Crawler Summary

buun-curator answer-first brief

AI-powered information curator and research assistant, currently just a feed reader. Buun Curator (WIP) **This project is under heavy development and is not production-ready.** AI-powered information curator and research assistant, currently just a feed reader. Features Feed Reader - **RSS/Atom Support** - Subscribe to any RSS/Atom feed with hierarchical category organization - **Full-text Search** - Multilingual search by $1 - **Sorting by Relevance** - pgvector-based similarity ranking using entry Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

buun-curator is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 100/100

buun-curator

AI-powered information curator and research assistant, currently just a feed reader. Buun Curator (WIP) **This project is under heavy development and is not production-ready.** AI-powered information curator and research assistant, currently just a feed reader. Features Feed Reader - **RSS/Atom Support** - Subscribe to any RSS/Atom feed with hierarchical category organization - **Full-text Search** - Multilingual search by $1 - **Sorting by Relevance** - pgvector-based similarity ranking using entry

MCPverified

Public facts

6

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Buun Ch

Artifacts

0

Benchmarks

0

Last release

0.1.0

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/buun-ch/buun-curator.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  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

Buun Ch

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key, oauth

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 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

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

1

Snippets

0

Languages

typescript

Executable Examples

text

┌─────────────────────────────────────────────────────────────────────────────┐
│                              Browser (React)                                │
└─────────────────────────────────────────────────────────────────────────────┘
        │                              │                             ▲
        │ REST API                     │ AG-UI (SSE)                 │ SSE
        ▼                              ▼                             │
┌─────────────────────────────────────────────────────────────────────────────┐
│                              Next.js App                                    │
│                       (API Routes, SSE Endpoint)                            │
└─────────────────────────────────────────────────────────────────────────────┘
        │              │              │              │               ▲
        │              │              │              │ Start         │ Notify
        ▼              ▼              ▼              ▼ Workflow      │
┌────────────┐ ┌────────────┐ ┌────────────┐ ┌────────────┐ ┌────────┴───────┐
│ PostgreSQL │ │Meilisearch │ │  AI Agent  │ │  Temporal  │ │ Python Worker  │
│(+ pgvector)│ │(Full-text) │ │  (FastAPI) │ │   Server   │ │ (Temporal SDK) │
└────────────┘ └────────────┘ └─────┬──────┘ └──────┬─────┘ └────────┬───────┘
                                    │               │ Task Queue     │
                                    │               └────────────────┘
                              ┌─────┴─────┐
                              │           │
                              ▼           ▼
                       ┌────────────┐ ┌────────────┐
                       │ OpenAI API │ │  Langfuse  │◀── RAGAS Scores
                       └────────────┘ │  (Tracing) │    (from Worker)
                                      └────────────┘

Docs & README

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

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

AI-powered information curator and research assistant, currently just a feed reader. Buun Curator (WIP) **This project is under heavy development and is not production-ready.** AI-powered information curator and research assistant, currently just a feed reader. Features Feed Reader - **RSS/Atom Support** - Subscribe to any RSS/Atom feed with hierarchical category organization - **Full-text Search** - Multilingual search by $1 - **Sorting by Relevance** - pgvector-based similarity ranking using entry

Full README

Buun Curator (WIP)

This project is under heavy development and is not production-ready.

AI-powered information curator and research assistant, currently just a feed reader.

Screenshot

Features

Feed Reader

  • RSS/Atom Support - Subscribe to any RSS/Atom feed with hierarchical category organization
  • Full-text Search - Multilingual search by Meilisearch
  • Sorting by Relevance - pgvector-based similarity ranking using entry embeddings
  • Real-time Updates - Instant feed updates via Server-Sent Events (SSE)

Content Processing

  • Content Fetching - Automatic full-content extraction using Crawl4AI
  • Content Filtering - LLM-based noise removal (ads, navigation, boilerplate)
  • Summarization - AI-generated summaries for quick scanning
  • Translation - On-demand translation via DeepL or Microsoft Translator

AI Assistant

  • Chat Interface - Contextual AI assistant with real-time streaming responses by CopilotKit and AG-UI
  • Entry Context - AI understands the currently viewed entry for relevant responses
  • Research Mode
    • Structured Analysis - LLM extracts domain classification, entities, relationships, and key points

Authentication

Note: Multi-user support is not implemented. Authentication is for access control only; all users share the same data.

