Codebase Intelligence
Query this niche via MCP
niche_report({ niche: "codebase-intelligence" })Agents · median
MCP servers · median
$10/mo
All plans — Agents vs MCPs
each dot = one provider · log scaleMCP servers $10
codegraff · $8
grep · $10
Repolens Mcp · $10
Arjunkmrm Grep · $10
sift · $10
graphmind · $10
Roam Code · $99
codegraff · $21
Roam Code · $299
$10
$25
$50
$100
$250
AgentsMCP serversshaded = middle half · line = median
All plans
9 pricedProvidervs its cohort medianMonthly
codegraffmcp
$8 below
grepmcp
$10 ~median
Repolens Mcpmcp
$10 ~median
Arjunkmrm Grepmcp
$10 ~median
siftmcp
$10 ~median
graphmindmcp
$10 ~median
codegraffmcp
$21 above
Roam Codemcp
$99 above
Roam Codemcp
$299 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
"niche": "codebase-intelligence",
"parent_sector": "developer-tools-infra",
"provider_type_pricing": {
"slug": "codebase-intelligence",
"pricing_basis": "lowest_observed_monthly_usd",
"provider_type_methodology": "commercial-form-v2",
"provider_type_methodology_published_at": "2026-07-31",
"blended": {
"median": 10,
"p25": null,
"p75": null,
"providers": 8
},
"by_provider_type": {
"agent": {
"median": null,
"p25": null,
"p75": null,
"providers": 1,
"publishable": false,
"confidence": "insufficient",
"reason": "Fewer than three comparable priced Agent-economy products are available."
},
"mcp": {
"median": 10,
"p25": null,
"p75": null,
"providers": 7,
"publishable": true,
"confidence": "moderate"
}
},
"recommended_cohort": null,
"recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
"fallback_context": null,
"context_note": null
},
"crowding_level": "empty",
"observed_node_count": 0,
"adjacent_niches": [
"ai-frontend-coding",
"mcp-platform-provider",
"incident-response-sre",
"on-call-management-agent",
"database-query-agent",
"infrastructure-provisioning-iac"
],
"market_pulse": {
"pulse": 48,
"drivers": [
"enterprise money present",
"10 new builders in 30d"
],
"price_move_30d_pct": 0.4,
"money_share": 0.42857142857142855,
"entry_rate": 0.12658227848101267,
"alive_share": 0.9864864864864865
},
"price_move": {
"d_pct": 0,
"w_pct": 0,
"m_pct": 0,
"comparable_agents": 8,
"quarantined_agents": 0,
"confidence": "high",
"published": {
"d": false,
"w": false,
"m": false
},
"held_reason": {
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"m": null
},
"driver": {
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},
"tier_contribution": {
"d": {
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"pro": 0,
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"w": {
"individual": 0,
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},
"m": {
"individual": 0,
"pro": 0,
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"enterprise": 0
}
},
"tier_series": {
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},
"tier_own_move": {
"d": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"w": {
"individual": 0,
"pro": 0,
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},
"m": {
"individual": 0,
"pro": 0,
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}
},
"tier_agents": {
"individual": 7,
"pro": 2,
"team_sme": 3,
"enterprise": 0
},
"obs_range": {
"d": null,
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"tier_obs_range": {
"d": {
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"w": {
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"m": {
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}
},
"pricing": {
"sampleSize": 74,
"observed": 14,
"byPersona": {
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"n": 7,
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"median": null,
"p25": null,
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"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0
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"individual": {
"n": 14,
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"reliability": "medium",
"median": 10,
"p25": 8.44,
"p75": 10,
"min": 0.1,
"max": 99,
"mean": 17.54,
"stdev": 29.12,
"usageShare": 0.5
},
"pro": {
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"median": 199,
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"p75": 424,
"min": 13.33,
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"stdev": 522.04,
"usageShare": 0
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"enterprise": {
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},
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"mixedBilling": false,
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"individual": {
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"median": 9,
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"confidence": "low",
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"pro": {
"nMonthly": 2,
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"confidence": "low",
"usageShare": 0,
"mixedBilling": false,
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"p25": null,
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"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
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}
},
"byTierCohorts": {
"status": "ok",
"cohorts": [
{
"tier": "individual",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 10,
"provider_count": 7,
"plan_observation_count": 7,
