Mesrai vs Greptile
BYOK vs bundled pricing, multi-agent review vs whole-repo graph indexing. Where each one wins for your team's situation in 2026 — with the 90-second decision rule and real benchmark numbers.
- · Mesrai wins
BYO LLM key
Mesrai routes review calls through your provider account; Greptile bundles LLM into the seat fee. BYOK saves 60-80% at scale.
- · Mesrai wins
Multi-agent review
Mesrai runs five specialist agents in parallel — security, performance, architecture, bug, mesrai-rules. Greptile uses a single-pass review over its repo index.
- · Greptile wins
Whole-repo indexing
Greptile indexes the entire monorepo as a graph at install — strongest cross-file analysis for very large codebases. First index can take an hour on big repos.
- · Mesrai wins
Comment-only boundary
Mesrai stays comment-only by default. Greptile also keeps a conservative boundary — both more cautious than CodeRabbit on autonomy.
- Inline PR comments
- AI code-change summary
- Chat with PR bot
- Multi-agent reviewsecurity · performance · architecture · style
- BYO LLM keyAnthropic, OpenAI, DeepSeek, Bedrock, Vertex
- Whole-repo graph indexingimports, calls, type relationships across filesper-PR context loadingfull-repo pre-index
- Free trialevaluate before buying14-day, full features, no card14-day trial
- Plain-language rules
- External context (Jira, Notion, MCP)
- Pulse metrics dashboardDORA, cycle-time, review-load
- Reaction-based learning
- Hosts supportedGitHub · GitLab · Bitbucket · Azure ReposGitHub-first, others varies
- Native IDE plugin
- Self-host (enterprise)
- Comment-only boundary by default
- Pricing modelBYOK seat + your LLM bill$30/seat/mo + $1/extra review
✓ full coverage△ partial / on roadmap✕ not available
Internal audit on 24 pattern-seeded pull requests across three production codebases (TypeScript, Python, Go). Both reviewers ran on Anthropic claude-opus-4-7 with default prompt packs. Severity was labelled before the run; ✓/✕ reflects whether the reviewer flagged the seeded defect on the inline comment.
- Criticalauth bypass, RCE, secret exfiltration7 bugs in datasetMesrai6/7 · 86%Greptile5/7 · 71%
- Highconcurrency, ownership-check, tenant leakage9 bugs in datasetMesrai6/9 · 67%Greptile7/9 · 78%
- Mediuminjection edge-cases, log leakage, CSRF8 bugs in datasetMesrai6/8 · 75%Greptile4/8 · 50%
The same 24 pull requests, broken out by codebase. Tab through to inspect each PR's seeded defect, severity, and the per-reviewer flag. Defects are real-world patterns ported into representative diffs — not a forensic audit of upstream history.
- Refactor row-level-security policy linterJWT claims parsed before RLS check — anon role leaks rowsCRITICAL
- Storage upload presign endpointBucket name interpolated without path-traversal guardCRITICAL
- Realtime channel auth handshakeSubscription reuses prior connection's claims after reauthHIGH
- Edge-function cold-start optimisationEnv-var cache shared across tenants — secret bleedHIGH
- Postgres connection-pool warmupPool size read from stale config after migrationHIGH
- Auth UI password-strength meterRegex catastrophic backtracking on long input — DoSMEDIUM
- Realtime broadcast payload-size guardLimit checked on stringified length — multibyte bypassMEDIUM
- Migrations CLI diff rendererANSI escapes injected via column name — terminal hijackMEDIUM
- 01Pricing model// mesrai
BYOK + lighter seat fee
Mesrai Pro BYOK is $6/dev/mo per developer — bring your own LLM key. Pro AI Included is $12/dev/mo. 14-day Free Trial unlocks every feature, no card. INR for India, USD elsewhere.
// greptileBundled per-seat
Greptile Pro is $30 per seat per month with 50 reviews included and $1 per extra review; LLM is bundled. 14-day trial available, plus a 50% startup discount and a free program for qualifying MIT/Apache open-source projects.
verdict — Mesrai wins for teams that already pay an LLM provider or expect to exceed 50 reviews/seat. Greptile wins for teams who prefer a single bundled invoice and stay under the bundled review cap.
- 02Repository understanding// mesrai
Per-PR graph context + MCP
Mesrai builds a graph of the changed files + their imports, callers, and type relationships at review time — fast index, no upfront cost. External context (Jira, Linear, Notion, CI artifacts) loads through MCP plugins.
