ShortlistLens
Structured website and review evidence for AI-assisted local-business shortlisting.
Crawler Summary
AI Agent for Artists CallQuest: Agentic AI Boilerplate (Open Calls Agent) $1 $1 $1 $1 $1 CallQuest is both a working agent and a reusable blueprint for building modern agentic systems. It ships end‑to‑end patterns (LLM‑first extraction, receipts/verification, discovery, ranking, notifications, observability) you can adapt to other domains (jobs, grants, CFPs, tenders, events, etc.). For Artists — What You Get Today - Finds relevant open 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
callquest 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
AI Agent for Artists CallQuest: Agentic AI Boilerplate (Open Calls Agent) $1 $1 $1 $1 $1 CallQuest is both a working agent and a reusable blueprint for building modern agentic systems. It ships end‑to‑end patterns (LLM‑first extraction, receipts/verification, discovery, ranking, notifications, observability) you can adapt to other domains (jobs, grants, CFPs, tenders, events, etc.). For Artists — What You Get Today - Finds relevant open
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Chernistry
Artifacts
0
Benchmarks
0
Last release
0.1.0
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/chernistry/callquest.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
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
Chernistry
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
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
0
Snippets
0
Languages
typescript
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
AI Agent for Artists CallQuest: Agentic AI Boilerplate (Open Calls Agent) $1 $1 $1 $1 $1 CallQuest is both a working agent and a reusable blueprint for building modern agentic systems. It ships end‑to‑end patterns (LLM‑first extraction, receipts/verification, discovery, ranking, notifications, observability) you can adapt to other domains (jobs, grants, CFPs, tenders, events, etc.). For Artists — What You Get Today - Finds relevant open
CallQuest is both a working agent and a reusable blueprint for building modern agentic systems. It ships end‑to‑end patterns (LLM‑first extraction, receipts/verification, discovery, ranking, notifications, observability) you can adapt to other domains (jobs, grants, CFPs, tenders, events, etc.).
How it works (in short):
Getting started as an artist (dev-style for now):
{ "name":"You", "languages":["en"], "disciplines":["residency","grant"], "telegram_chat_id":"<your_chat_id>" }Roadmap for artists: self-serve onboarding, email digests, better profile UI.
root/src/prompts, loaded via PROMPTS_DIR./why and /receipts never recompute.fetchWithTimeout with robots.txt + host allowlist.active/expiring_soon/expired).Requirements: Node.js 20+, PostgreSQL 14+ with vector (pgvector) and pgcrypto.
npm i.env.example → .env, set minimal variables:
DATABASE_URL — Postgres connection stringLLM_API_KEY — your LLM key (OpenAI/OpenRouter)LLM_PROVIDER_BASEURL — e.g. https://api.openai.com/v1 or https://openrouter.ai/api/v1MCP_PLAYWRIGHT_URL (external MCP), or use spawned mode via docker-composeSEARCH_PROVIDER, SEARCH_API_KEY, SEARCH_ENDPOINT (Serper/Tavily)TELEGRAM_BOT_TOKEN (create via @BotFather)npm run db:migratenpm run discovernpm start (HTTP: /healthz, /metrics, /receipts, /why?url=...)Try it:
npm run extract -- --url https://example.com/open-callnpm run ingest -- --url https://example.com/open-callnpm run expirenpm run digestWhere to get keys (one‑liners): OpenAI — platform.openai.com, OpenRouter — openrouter.ai, Telegram bot — @BotFather, Serper/Tavily — their developer dashboards.
Provider notes:
SEARCH_PROVIDER=serper, SEARCH_ENDPOINT=https://google.serper.dev/search, header X-API-KEY with SEARCH_API_KEY.SEARCH_PROVIDER=tavily, SEARCH_ENDPOINT=https://api.tavily.com/search; Tavily expects api_key in JSON body (we handle this automatically).Telegram chat_id quick tip:
chat_id, or add your bot to a chat and call https://api.telegram.org/bot<token>/getUpdates after sending a message to fetch the chat.id.root/src/prompts/*.root/src/schemas/*.root/src/agent/discovery.ts).root/src/agent/ranking.ts; wire your delivery channels in root/src/notify/*.root/src/agent/orchestrator.tsroot/src/agent/extract.ts, root/src/agent/verify.tsroot/src/agent/discovery.ts, root/src/tools/search.tsroot/src/agent/ranking.ts, root/src/db/artists.tsroot/src/notify/telegram.ts, root/src/notify/ics.ts, root/src/notify/compose.tsroot/src/metrics.ts; Server: root/src/server.tsroot/migrations/*normalizeOpportunityLLM).util/metrics.ts; all metrics live in root/src/metrics.ts.ALLOWED_HOSTS as a comma‑separated list (or query /allowed-hosts). MCP navigation also respects the allowlist.BLOCKED_HOST_TTL_MS, default 15m) to avoid noisy retries.MIT — see LICENSE.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Structured website and review evidence for AI-assisted local-business shortlisting.
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63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/chernistry/callquest#input",
"outputSchemaRef": "https://github.com/chernistry/callquest#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:45:31.424Z",
"sourceUpdatedAt": "2026-02-24T19:45:31.424Z",
"freshnessSeconds": 19558538
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T04:41:10.301Z"
}
},
"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://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:31.424Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:31.424Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/chernistry/callquest#input",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:31.424Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Chernistry",
"href": "https://github.com/chernistry/callquest",
"sourceUrl": "https://github.com/chernistry/callquest",
"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://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-chernistry-callquest/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 callquest and adjacent AI workflows.