Quality & Observability

  • LLM Evaluation - Integrated RAGAS for response quality scoring
  • LLM Tracing - Store LLM calls, responses, and evaluation scores with Langfuse

Background Processing

  • Durable Workflows - Reliable task execution with Temporal
  • Peiriodic Ingestion and cleanup - Automated feed fetching and old entry removal

Documentation

Architecture

┌─────────────────────────────────────────────────────────────────────────────┐
│                              Browser (React)                                │
└─────────────────────────────────────────────────────────────────────────────┘
        │                              │                             ▲
        │ REST API                     │ AG-UI (SSE)                 │ SSE
        ▼                              ▼                             │
┌─────────────────────────────────────────────────────────────────────────────┐
│                              Next.js App                                    │
│                       (API Routes, SSE Endpoint)                            │
└─────────────────────────────────────────────────────────────────────────────┘
        │              │              │              │               ▲
        │              │              │              │ Start         │ Notify
        ▼              ▼              ▼              ▼ Workflow      │
┌────────────┐ ┌────────────┐ ┌────────────┐ ┌────────────┐ ┌────────┴───────┐
│ PostgreSQL │ │Meilisearch │ │  AI Agent  │ │  Temporal  │ │ Python Worker  │
│(+ pgvector)│ │(Full-text) │ │  (FastAPI) │ │   Server   │ │ (Temporal SDK) │
└────────────┘ └────────────┘ └─────┬──────┘ └──────┬─────┘ └────────┬───────┘
                                    │               │ Task Queue     │
                                    │               └────────────────┘
                              ┌─────┴─────┐
                              │           │
                              ▼           ▼
                       ┌────────────┐ ┌────────────┐
                       │ OpenAI API │ │  Langfuse  │◀── RAGAS Scores
                       └────────────┘ │  (Tracing) │    (from Worker)
                                      └────────────┘

Components

| Component | Technology | Description | | ------------- | --------------------- | ---------------------------------------------------- | | Frontend | Next.js (React) | Multi-panel feed reader UI with CopilotKit chat | | API | Next.js API Routes | REST API for entries, feeds, subscriptions | | AI Agent | FastAPI + AG-UI | Real-time streaming responses via Server-Sent Events | | Worker | Python + Temporal | Durable workflow execution for background tasks | | Database | PostgreSQL + pgvector | Entry storage, embeddings for recommendations | | Search | Meilisearch | Full-text search with CJK language support | | Observability | Langfuse | LLM tracing and RAGAS evaluation scores |

Gallery

Screenshot

AI assistant in research mode.

Contract & API

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

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key, oauth

Streaming

Yes

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript, streaming

Forbidden: high_risk

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/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

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
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key",
    "oauth"
  ],
  "requires": [
    "mcp",
    "lang:typescript",
    "streaming"
  ],
  "forbidden": [
    "high_risk"
  ],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": true,
  "inputSchemaRef": "https://github.com/buun-ch/buun-curator#input",
  "outputSchemaRef": "https://github.com/buun-ch/buun-curator#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:36.797Z",
  "sourceUpdatedAt": "2026-02-24T19:44:36.797Z",
  "freshnessSeconds": 4441304
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T05:26:20.814Z"
    }
  },
  "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": "MCP",
      "type": "protocol",
      "support": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract"
}

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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:36.797Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key, oauth",
    "href": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:36.797Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/buun-ch/buun-curator#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:36.797Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Buun Ch",
    "href": "https://github.com/buun-ch/buun-curator",
    "sourceUrl": "https://github.com/buun-ch/buun-curator",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-buun-ch-buun-curator/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 buun-curator and adjacent AI workflows.