How Greptile’s scores are calculated

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

• [probe] https://www.greptile.com/llms.txt“PROBE llms.txt: HTTP 200 at https://www.greptile.com/llms.txt # Greptile > Greptile is an independent AI code validation platform for GitHub, GitLab, local development, and coding-a”
• [probe] https://www.greptile.com/docs/introduction.md“PROBE docs-md: HTTP 200 at https://www.greptile.com/docs/introduction.md > ## Documentation Index > Fetch the complete documentation index at: https://www.greptile.com/docs/llms.txt > Use this”
• [claimed-docs] https://www.greptile.com/docs/code-review/cli-onboarding“Set up Greptile from your terminal with `greptile onboard` — or hand this page to your coding agent and have it run the setup for you.”

Run the product headlessly / in CI for automationweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

• [claimed-docs] https://www.greptile.com/cli“Run `greptile review`, get a review of the feature branch diff in 60 seconds.”
• [claimed-docs] https://www.greptile.com/cli“Coding agents can use the greptile cli to review their own code”
• [claimed-docs] https://www.greptile.com/docs/quickstart“Set up Greptile AI code reviews in 5 minutes. Connect GitHub or GitLab, configure review triggers, and get automated feedback on your first pull request.”
• [claimed-docs] https://www.greptile.com/docs/code-review/cli-onboarding“`greptile onboard` creates your organization, connects GitHub or GitLab, enables repositories, and imports your existing AI rules files — the same setup the dashboard does.”
• [probe] https://www.greptile.com/docs/code-review/greptile-cli“official CLI documented at https://www.greptile.com/docs/code-review/greptile-cli”

Plug MCP servers into this product so it can use their toolsweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

• [claimed-docs] https://www.greptile.com/docs/mcp-v2/overview“Fetch PR comments - Get unaddressed Greptile feedback for any PR”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/setup“Connect Cursor, Claude Code, VS Code, or Codex to Greptile MCP with OAuth.”
• [probe] https://www.greptile.com/docs/mcp-v2/overview“official MCP server documented at https://www.greptile.com/docs/mcp-v2/overview”

Connect an agent via an official MCP serverweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

• [claimed-docs] https://www.greptile.com/docs/mcp-v2/overview“Fetch PR comments - Get unaddressed Greptile feedback for any PR”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/setup“Connect Cursor, Claude Code, VS Code, or Codex to Greptile MCP with OAuth.”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/auto-fix.md“List unaddressed Greptile comments for PR #5 in owner/repo”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/custom-context.md“With MCP, you can view, search, and create patterns from your IDE.”
• [probe] https://www.greptile.com/docs/mcp-v2/overview“official MCP server documented at https://www.greptile.com/docs/mcp-v2/overview”

Use an official CLIweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

• [claimed-docs] https://www.greptile.com/docs/code-review/cli-onboarding“Set up Greptile from your terminal with `greptile onboard` — or hand this page to your coding agent and have it run the setup for you.”
• [claimed-docs] https://www.greptile.com/cli“Run `greptile review`, get a review of the feature branch diff in 60 seconds.”
• [claimed-docs] https://www.greptile.com/cli“Coding agents can use the greptile cli to review their own code”
• [claimed-docs] https://www.greptile.com/docs/code-review/cli-onboarding“`greptile onboard` creates your organization, connects GitHub or GitLab, enables repositories, and imports your existing AI rules files — the same setup the dashboard does.”
• [probe] https://www.greptile.com/docs/code-review/greptile-cli“official CLI documented at https://www.greptile.com/docs/code-review/greptile-cli”

