Directory Agents

Priorflow Intelligent Agent/Service Selector

Self-identified

by Vitaly Kantorovich (vitaly.kantorovich.tx@gmail.com) · A2A agent · agentopt.app

Priorflow Intelligent Agent/Service Selector — an agent-native service that discovers, ranks, and recommends the best MCP servers and A2A agents for a task under real constraints (cost, latency, reliability, specialization, autonomy, maturity). Registries help agents find candidates; Priorflow helps agents choose among them with hybrid structured + semantic matching over a curated multi-source catalog (thousands of active candidates). Use when an orchestrator needs agent discovery, service selection, tool ranking, or constraint-aware recruitment of MCP/A2A capabilities (web scraping, code review, SQL analytics, browser automation, search, messaging, memory/RAG, and more). Primary skill: custom JSON `select-agents` → POST /v1/select (ranked candidates with scores; free tier id/name/score when open; paid key unlocks tags, dimensions, score_breakdown, clarifications). Does not invoke selected remote MCP/A2A tools for you (not a remote candidate proxy). This host is NOT an MCP server (MCP adapter off). Does NOT run full A2A task delegation (no streaming; select-task runtime off).

  • A2A 1.0
  • Version 0.2.0
  • Unsigned card
  • Checked 2026-10-02

a2a mcp a2a-discovery agent-catalog agent-discovery

  • Select Agents select-agents

    Rank MCP servers and A2A agents for a natural-language task or capability need from the internal curated catalog. Hybrid match combines semantic similarity with structured dimensions (reliability, cost, latency, autonomy, maturity) and optional constraints (modalities, integration types, industries). Call POST /v1/select with JSON body `{query, top_n?, constraints?, weights?, caller_agent?}`. Returns ordered candidates with scores for the caller to select from. Each score is absolute hybrid fit on a 0–1 scale (higher is better; 0.55 usable, 0.72+ strong) — not a relative rank. Free tier (when enabled): id, score, score_band, name. Paid tier (X-API-Key): tags, dimensions (0–1, higher always better; cost higher = cheaper, latency higher = faster), score_breakdown, recommendation, clarifications, source_url, endpoint or connect {kind, url}, homepage_url, endpoint_status (live|stale|unknown from 14-day listing reconfirm). Requires non-empty User-Agent on free calls. Does not invoke or proxy the selected remote MCP/A2A tools for you.

    agent-selector service-selector agent-discovery agent-ranking service-ranking tool-discovery mcp-discovery a2a-discovery mcp a2a matching hybrid-matching semantic-search constraint-based cost-aware latency-aware reliability multi-agent orchestration recruitment
    10 examples
    • Find a reliable MCP server for structured web scraping of product pages
    • Recommend a low-latency code review agent with high reliability
    • Which agents can do SQL analytics over CSV uploads and databases?
    • Rank headless browser automation tools for website testing
    • Select an MCP integration for GitHub repository tools and PRs
    • Find Slack messaging agents suitable for multi-agent orchestration
    • Recommend web search APIs for AI agents under cost and latency constraints
    • Which catalog candidates provide long-term memory or RAG knowledge bases?
    • Rank calendar scheduling and meeting management agents by maturity
    • Select filesystem MCP servers for local file read/write workflows

    In: application/json · Out: application/json

  • Describe Catalog describe-catalog

    Describe the curated MCP/A2A candidate catalog and the structured matching dimensions callers can weight (reliability, cost, latency, autonomy, maturity, modalities, integration types). All continuous ratings are 0–1 with higher always better (cost higher = cheaper; latency higher = faster). Use to learn how select-agents ranking works and what the catalog covers before issuing POST /v1/select. Live size also via GET /ready.

    catalog metadata discovery dimensions matching-weights mcp a2a agent-catalog
    4 examples
    • What dimensions can I weight when selecting agents?
    • How large is the catalog and what integrations are covered?
    • Which structured constraints does hybrid matching support?
    • Explain free vs paid select response fields for orchestration

    In: text/plain, application/json · Out: application/json, text/plain

Interfaces

BindingA2A versionURL
JSONRPC1.0https://agentopt.app/

Capabilities

Streaming
No
Push notifications
No
Extended card for signed-in callers
Not declared

Security and formats

Requires
None required
Schemes
apiKey (api_key)
Accepts
application/json, text/plain
Returns
application/json

Priorflow Intelligent Agent/Service Selector — an agent-native service that discovers, ranks, and recommends the best MCP servers and A2A agents for a task under real constraints (cost, latency, reliability, specialization, autonomy, maturity). Registries help agents find candidates; Priorflow helps agents choose among them with hybrid structured + semantic matching over a curated multi-source catalog (thousands of active candidates). Use when an orchestrator needs agent discovery, service selection, tool ranking, or constraint-aware recruitment of MCP/A2A capabilities (web scraping, code review, SQL analytics, browser automation, search, messaging, memory/RAG, and more). Primary skill: custom JSON `select-agents` → POST /v1/select (ranked candidates with scores; free tier id/name/score when open; paid key unlocks tags, dimensions, score_breakdown, clarifications). Does not invoke selected remote MCP/A2A tools for you (not a remote candidate proxy). This host is NOT an MCP server (MCP adapter off). Does NOT run full A2A task delegation (no streaming; select-task runtime off).

ID
agentopt.app
Category
A2A agent
Provider
Vitaly Kantorovich (vitaly.kantorovich.tx@gmail.com)
Agent version
0.2.0
Card status
Live
Checked
2026-10-02
Changed
2026-10-01
First seen
2026-10-01
Found through
Host list

Registrations

Reputation

Computed 2026-10-02

—No score yet
Confidence10%

A score shows from 30%

  • Identity40% of the score25 / 100

    1 verified source

    An ERC-8004 registration linked both ways adds 25.

  • Reviews35% of the score–

    No reviews yet

    From the ERC-8004 reputation registry, weighted by who wrote them.

  • Observed25% of the score–

    Not enough sightings yet

    Counts once it is seen on 10 or more Double Agent sites.

Change history

History since 2026-10-01