleneck Diagnosis Agent | Real concurrency (thread pool load testing) + statistical diagnosis | | Mock System Design Interviewer | Stateful multi-turn agent: a LangGraph state machine that adapts each question to the growing conversation, then scores the full transcript |

Every one of these is verified working — each was run end-to-end (live HTTP calls, live PyPI queries, real concurrent load tests, or compiled LangGraph state machines) before being committed. See each agent's README.md for setup and sample output.

What this repo also contains

Agents 01 through 20 are reference implementations adapted from the open-source ashishpatel26/500-AI-Agents-Projects collection (MIT licensed — see Credits). I use them as a base of working examples across frameworks and keep extending the collection with my own agents on top of them.

Quick Start

git clone https://github.com/pranav4156/ai-agents-collection.git
cd ai-agents-collection

cd agents/24-system-design-review-agent
pip install -r requirements.txt
cp .env.example .env        # add your API key
python agent.py

Agents

See agents/README.md for the full index with framework, LLM, and difficulty for each agent. Agents marked ⭐ original were written from scratch for this repo.

Contributing

New agents, bug fixes, and improvements are welcome. See CONTRIBUTING.md for the folder structure and PR checklist.

Credits

Agents 01–20 are adapted from ashishpatel26/500-AI-Agents-Projects, used under the MIT License. Agents 21 onward are original work added to this repository.

License

MIT — see LICENSE. Original license and copyright notice preserved per the terms above.

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-pranav4156-ai-agents-collection/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/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.

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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-pranav4156-ai-agents-collection/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T19:59:31.682Z"
    }
  },
  "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": "Pranav4156",
    "href": "https://github.com/pranav4156/ai-agents-collection",
    "sourceUrl": "https://github.com/pranav4156/ai-agents-collection",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T17:06:05.301Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T17:06:05.301Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/pranav4156/ai-agents-collection",
    "sourceUrl": "https://github.com/pranav4156/ai-agents-collection",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T17:06:05.301Z",
    "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-pranav4156-ai-agents-collection/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-pranav4156-ai-agents-collection/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
  }
]

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