Drive the product through a documented public APIweight 3

3 (weight) × 6 (quality) × 0.6 (partial) = 10.8 of 30 max

• [claimed-docs] https://www.greptile.com/docs/mcp-v2/overview“Fetch PR comments - Get unaddressed Greptile feedback for any PR”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/setup“Connect Cursor, Claude Code, VS Code, or Codex to Greptile MCP with OAuth.”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/auto-fix.md“List unaddressed Greptile comments for PR #5 in owner/repo”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/custom-context.md“With MCP, you can view, search, and create patterns from your IDE.”
• [probe] https://www.greptile.com/openapi.json“PROBE openapi: all candidate paths 404 (https://www.greptile.com/openapi.json, https://www.greptile.com/swagger.json, https://www.greptile.com/api/openapi.json, https://www.greptile.com/.well-known/openapi.json)”
• [probe] https://www.greptile.com/docs/mcp-v2/overview“official MCP server documented at https://www.greptile.com/docs/mcp-v2/overview”
• [probe] https://www.greptile.com/docs/code-review/greptile-cli“official CLI documented at https://www.greptile.com/docs/code-review/greptile-cli”
• [claimed-docs] https://www.greptile.com/cli“Run `greptile review`, get a review of the feature branch diff in 60 seconds.”
• [claimed-docs] https://www.greptile.com/cli“Coding agents can use the greptile cli to review their own code”

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Build against official SDKsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [probe] https://www.greptile.com/openapi.json“PROBE openapi: all candidate paths 404 (https://www.greptile.com/openapi.json, https://www.greptile.com/swagger.json, https://www.greptile.com/api/openapi.json, https://www.greptile.com/.well-known/openapi.json)”
• [probe] https://www.greptile.com/docs/mcp-v2/overview“official MCP server documented at https://www.greptile.com/docs/mcp-v2/overview”
• [probe] https://www.greptile.com/docs/code-review/greptile-cli“official CLI documented at https://www.greptile.com/docs/code-review/greptile-cli”
• [claimed-docs] https://www.greptile.com/cli“Run `greptile review`, get a review of the feature branch diff in 60 seconds.”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/setup“Connect Cursor, Claude Code, VS Code, or Codex to Greptile MCP with OAuth.”

Subscribe to events via webhooksweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [probe] https://www.greptile.com/openapi.json“PROBE openapi: all candidate paths 404 (https://www.greptile.com/openapi.json, https://www.greptile.com/swagger.json, https://www.greptile.com/api/openapi.json, https://www.greptile.com/.well-known/openapi.json)”

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [probe] https://www.greptile.com/openapi.json“PROBE openapi: all candidate paths 404 (https://www.greptile.com/openapi.json, https://www.greptile.com/swagger.json, https://www.greptile.com/api/openapi.json, https://www.greptile.com/.well-known/openapi.json)”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 6 (quality) × 1.0 (full) = 6.0 of 10 max

• [claimed-docs] https://www.greptile.com/trex“TREX runs your PR branch in a sandbox to find the bugs that only show up at runtime. It starts services, mocks inputs, clicks through UI flows, and leaves the logs, screenshots, and traces on the PR.”

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [probe] https://www.greptile.com/openapi.json“PROBE openapi: all candidate paths 404 (https://www.greptile.com/openapi.json, https://www.greptile.com/swagger.json, https://www.greptile.com/api/openapi.json, https://www.greptile.com/.well-known/openapi.json)”

Do everything through the API that I can do in the UIweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

• [claimed-docs] https://www.greptile.com/cli“Run `greptile review`, get a review of the feature branch diff in 60 seconds.”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/overview“Fetch PR comments - Get unaddressed Greptile feedback for any PR”
• [claimed-docs] https://www.greptile.com/docs/mcp-v2/setup“Connect Cursor, Claude Code, VS Code, or Codex to Greptile MCP with OAuth.”
• [claimed-docs] https://www.greptile.com/docs/code-review/cli-onboarding“`greptile onboard` creates your organization, connects GitHub or GitLab, enables repositories, and imports your existing AI rules files — the same setup the dashboard does.”
• [claimed-docs] https://www.greptile.com/docs/integrations/fix-with-your-agent.md“Org admins can go to **Settings → Code Review → Default Coding Agents** to turn on Fix with your Agent for the org.”
• [probe] https://www.greptile.com/openapi.json“PROBE openapi: all candidate paths 404 (https://www.greptile.com/openapi.json, https://www.greptile.com/swagger.json, https://www.greptile.com/api/openapi.json, https://www.greptile.com/.well-known/openapi.json)”
• [probe] https://www.greptile.com/docs/mcp-v2/overview“official MCP server documented at https://www.greptile.com/docs/mcp-v2/overview”
• [probe] https://www.greptile.com/docs/code-review/greptile-cli“official CLI documented at https://www.greptile.com/docs/code-review/greptile-cli”

Export all of my data in open formats and leaveweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

• [claimed-docs] https://www.greptile.com/security“Security page, self-hosting and logging: "For self-hosted Greptile services, Custom Apps are hosted using your own infrastructure - such as on-premises - so that you and your users can build, run, and, use Greptile in your virtual private cloud (VPC)"; customers "can choose to also self-host LLMs" or bring their own; "Customers can choose to turn off logging and make chats 100% private. Note that in the self-hosted service, logs are stored on customer servers only."”