"data_confidence": 0.54,
"data_confidence_basis": {
"provider_component": 0.58,
"observation_component": 0.35,
"provider_count": 7,
"plan_observation_count": 7
},
"reliability": "medium",
"members": [
{
"provider": "codegraff",
"usd": 8.25
},
{
"provider": "repolens_mcp",
"usd": 10
},
{
"provider": "arjunkmrm_grep",
"usd": 10
},
{
"provider": "sift",
"usd": 10
},
{
"provider": "grep",
"usd": 10
},
{
"provider": "graphmind",
"usd": 10.26
},
{
"provider": "roam_code",
"usd": 99
}
],
"p25": 10,
"p75": 10.13
},
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 15.33,
"provider_count": 2,
"plan_observation_count": 2,
"data_confidence": 0.15,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.1,
"provider_count": 2,
"plan_observation_count": 2
},
"reliability": "low",
"members": [
{
"provider": "codebase_analyser",
"usd": 9
},
{
"provider": "graphmind",
"usd": 21.66
}
]
},
{
"tier": "team_sme",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 160.11,
"provider_count": 2,
"plan_observation_count": 7,
"data_confidence": 0.2,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.35,
"provider_count": 2,
"plan_observation_count": 7
},
"reliability": "low",
"members": [
{
"provider": "codegraff",
"usd": 21.21
},
{
"provider": "roam_code",
"usd": 299
}
]
}
],
"rejected": {
"free_or_zero": 4,
"ambiguous_cadence": 6,
"usage_not_monthly": 3
},
"evidence": {
"status": "ok",
"single_observations": [],
"observed_offers": [
{
"billing": "monthly",
"unit": "flat",
"count": 16,
"offers": [
{
"provider": "arjunkmrm_grep",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$10/mo",
"monthly_usd": 10
},
{
"provider": "codebase_analyser",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$9 /mo",
"monthly_usd": 9
},
{
"provider": "codegraff",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$99 per year",
"monthly_usd": 8.25
},
{
"provider": "codegraff",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$160 per year",
"monthly_usd": 13.33
},
{
"provider": "codegraff",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$349 per year",
"monthly_usd": 29.08
},
{
"provider": "graphmind",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "9€ /mo",
"monthly_usd": 10.26
},
{
"provider": "graphmind",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "19€ /mo",
"monthly_usd": 21.66
},
{
"provider": "grep",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$10/mo",
"monthly_usd": 10
},
{
"provider": "repolens_mcp",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$10/mo",
"monthly_usd": 10
},
{
"provider": "roam_code",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$99/mo",
"monthly_usd": 99
},
{
"provider": "roam_code",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$299/mo",
"monthly_usd": 299
},
{
"provider": "roam_code",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$799/mo",
"monthly_usd": 799
},
{
"provider": "roam_code",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$1,499/mo",
"monthly_usd": 1499
},
{
"provider": "roam_code",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$99/mo",
"monthly_usd": 99
},
{
"provider": "roam_code",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$299/mo",
"monthly_usd": 299
},
{
"provider": "sift",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$10/mo",
"monthly_usd": 10
}
]
},
{
"billing": "monthly",
"unit": "per_seat",
"count": 1,
"offers": [
{
"provider": "graphmind",
"tier": "team_sme",
"billing": "monthly",
"unit": "per_seat",
"price": "19€ /mo /seat",
"monthly_usd": 21.66
}
]
},
{
"billing": "usage",
"unit": "flat",
"count": 3,
"offers": [
{
"provider": "arjunkmrm_grep",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.10 / 1K",
"monthly_usd": null
},
{
"provider": "grep",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.10 / 1K",
"monthly_usd": null
},
{
"provider": "roam_code",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$19/repo/mo",
"monthly_usd": null
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 6,
"offers": [
{
"provider": "arjunkmrm_grep",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "codegraff",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact sales",
"monthly_usd": null
},
{
"provider": "grep",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "repolens_mcp",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "roam_code",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "sift",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
}
]
}
],
"coverage": {
"priced_providers": 8,
"normalized_observations": 17,
"comparable_providers": 8,
"strict_cohorts": 3,
"exclusion_reasons": {
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"ambiguous_cadence": 6,
"usage_not_monthly": 3
}
}
}
},
"billingMix": {
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"freemium": 7,
"subscription": 1
},
"freeTierShare": 0.93,
"medianLowestUsd": 10
},
"movement": {
"niche": "codebase-intelligence",
"sector": "developer-tools-infra",
"pricedNow": 8,
"pairs": 7,
"repriced": [
{
"handle": "graphmind",
"from": 10.4,
"to": 10.41,
"pct": 0.1
}
],
"newlyPriced": [
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],
"droppedFromPriced": [],
"likeForLikePct": 0,
"kind": "mixed",
"narrative": "Repricing + composition: 1 agent repriced — all up (avg +0%); 1 newly published pricing."
