buying agent / operatorWhat should this capability cost?See the normal range, the correct buyer tier and which comparable providers cost less.
Telegram Integration
Query this niche via MCP
niche_report({ niche: "telegram-integration" })Human-readable pricing output. This page is the visible version of the same structured answers an agent receives over MCP or REST.
niche_reportprice_benchmark
One market output · three readers
The same pricing evidence answers different users.
provider / founderWhat should my agent or MCP charge?Test a proposed price against the market and choose a value, median or premium position.
market observer / investorWhere is pricing power appearing?Read price dispersion, tier movement, commercial density and new paid entrants.
See the MCP response behind this pageniche_report
{
"niche": "telegram-integration",
"parent_sector": "developer-tools-infra",
"crowding_level": "empty",
"observed_node_count": 0,
"adjacent_niches": [
"ai-frontend-coding",
"mcp-platform-provider",
"incident-response-sre",
"infrastructure-provisioning-iac",
"on-call-management-agent",
"database-query-agent"
],
"market_pulse": {
"pulse": 51,
"drivers": [
"enterprise money present",
"8 new builders in 30d"
],
"price_move_30d_pct": null,
"money_share": 0.3333333333333333,
"entry_rate": 0.6153846153846154,
"alive_share": 1
},
"price_move": {
"d_pct": 0,
"w_pct": 0,
"m_pct": 0,
"comparable_agents": 2,
"quarantined_agents": 0,
"confidence": "thin",
"published": {
"d": false,
"w": false,
"m": false
},
"held_reason": {
"d": null,
"w": null,
"m": null
},
"driver": {
"d": null,
"w": null,
"m": null
},
"tier_contribution": {
"d": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"w": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"m": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
}
},
"tier_series": {
"individual": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
],
"pro": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
],
"team_sme": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
],
"enterprise": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
]
},
"tier_own_move": {
"d": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"w": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"m": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
}
},
"tier_agents": {
"individual": 1,
"pro": 1,
"team_sme": 1,
"enterprise": 0
},
"obs_range": {
"d": null,
"w": null,
"m": null
},
"tier_obs_range": {
"d": {
"individual": null,
"pro": null,
"team_sme": null,
"enterprise": null
},
"w": {
"individual": null,
"pro": null,
"team_sme": null,
"enterprise": null
},
"m": {
"individual": null,
"pro": null,
"team_sme": null,
"enterprise": null
}
}
},
"pricing": {
"sampleSize": 8,
"observed": 3,
"byPersona": {
"free": {
"n": 2,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"usageShare": 0
},
"individual": {
"n": 1,
"nPriced": 1,
"reliability": "none",
"median": 9,
"p25": 9,
"p75": 9,
"min": 9,
"max": 9,
"usageShare": 0
},
"pro": {
"n": 2,
"nPriced": 2,
"reliability": "low",
"median": 17,
"p25": 13,
"p75": 21,
"min": 9,
"max": 25,
"usageShare": 0
},
"team_sme": {
"n": 2,
"nPriced": 2,
"reliability": "low",
"median": 54,
"p25": 41.5,
"p75": 66.5,
"min": 29,
"max": 79,
"usageShare": 0
},
"enterprise": {
"n": 1,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"usageShare": 0
}
},
"byPersonaMonthly": {
"free": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"individual": {
"nMonthly": 1,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"pro": {
"nMonthly": 2,
"p25": 13,
"median": 17,
"p75": 21,
"confidence": "low",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": true
},
"team_sme": {
"nMonthly": 2,
"p25": 41.5,
"median": 54,
"p75": 66.5,
"confidence": "low",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": true
},
"enterprise": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
}
},
"byTierCohorts": {
"status": "insufficient",
"cohorts": [],
"rejected": {
"ambiguous_cadence": 1
},
"evidence": {
"status": "observed_offers_only",
"single_observations": [],
"observed_offers": [
{
"billing": "monthly",
"unit": "flat",
"count": 5,
"offers": [
{
"provider": "flowcastle",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$9 /mo",
"monthly_usd": 9
},
{
"provider": "flowcastle",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$29 /mo",
"monthly_usd": 29
},
{
"provider": "flowcastle",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$79 /mo",
"monthly_usd": 79
},
{
"provider": "telegram_group_stats",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$9 / month",
"monthly_usd": 9
},
{
"provider": "telegram_group_stats",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$25 / month",
"monthly_usd": 25
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "flowcastle",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
}
]
}
],
"coverage": {
"priced_providers": 2,
"normalized_observations": 5,
"comparable_providers": 2,
"strict_cohorts": 0,
"exclusion_reasons": {
"ambiguous_cadence": 1
}
}
}
},
"billingMix": {
"usage": 1,
"freemium": 2
},
"freeTierShare": 0.67,
"medianLowestUsd": 9
},
"movement": null,
"index_series": {
"series": [
{
"day": "2026-07-13",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-14",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-15",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-16",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-17",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-18",
"index": 100,
"pairs": 2,
"dayChangePct": 0
},
{
"day": "2026-07-19",
"index": 100,
"pairs": 2,
"dayChangePct": 0
},
{
"day": "2026-07-20",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-07-21",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-07-22",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-07-23",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-07-24",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-07-25",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-07-26",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-07-27",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-07-28",
"index": 100,
"pairs": 3,
"dayChangePct": 0
}
],
"latest": 100,
"day_change_pct": 0,
"methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
},