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [claimed-docs] https://www.greptile.com/docs/security/selfhost“Deploy Greptile in your own infrastructure with Docker Compose. Supports AWS, GCP, Azure, air-gapped environments, and custom LLM configurations.”
• [claimed-docs] https://www.greptile.com/docs/deployment-options“Docker Compose: Up to 100 developers. Single VM, simpler operations. Kubernetes: 100+ developers. Horizontal scaling, high availability.”
• [claimed-docs] https://www.greptile.com/security“Security page, self-hosting and logging: "For self-hosted Greptile services, Custom Apps are hosted using your own infrastructure - such as on-premises - so that you and your users can build, run, and, use Greptile in your virtual private cloud (VPC)"; customers "can choose to also self-host LLMs" or bring their own; "Customers can choose to turn off logging and make chats 100% private. Note that in the self-hosted service, logs are stored on customer servers only."”

Self-host the core productweight 3

3 (weight) × 7 (quality) × 1.0 (full) = 21.0 of 30 max

• [claimed-docs] https://www.greptile.com/docs/security/selfhost“Deploy Greptile in your own infrastructure with Docker Compose. Supports AWS, GCP, Azure, air-gapped environments, and custom LLM configurations.”
• [claimed-docs] https://www.greptile.com/docs/deployment-options“Docker Compose: Up to 100 developers. Single VM, simpler operations. Kubernetes: 100+ developers. Horizontal scaling, high availability.”
• [claimed-docs] https://www.greptile.com/docs/security/network-rules“If your GitHub or GitLab instance restricts inbound traffic to specific IP addresses, you need to allowlist Greptile's IP range for code review to work.”
• [claimed-docs] https://www.greptile.com/security“Security page, self-hosting and logging: "For self-hosted Greptile services, Custom Apps are hosted using your own infrastructure - such as on-premises - so that you and your users can build, run, and, use Greptile in your virtual private cloud (VPC)"; customers "can choose to also self-host LLMs" or bring their own; "Customers can choose to turn off logging and make chats 100% private. Note that in the self-hosted service, logs are stored on customer servers only."”

Get AI-generated insights and suggestions from my data inside the productweight 2

2 (weight) × 6 (quality) × 0.3 (disputed) = 3.6 of 20 max

• [claimed-docs] https://www.greptile.com/docs/introduction“Greptile is an AI code review agent that automatically reviews every pull request with complete understanding of your codebase.”
• [claimed-docs] https://www.greptile.com/cli“Know how safe a PR is to merge at a glance with a 0-5 score”
• [claimed-docs] https://www.greptile.com/cli“Parse complex changes with sequence diagrams and flowcharts generated for every PR”
• [claimed-docs] https://www.greptile.com/cli“Automatically generate unit tests for new and changed code in every PR”
• [claimed-docs] https://www.greptile.com/security-check“Greptile pairs static scanning with an AI security agent to catch vulnerabilities in every pull request.”
• [claimed-docs] https://www.greptile.com/docs/code-review/training-the-learning-system“Greptile learns from your team's feedback to provide increasingly relevant suggestions. The primary training methods are emoji reactions and explanatory comments.”
• [community] https://news.ycombinator.com/item?id=39604961“Asked Greptile about how BigDecimal is encoded in as_json in Rails; got an accurate answer matching what user learned from PRs/issues/code review. 'This would have saved me about 30mins of work.'”
• [community] https://news.ycombinator.com/item?id=44786514“My employer uses greptile and I'm pretty happy with it. Sometimes it can be a bit overzealous but more often than not it catches real issues and gives the author a chance to reply or fix them before another human reviews the PR.”
• [community] https://news.ycombinator.com/item?id=39604961“Tried it on my own C++ codebase - impressed it found the C++ standard used, but it's really bad at analyzing templates; answers always incomplete and usually partly or mostly incorrect, even when comments in source code answer the question.”
• [community] https://news.ycombinator.com/item?id=39604961“Not a single repo I've tried works. A lot of them seem not to have finished processing, but even the ones that have finished don't work.”
• [community] https://news.ycombinator.com/item?id=39604961“Ran it on my OSS project - stuck at 99% loading for ~30 minutes, then got 'Error: Internal error while locating sources' on every query. 'This is like a pre-MVP quality product... Charging for something like this is honestly highway robbery.'”
• [community] https://news.ycombinator.com/item?id=39604961“Loading a repo with many branches (cassandra), searching for 'vsearch' surfaced branch-named results (CNDB-8708-vsearch, DSP-23946-vsearch) but not the actual vsearch term itself - apparent bug with many-branch repos.”
• [community] https://news.ycombinator.com/item?id=39604961“Getting 'Error: Internal error while processing request' while trying on my personal public github repo.”

