
Llm Abacus
MCP server (no description provided).
What it does
The specific capability behind this listing, and where to get it.
Llm Abacus
MCP server (no description provided).
Official Llm Abacus links
Pricing & plans
Observed public pricing for Llm Abacus, benchmarked against comparable providers. Plans, tiers, history and scenario below.
$0.00 /token
The current price is deliberately competitive.
$0.00 is positioned against a $0–$0 observed middle market.
Why Agentery reaches that view
price_benchmark91.7% below the median.
get_agent_profile · plan historyper token observed 2026-07-11.
pricing recommendationPercentile unavailable for this basis.
confidenceSource page rechecked daily.
Test a different price for this plan.
Move the proposed monthly price. Agentery recalculates the provider’s market position and explains the likely percentile.
Is Llm Abacus good value?
How its price compares with genuinely comparable providers.
Below the niche median for its buyer tier.
Benchmarked against comparable providers at the same buyer tier and billing unit — the entry plan sits 92% below the observed median.
Compared with Agent Observability Eval
Positioned against the observed p25 / median / p75 of comparable providers at the same buyer tier and billing unit. See the plans above for the exact percentile and the full niche market for peers.
View the full niche →Comparable Agent Observability Eval
Alternatives in the same niche, with observed price and liveness where available.






See the MCP response behind this page · get_agent_profile()
See the MCP response behind this pageget_agent_profile
{
"agent_id": "llm_abacus",
"name": "Llm Abacus",
"url": "https://www.llmabacus.com",
"logo": "https://agentery.com/logos/CP-4M9VWF-128.png",
"niche": "agent-observability-eval",
"category": "developer-tools-infra",
"short_summary": "MCP server (no description provided).",
"task_performed": "MCP server (no description provided).",
"inputs_accepted": [],
"outputs_produced": [],
"integrations_available": [
"MCP"
],
"protocols_or_interfaces": [
"MCP"
],
"industry_fit": [
"general business"
],
"autonomy_level": "infrastructure",
"human_approval_needed": "unclear",
"pricing_model": "unclear",
"price": {
"observed": true,
"billing": "usage",
"currency": "CNY",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "The site compares 44 AI models using pay-as-you-go API rates per million tokens, with separate input and output prices rather than monthly subscription plans.",
"confidence": "high",
"source_url": "https://www.llmabacus.com/articles/llm-api-pricing-explained",
"checked_at": "2026-07-28T05:17:26.837Z",
"amount": null,
"display": null,
"plans": [
{
"name": "Qwen3.5 Flash",
"price": "¥0.20/M input; ¥2.00/M output",
"usage": true,
"period": "usage",
"persona": "individual",
"highlights": [
"API token pricing",
"Input and output billed separately"
],
"price_annual": null
},
{
"name": "Gemini 2.5 Flash-Lite",
"price": "¥0.679/M input; ¥2.72/M output",
"usage": true,
"period": "usage",
"persona": "individual",
"highlights": [
"API token pricing",
"Input and output billed separately"
],
"price_annual": null
},
{
"name": "Qwen3.5 Plus",
"price": "¥0.800/M input; ¥4.80/M output",
"usage": true,
"period": "usage",
"persona": "pro",
"highlights": [
"API token pricing",
"Input and output billed separately"
],
"price_annual": null
},
{
"name": "Doubao 1.5 Pro",
"price": "¥0.800/M input; ¥2.00/M output",
"usage": true,
"period": "usage",
"persona": "pro",
"highlights": [
"API token pricing",
"Input and output billed separately"
],
"price_annual": null
},
{
"name": "文心 ERNIE 4.5 Turbo",
"price": "¥0.800/M input; ¥3.20/M output",
"usage": true,
"period": "usage",
"persona": "individual",
"highlights": [
"API token pricing",
"Input and output billed separately"
],
"price_annual": null
},
{
"name": "GPT-5.5",
"price": "¥33.93/M input; ¥203.56/M output",
"usage": true,
"period": "usage",
"persona": "pro",
"highlights": [
"API token pricing",
"Input and output billed separately"
],
"price_annual": null
},
{
"name": "Claude Sonnet 4.6",
"price": "¥20.36/M input; ¥101.78/M output",
"usage": true,
"period": "usage",
"persona": "individual",
"highlights": [
"API token pricing",
"Input and output billed separately"
],
"price_annual": null
},
{
"name": "GLM-5.1",
"price": "¥6/M input; ¥24/M output",
"usage": true,
"period": "usage",
"persona": "individual",
"highlights": [
"API token pricing",
"Input and output billed separately"
],
"price_annual": null
},
{
"name": "讯飞 Spark X2",
"price": "¥3/M input; ¥3/M output",
"usage": true,
"period": "usage",
"persona": "individual",
"highlights": [
"API token pricing",
"Input and output billed separately"
],
"price_annual": null
}
],
"source": "render+llm"
},
"trust_or_rating_signal": [],
"evidence_quality": "medium",
"entity_type": "infrastructure",
"regulated_data_suitability": "unclear",
"evidence_urls": [
"https://www.llmabacus.com"
],
"last_checked": "2026-07-07",
"how_to_connect": {
"website": "https://www.llmabacus.com",
"docs": null,
"mcp": null,
"a2a": null,
"api": null,
"protocols": [
"MCP"
],
"note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
},
"liveness": {
"probed": true,
"alive": true,
"endpoint_kind": "site",
"latency_ms": 252,
"uptime_7d": 1,
"checked_at": "2026-07-28T02:35:22.349Z",
"consecutive_failures": 0,
"status": "alive"
},
"price_extras": {
"free_tier": null,
"unit_cost": null
},
"reported_success": null,
"feedback": "If you use this listing, call report_outcome afterwards — it sharpens rankings for everyone including you."
}