},
"index_series": {
"series": [
{
"day": "2026-07-19",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-20",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-21",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-22",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-23",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-24",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-25",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-26",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-27",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-28",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-29",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-30",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-07-31",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-01",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-02",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-03",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-04",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-05",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-06",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-07",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-08",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-09",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-10",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-11",
"index": 100,
"pairs": 11,
"dayChangePct": 0
},
{
"day": "2026-08-12",
"index": 100,
"pairs": 11,
"dayChangePct": 0
},
{
"day": "2026-08-13",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-08-14",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-08-15",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-08-16",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-08-17",
"index": 100,
"pairs": 12,
"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": "gread",
"name": "Gread",
"url": "https://gread.dev/",
"short_summary": "Provides AI agents with access to the source code and docs of all public GitHub repositories",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Gread publicly offers its services for free and provides the software as open source under Apache 2.0."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "project_mapper",
"name": "Project Mapper",
"url": "https://aethvion.com/projectmapper",
"short_summary": "builds structured knowledge graphs of codebases and provides fast querying tools for AI coding agents",
"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": "high",
"upvotes": 0
},
{
"agent_id": "semble",
"name": "Semble",
"url": "https://minish.ai/packages/semble/introduction",
"short_summary": "code search for agents — returns relevant code snippets from a codebase using natural-language or code queries",
"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": "high",
"upvotes": 0
},
{
"agent_id": "arjunkmrm_grep",
"name": "Arjunkmrm Grep",
"url": "https://smithery.ai/server/arjunkmrm/grep",
"short_summary": "Search millions of public GitHub repositories for real-world code patterns and implementation examples. Discover how developers use specific libraries and hand…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as You Go plan with included RPC credits, usage-based overage pricing, and a contact-sales Custom plan."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "git_top",
"name": "Git Top",
"url": "https://git.top/connect?source=smithery",
"short_summary": "Evidence-backed open-source project search recommendations alternatives and comparisons.",
"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": "medium",
"upvotes": 0
},
{
"agent_id": "grep",
"name": "Vercel Grep",
"url": "https://smithery.ai/server/vercel/grep",
"short_summary": "Search millions of public GitHub repositories for real-world code patterns and API implementations. Find production-ready examples of syntax, configurations, a…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby tier, a $10/month Pay as you go plan with usage credits, paid RPC overage, and custom enterprise pricing."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "repolens_mcp",
"name": "Repolens",
"url": "https://smithery.ai/server/sanjeev1412-official/repolens-mcp",
"short_summary": "MCP server (no description provided).",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as You Go plan with usage-based RPC overages, and custom enterprise pricing."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "sift",
"name": "SiftDB",
"url": "https://smithery.ai/server/lekt9/sift",
"short_summary": "Search codebases for patterns and references with fast, precise results. Open files on demand to inspect context without leaving your workflow. Browse availabl…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as you go plan with included RPC credits and usage charges thereafter, and a custom enterprise option."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "agentmako",
"name": "Agentmako",
"url": "https://agentmako.drhalto.com",
"short_summary": "Local-first MCP server that provides coding agents with a live, evidence-backed map of your repository: code structure, routes, schema, diagnostics, and freshn…",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Agentmako is presented as a free, local-first MCP server with no hosted service."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "amdb",
"name": "Amdb",
"url": "https://github.com/BETAER-08/amdb",
"short_summary": "A local, single-binary MCP server that indexes codebases with AST parsing, dependency graphs, and local embeddings to provide AI coding context without sending…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing was observed for amdb in the supplied repository context."
},
"evidence_quality": "unclear",
"upvotes": 0
}
],
"platforms_also_here": [],
"page_url": "https://agentery.com/market/codebase-intelligence",
"summary": {
"niche": "codebase-intelligence",
"sector": "developer-tools-infra",
"pricing_by_provider_type": {
"headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $10/mo (7 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
"benchmarks": [
{
"provider_type": "mcp",
"provider_type_label": "MCP servers",
"buyer_tier": "individual",
"buyer_tier_label": "Individual",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 7,
"reliability": "medium",
"median": 10,
"p25": 10,
"p75": 10.13,
"status": "ok"
},
{
"provider_type": "mcp",
"provider_type_label": "MCP servers",
"buyer_tier": "team_sme",
"buyer_tier_label": "Team / SME",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 2,
"reliability": "low",
"median": null,
"p25": null,
"p75": null,
"status": "observed_offers_only",
"observed_offers": [
21.21,
299
]
}
],
"warnings": [
"This niche currently has sufficient MCP pricing but insufficient agent pricing."