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

• [claimed-docs] https://www.greptile.com/docs/introduction“Greptile is an AI code review agent that automatically reviews every pull request with complete understanding of your codebase.”
• [claimed-docs] https://www.greptile.com/docs/quickstart“Set up Greptile AI code reviews in 5 minutes. Connect GitHub or GitLab, configure review triggers, and get automated feedback on your first pull request.”
• [claimed-docs] https://www.greptile.com/trex“TREX runs your PR branch in a sandbox to find the bugs that only show up at runtime. It starts services, mocks inputs, clicks through UI flows, and leaves the logs, screenshots, and traces on the PR.”
• [claimed-docs] https://www.greptile.com/security-check“Greptile pairs static scanning with an AI security agent to catch vulnerabilities in every pull request.”
• [claimed-docs] https://www.greptile.com/changelog“v5 is faster, catches more bugs, and flags fewer false positives by running a swarm of narrowly scoped agents in parallel.”
• [claimed-docs] https://www.greptile.com/changelog“Greptile can now detect when a PR was authored by a coding agent and route the review to a different model. If Claude wrote it, GPT reviews it, and if GPT wrote it, Claude reviews it.”
• [claimed-docs] https://www.greptile.com/docs/code-review/controlling-nitpickiness“Control how strict Greptile is about leaving comments with the strictness setting (1–3).”
• [claimed-docs] https://www.greptile.com/docs/code-review/greptile-json-reference“Place `greptile.json` in your repository root. Settings are read from the source branch of the PR and override dashboard settings.”

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 5 (quality) × 0.3 (disputed) = 4.5 of 30 max

• [claimed-docs] https://www.greptile.com/docs/introduction“Greptile is an AI code review agent that automatically reviews every pull request with complete understanding of your codebase.”
• [claimed-docs] https://www.greptile.com/cli“Automatically generate unit tests for new and changed code in every PR”
• [claimed-docs] https://www.greptile.com/trex“TREX runs your PR branch in a sandbox to find the bugs that only show up at runtime. It starts services, mocks inputs, clicks through UI flows, and leaves the logs, screenshots, and traces on the PR.”
• [claimed-docs] https://www.greptile.com/docs/code-review/training-the-learning-system“Greptile learns from your team's feedback to provide increasingly relevant suggestions. The primary training methods are emoji reactions and explanatory comments.”
• [community] https://news.ycombinator.com/item?id=39604961“Asked Greptile about how BigDecimal is encoded in as_json in Rails; got an accurate answer matching what user learned from PRs/issues/code review. 'This would have saved me about 30mins of work.'”
• [community] https://news.ycombinator.com/item?id=39604961“Tried it on my own C++ codebase - impressed it found the C++ standard used, but it's really bad at analyzing templates; answers always incomplete and usually partly or mostly incorrect, even when comments in source code answer the question.”
• [community] https://news.ycombinator.com/item?id=39604961“Not a single repo I've tried works. A lot of them seem not to have finished processing, but even the ones that have finished don't work.”
• [community] https://news.ycombinator.com/item?id=39604961“Ran it on my OSS project - stuck at 99% loading for ~30 minutes, then got 'Error: Internal error while locating sources' on every query. 'This is like a pre-MVP quality product... Charging for something like this is honestly highway robbery.'”
• [community] https://news.ycombinator.com/item?id=39604961“Getting 'Error: Internal error while processing request' while trying on my personal public github repo.”
• [community] https://news.ycombinator.com/item?id=44786514“My employer uses greptile and I'm pretty happy with it. Sometimes it can be a bit overzealous but more often than not it catches real issues and gives the author a chance to reply or fix them before another human reviews the PR.”