"top_agents": [
{
"agent_id": "slava01011910_telemost_mcp_ser",
"name": "Slava01011910 Telemost Mcp Ser",
"url": "http://telemost.io",
"short_summary": "Telegram analytics as MCP tools, pay-per-call in USDC via x402 (no accounts, no API keys).",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Telemost uses pay-per-call USDC pricing for its Telegram analytics API, while the endpoint catalog is free to access."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "telegram_group_stats",
"name": "Telegram Group Stats",
"url": "https://limzo.com/docs/",
"short_summary": "Read-only public Telegram group statistics from limzo.com: search tracked communities (list_groups), pull leaderboards, activity, member levels, weekly awards…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 9,
"monthly_usd": 9,
"headline": "Free tier, then from $9/mo",
"summary": "Free tier, then from $9/mo. Limzo offers a free plan, plus Pro at $9/month and Community at $25/month, with paid subscriptions renewing every 30 days."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "telemost_mcp_server",
"name": "Telemost",
"url": "https://smithery.ai/server/telemost/telemost-mcp-server",
"short_summary": "Telegram channel analytics and statistics as pay-per-call MCP tools, paid in USDC via x402 (Base + Solana). No API keys, no subscriptions — your agent pays per…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "antigravity_telegram",
"name": "Antigravity Telegram",
"url": "https://github.com/xuenarcissus/antigravity-hermes-telegtam",
"short_summary": "Connects the Antigravity CLI to Telegram, providing multi-turn conversations, task controls, typing feedback, mobile-friendly responses, file delivery, and Bub…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing was found for Antigravity CLI for Telegram."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "flowcastle",
"name": "Flowcastle",
"url": "https://flowcastle.ai/",
"short_summary": "Visual platform for building, publishing, and managing Telegram bots and web chat workflows with AI, payments, live chat, broadcasts, integrations, HTTP action…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 9,
"monthly_usd": 9,
"headline": "Free tier, then from $9/mo",
"summary": "Free tier, then from $9/mo. FlowCastle offers a free plan, three fixed monthly plans from $9 to $79, and a custom Scale plan."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "secure_telegram_mcp",
"name": "Secure Telegram",
"url": "https://github.com/antonorlov/secure-telegram-mcp",
"short_summary": "An MCP server that connects AI clients to Telegram with per-client API keys, scoped access to selected chats and folders, optional write permissions, and encry…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing was found for secure-telegram-mcp."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "shadow_tg",
"name": "Shadow Tg",
"url": "https://github.com/ulinycoin/tg-mcp-server",
"short_summary": "An MCP server that lets AI agents read public Telegram channel metadata, posts, media URLs, comments, and search results through Telegram’s web preview, withou…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing was found for shadow-tg; the linked pricing page shows GitHub platform plans rather than pricing for this project."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "telegram_mcp",
"name": "Telegram",
"url": "https://github.com/chaindead/telegram-mcp",
"short_summary": "MCP server bridging Telegram API to AI assistants. Manages dialogs, messages, drafts, read statuses, and account info for Claude, Cursor, and other AI apps.",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown for the Telegram MCP server in the supplied repository page."
},
"evidence_quality": "unclear",
"upvotes": 0
}
],
"platforms_also_here": [],
"page_url": "https://agentery.com/market/telegram-integration",
"summary": {
"niche": "telegram-integration",
"sector": "developer-tools-infra",
"page_url": "https://agentery.com/market/telegram-integration",
"counts": {
"listings_with_price_capture": 8,
"listings_with_observed_public_price": 3,
"providers_with_numeric_monthly_price_latest_scan": null,
"like_for_like_comparable_pairs": null
},
"movement": {
"d": {
"published": false,
"value_pct": null,
"held_reason": null
},
"w": {
"published": false,
"value_pct": null,
"held_reason": null
},
"m": {
"published": false,
"value_pct": null,
"held_reason": null
}
},
"pricing_version": "cohorts-1",
"pricing_status": "observed_offers_only",
"pricing_by_tier": null,
"observed_offers": [
{
"billing": "monthly",
"unit": "flat",
"count": 5,
"offers": [
{
"provider": "flowcastle",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$9 /mo",
"monthly_usd": 9
},
{
"provider": "flowcastle",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$29 /mo",
"monthly_usd": 29
},
{
"provider": "flowcastle",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$79 /mo",
"monthly_usd": 79
},
{
"provider": "telegram_group_stats",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$9 / month",
"monthly_usd": 9
},
{
"provider": "telegram_group_stats",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$25 / month",
"monthly_usd": 25
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "flowcastle",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
}
]
}
],
"pricing_coverage": {
"listings_with_price_capture": 8,
"listings_with_observed_public_price": 3,
"normalized_observations": 5,
"comparable_providers": 2,
"strict_cohorts": 0,
"exclusion_reasons": {
"ambiguous_cadence": 1
}
},
"pricing_note": "No comparable cohort formed (a benchmark needs >=2 providers sharing a buyer tier AND billing unit). observed_offers lists the REAL provider offers, grouped and labelled by billing type — each is a single observed price, never aggregated across mixed units, periods or tiers.",
"pricing_excluded_observations": {
"ambiguous_cadence": 1
},
"billing_mix": {
"usage": 1,
"freemium": 2
},
"free_tier_share": 0.67,
"top_providers": [
{
"agent_id": "slava01011910_telemost_mcp_ser",
"name": "Slava01011910 Telemost Mcp Ser",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Telemost uses pay-per-call USDC pricing for its Telegram analytics API, while the endpoint catalog is free to access."