],
"full_pricing_via": {
"tool": "price_benchmark",
"arguments": {
"niche": "codebase-intelligence"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/codebase-intelligence",
"counts": {
"listings_with_price_capture": 74,
"listings_with_observed_public_price": 14,
"providers_with_numeric_monthly_price_latest_scan": 8,
"like_for_like_comparable_pairs": 7
},
"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": "ok",
"pricing_by_tier": [
{
"tier": "individual",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 10,
"provider_count": 7,
"plan_observation_count": 7,
"data_confidence": 0.54,
"data_confidence_basis": {
"provider_component": 0.58,
"observation_component": 0.35,
"provider_count": 7,
"plan_observation_count": 7
},
"reliability": "medium",
"members": [
{
"provider": "codegraff",
"usd": 8.25
},
{
"provider": "repolens_mcp",
"usd": 10
},
{
"provider": "arjunkmrm_grep",
"usd": 10
},
{
"provider": "sift",
"usd": 10
},
{
"provider": "grep",
"usd": 10
},
{
"provider": "graphmind",
"usd": 10.26
},
{
"provider": "roam_code",
"usd": 99
}
],
"p25": 10,
"p75": 10.13
},
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 15.33,
"provider_count": 2,
"plan_observation_count": 2,
"data_confidence": 0.15,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.1,
"provider_count": 2,
"plan_observation_count": 2
},
"reliability": "low",
"members": [
{
"provider": "codebase_analyser",
"usd": 9
},
{
"provider": "graphmind",
"usd": 21.66
}
]
},
{
"tier": "team_sme",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 160.11,
"provider_count": 2,
"plan_observation_count": 7,
"data_confidence": 0.2,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.35,
"provider_count": 2,
"plan_observation_count": 7
},
"reliability": "low",
"members": [
{
"provider": "codegraff",
"usd": 21.21
},
{
"provider": "roam_code",
"usd": 299
}
]
}
],
"pricing_coverage": {
"listings_with_price_capture": 74,
"listings_with_observed_public_price": 14,
"normalized_observations": 17,
"comparable_providers": 8,
"strict_cohorts": 3,
"exclusion_reasons": {
"free_or_zero": 4,
"ambiguous_cadence": 6,
"usage_not_monthly": 3
}
},
"pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
"pricing_excluded_observations": {
"free_or_zero": 4,
"ambiguous_cadence": 6,
"usage_not_monthly": 3
},
"billing_mix": {
"free": 6,
"freemium": 7,
"subscription": 1
},
"free_tier_share": 0.93,
"top_providers": [
{
"agent_id": "gread",
"name": "Gread",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Gread publicly offers its services for free and provides the software as open source under Apache 2.0."
},
"observed": true
},
{
"agent_id": "project_mapper",
"name": "Project Mapper",
"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": "semble",
"name": "Semble",
"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": "arjunkmrm_grep",
"name": "Arjunkmrm Grep",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as You Go plan with included RPC credits, usage-based overage pricing, and a contact-sales Custom plan."
},
"observed": true
},
{
"agent_id": "git_top",
"name": "Git Top",
"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
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "codebase-intelligence"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "codebase-intelligence",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "gread"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "gread"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
15 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
GreadProvides AI agents with access to the source code and docs of all public GitHub repositoriesAGArjunkmrm GrepSearch millions of public GitHub repositories for real-world code patterns and implementation examples. Discover how developers use specific libraries and hand…
mcp$10from / mo34.8% below100% live
RepolensMCP server (no description provided).SSiftDBSearch codebases for patterns and references with fast, precise results. Open files on demand to inspect context without leaving your workflow. Browse availabl…
mcp$10from / mo34.8% below100% live
Code Graph RagAI-powered codebase analysis tool that builds knowledge graphs from multi-language codebases using Tree-sitter parsing. Runs as an MCP server for Claude Code w…
MonomindOpen-source local MCP server and CLI that extends Claude Code with a codebase knowledge graph, persistent memory, multi-agent coordination, and reusable develo…
Roam CodeLocal code-graph MCP server that gives AI coding agents structural codebase intelligence—blast radius, clones, tests, hot paths—credential-free, zero network e…
TraceMCP server that indexes codebases into a queryable graph, reducing token usage and recomputation for AI agents by 40–50%. Framework-aware, local-first, open so…Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.