Operate the product with natural-language commandsweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

• [community] https://news.ycombinator.com/item?id=39604961“Asked Greptile about how BigDecimal is encoded in as_json in Rails; got an accurate answer matching what user learned from PRs/issues/code review. 'This would have saved me about 30mins of work.'”
• [claimed-docs] https://www.greptile.com/docs/code-review/custom-standards“Create custom rules that catch team-specific issues”
• [claimed-docs] https://www.greptile.com/docs/introduction“Your 👍/👎 reactions and replies teach Greptile what matters. After 2-3 weeks, it stops commenting on things you don't care about.”
• [claimed-docs] https://www.greptile.com/cli“Run `greptile review`, get a review of the feature branch diff in 60 seconds.”

Perform bulk operations across many items at onceweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

• [claimed-docs] https://www.greptile.com/docs/introduction“A Fix All button in the review summary sends every issue at once.”
• [claimed-docs] https://www.greptile.com/independence“Iteratively fix a PR until Greptile gives a perfect review: 5/5 confidence, zero unresolved comments.”
• [claimed-docs] https://www.greptile.com/independence.md“Greplooping Iteratively fix a PR until Greptile gives a perfect review: 5/5 confidence, zero unresolved comments.”
• [claimed-docs] https://www.greptile.com/docs/code-review/cli-onboarding“`greptile onboard` creates your organization, connects GitHub or GitLab, enables repositories, and imports your existing AI rules files — the same setup the dashboard does.”
• [claimed-docs] https://www.greptile.com/docs/integrations/fix-with-your-agent.md“Org admins can go to **Settings → Code Review → Default Coding Agents** to turn on Fix with your Agent for the org.”

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 5 (quality) × 0.6 (partial) = 9.0 of 30 max

• [claimed-docs] https://www.greptile.com/docs/quickstart“Set up Greptile AI code reviews in 5 minutes. Connect GitHub or GitLab, configure review triggers, and get automated feedback on your first pull request.”
• [claimed-docs] https://www.greptile.com/docs/code-review/custom-standards“Create custom rules that catch team-specific issues”
• [claimed-docs] https://www.greptile.com/docs/code-review/greptile-json-reference“Place `greptile.json` in your repository root. Settings are read from the source branch of the PR and override dashboard settings.”
• [claimed-docs] https://www.greptile.com/docs/code-review/controlling-nitpickiness“Control how strict Greptile is about leaving comments with the strictness setting (1–3).”
• [claimed-docs] https://www.greptile.com/docs/code-review/controlling-nitpickiness“With noise control, Greptile limits reviews to high-signal insights, skipping low impact or repetitive feedback.”
• [claimed-docs] https://www.greptile.com/docs/integrations/fix-with-your-agent.md“Every Greptile review comment includes a **Fix with your Agent** button. Click it, and the issue gets sent straight to your coding agent with full context”
• [claimed-docs] https://www.greptile.com/docs/integrations/fix-with-your-agent.md“Org admins can go to **Settings → Code Review → Default Coding Agents** to turn on Fix with your Agent for the org.”

Schedule recurring jobs or workflowsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Version, review, and roll back my automationsweight 1

1 (weight) × 4 (quality) × 0.6 (partial) = 2.4 of 10 max

• [claimed-docs] https://www.greptile.com/docs/code-review/greptile-json-reference“Place `greptile.json` in your repository root. Settings are read from the source branch of the PR and override dashboard settings.”
• [claimed-docs] https://www.greptile.com/docs/code-review/controlling-nitpickiness“Control how strict Greptile is about leaving comments with the strictness setting (1–3).”
• [claimed-docs] https://www.greptile.com/docs/code-review/custom-standards“Create custom rules that catch team-specific issues”
• [claimed-docs] https://www.greptile.com/docs/code-review/training-the-learning-system“Greptile learns from your team's feedback to provide increasingly relevant suggestions. The primary training methods are emoji reactions and explanatory comments.”