},
"observed": true
},
{
"agent_id": "telegram_group_stats",
"name": "Telegram Group Stats",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 9,
"monthly_usd": 9,
"headline": "Free tier, then from $9/mo",
"summary": "Free tier, then from $9/mo. Limzo offers a free plan, plus Pro at $9/month and Community at $25/month, with paid subscriptions renewing every 30 days."
},
"observed": true
},
{
"agent_id": "telemost_mcp_server",
"name": "Telemost",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
},
{
"agent_id": "antigravity_telegram",
"name": "Antigravity Telegram",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing was found for Antigravity CLI for Telegram."
},
"observed": false
},
{
"agent_id": "flowcastle",
"name": "Flowcastle",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 9,
"monthly_usd": 9,
"headline": "Free tier, then from $9/mo",
"summary": "Free tier, then from $9/mo. FlowCastle offers a free plan, three fixed monthly plans from $9 to $79, and a custom Scale plan."
},
"observed": true
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "telegram-integration"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "telegram-integration",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "slava01011910_telemost_mcp_ser"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "slava01011910_telemost_mcp_ser"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Prices · index
100.00 0.0%
What changed · last 7 days
Movement in this niche.
No verified 7-day repricing to attribute yet.
Individual
0%Insufficient comparable pricingPro
0%Insufficient comparable pricingTeam & SME
0%Insufficient comparable pricingEnterprise
0%Insufficient comparable pricingPrice ladder
What this niche charges
Median flat-monthly price by buyer tier (USD), provider-deduped. The coloured section is the middle half, shown only where 5+ providers support it.
Free
$0
Pro
—/mo
Team & SME
—/mo
Enterprise
—/mo
Fast read
Where the value sits
0 Pro flat-monthly providers — a thin sample; treat figures as indicative.
Filter the full market below rather than relying on three featured cards.
best value · cheaper alternatives · recent reprices →
Pricing answers
The tool outputs, translated.
Each block is a plain-language rendering of a pricing function. Nothing here requires a second editorial layer: the page is generated from the same benchmark records agents use.
price_benchmark—Insufficient comparable Pro pricing for this niche.
niche_report · movement0.0%Seven-day niche movement from named plans that stayed comparable across observations.
suggest_alternatives0 providersComparable providers currently below the — niche median.
pricing recommendation—Insufficient comparable pricing to recommend a Pro price. (A dedicated MCP tool will be added separately.)
Seller-side pricing output
Test a price against the niche.
Move the proposed monthly price. Agentery shows where it would sit among comparable Pro plans — useful to an agent or MCP provider deciding what to charge.
$49 / month
$8 lowest observed$49 median$89 highest observed
Near the market median. At $49/month, the proposed price sits inside the middle half of comparable Pro plans ($8–$89).
Provider pricing studio
What should a new agent or MCP charge?
Select the intended buyer tier and market position. This recommendation is calculated from the observed niche price distribution. A dedicated MCP tool will be added separately.
Market-supported recommendation
Price near the centre of the Pro market.
$13–$21
$17 places a new product around the niche median while leaving room to distinguish on capability rather than price alone.
$9$66.50
lower $13median $17upper $21thin sample · 2 prices
2
Monthly
thin
Full market
8 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche median30dLiveness
STSlava01011910 Telemost Mcp SerTelegram analytics as MCP tools, pay-per-call in USDC via x402 (no accounts, no API keys).
mcppaid——100% live
Telegram Group StatsRead-only public Telegram group statistics from limzo.com: search tracked communities (list_groups), pull leaderboards, activity, member levels, weekly awards…TTelemostTelegram channel analytics and statistics as pay-per-call MCP tools, paid in USDC via x402 (Base + Solana). No API keys, no subscriptions — your agent pays per…
mcp———100% live
Antigravity TelegramConnects the Antigravity CLI to Telegram, providing multi-turn conversations, task controls, typing feedback, mobile-friendly responses, file delivery, and Bub…
Secure TelegramAn MCP server that connects AI clients to Telegram with per-client API keys, scoped access to selected chats and folders, optional write permissions, and encry…
Shadow TgAn MCP server that lets AI agents read public Telegram channel metadata, posts, media URLs, comments, and search results through Telegram’s web preview, withou…
TelegramMCP server bridging Telegram API to AI assistants. Manages dialogs, messages, drafts, read statuses, and account info for Claude, Cursor, and other AI apps.