// greptileFull-repo pre-index
Greptile indexes the entire repo as a graph at install time and queries against it on every review. Strongest cross-file analysis for large monorepos. First index can take an hour on a big repo; re-index on schema changes.
verdict — Greptile wins for very large monorepos where pre-indexing pays off. Mesrai wins for normal-sized repos and teams who want per-PR speed.
- 03Review architecture// mesrai
Multi-agent parallel pipeline
Five specialist agents per PR — security, performance, architecture, bug, mesrai-rules — each with domain-trained prompt. Findings merge into one comment, severity-sorted.
// greptileSingle-pass over the index
Greptile runs a single-prompt review against the pre-built repo index. Tight integration with the graph; one prompt to maintain.
verdict — Mesrai catches more cross-domain findings, especially security + performance in the same review. Greptile's pre-index advantage shows on cross-file architecture findings.
- 04Autonomy + boundary// mesrai
Comment-only by default
Mesrai never auto-pushes commits or merges. AI is a throughput layer; humans own the merge decision.
// greptileComment-first, similar boundary
Greptile keeps a conservative boundary — comment-first, no aggressive auto-fix. Both products take a similar stance on autonomy.
verdict — Tie. Both stay on the safe side of the auto-fix line; neither will surprise your team with unexpected commits.
// primary recommendation
Pick Mesrai if your team values multi-agent depth, BYOK economics, or a per-PR context model that scales to any repo size.
- →BYOK pricing — pay your LLM provider directly, no markup
- →Five specialist agents per PR (security, performance, architecture, bug, rules)
- →Per-PR context — no upfront index time, sub-second context load
- →14-day Free Trial; team plans cheaper than $30/seat + $1/extra review at scale
- →Plain-language rules + MCP context (Jira, Notion, Linear)
// alternative path
Pick Greptile if you run a very large monorepo and need whole-repo graph indexing as the primary review unlock.
Greptile's pre-built repo index gives it a structural advantage on cross-file architectural findings in monorepos above ~1M LoC. Trade-off: locked LLM provider, $30 bundled seat fee + $1 per extra review past 50/seat/month, longer initial install on big repos.
Mesrai trades whole-repo pre-indexing for review depth + BYOK economics. Greptile trades multi-agent breadth for index depth. If your repo isn't huge, the answer is usually Mesrai.
What's the pricing difference between Mesrai and Greptile?+
Mesrai Pro is $6/dev/mo per developer per month on BYOK or $12/dev/mo per developer per month with AI Included (billed in USD). Greptile Pro is $30 per seat per month with 50 reviews bundled and $1 per extra review (USD only). At 80+ PRs per seat per month, Mesrai BYOK is materially cheaper because you're not paying per-extra-review on top of a higher seat fee.
Can Greptile use my own LLM key?+
Not in the standard product — Greptile bundles the LLM. Mesrai supports BYO LLM key with Anthropic, OpenAI, DeepSeek, Vertex AI, Bedrock, or any OpenAI-compatible endpoint.
Which one is better for large monorepos?+
Greptile has a structural advantage on very large monorepos — it indexes the entire repo as a graph at install time and queries against it on every review. Mesrai loads per-PR context (changed files + their callers + types). For repos under ~1M LoC the difference is negligible; above that Greptile's pre-index pays off on cross-file findings.
How long does Greptile's first index take?+
Depends on repo size. Small repos: a few minutes. Large monorepos: up to an hour. The index is rebuilt incrementally on subsequent commits, so steady-state indexing is fast. Mesrai's per-PR context loading is sub-second regardless of repo size.
Does Mesrai have whole-repo graph indexing too?+
Mesrai builds a per-PR graph of the changed files + their immediate callers + type relationships. We do not maintain a continuous full-repo index. For most teams this is sufficient — review tasks are diff-focused — but Greptile's pre-built index can surface architectural findings that span many files.
Can I migrate from Greptile to Mesrai?+
Yes. Install the Mesrai app on GitHub/GitLab/Bitbucket/Azure Repos, point at the same repos. Mesrai posts inline review comments on the PR surface your team already uses. No CI changes. Most teams pilot for a week before switching.
See Mesrai on your next PR.
Free for individuals. Two-minute install. BYO LLM key. Mesrai posts inline on the PR surface your team already uses.