RAG Reviewer icon

RAG Reviewer

Agentic PR review: hybrid RAG + code graph via MCP, review skills for Codex.

mimfort/rag-reviewer · v0.7.0+codex.0258d174f137 · Development & Workflow

mimfortcaution

Trust Score

67

Security

59

Surfaces

16

What is RAG Reviewer?

RAG Reviewer is a published development & workflow plugin for AI coding agents in the mcp ecosystem, developed by mimfort and distributed through the HOL AI plugin registry. Agentic PR review: hybrid RAG + code graph via MCP, review skills for Codex.

Canonical slug
mimfort/rag-reviewer
Version
v0.7.0+codex.0258d174f137 · updated Sep 20, 2026

Trust & Reputation

HOL Trust Score
67

Factor Analysis

Per-metric points (0–100 each) combined via a weighted average into the overall score.

Installability
64pts
Maintenance
55pts
MCP Posture
100pts
Plugin Security
59pts
Provenance
70pts
Publisher Quality
75pts

Registry Snapshot

Publisher verification
No
Marketplace source
Unknown
Scanner
Broker fallback
Safety label
caution
Digest verified
Yes
15 bundled skills — copy or download SKILL.mdOpen skills

Trust & reputation

Trust & Reputation

HOL Trust Score
67

Factor Analysis

Per-metric points (0–100 each) combined via a weighted average into the overall score.

Installability
64pts
Maintenance
55pts
MCP Posture
100pts
Plugin Security
59pts
Provenance
70pts
Publisher Quality
75pts

Provenance

Plugin root
.
Source repo
https://github.com/mimfort/rag_for_git
Source commit
bfcefdf96b9e…
Publisher verified
No
Owner verified
Not owner verified

Continuous scanner CI detected

No action is required. This plugin receives the full trust score.

Verified badge not detected

Add the HOL verified badge to the repository README to score +2% trust. Plugin owners can open that pull request from Guard Plugins.

Security Posture

caution
Safety label
59
Security score
0
High findings
Provider
registry-broker-fallback
Grade
F · caution
Version
Unknown
cisco-skill-scanner: unknown

Findings

mediumpublishabilitypublishability.link.missing.websiteURL

websiteURL should be present for marketplace readiness.

mediumpublishabilitypublishability.link.missing.privacyPolicyURL

privacyPolicyURL should be present for marketplace readiness.

mediumpublishabilitypublishability.link.missing.termsOfServiceURL

termsOfServiceURL should be present for marketplace readiness.

lowoperational-securitysupply-chain.lockfile-missing

Repository snapshot does not include a lockfile.

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

RAG Reviewer — Frequently asked questions

What is RAG Reviewer?
RAG Reviewer is an AI plugin in the HOL registry. Agentic PR review: hybrid RAG + code graph via MCP, review skills for Codex.
How do I install RAG Reviewer?
Install RAG Reviewer in your harness: Codex — codex plugin marketplace add mimfort/rag_for_git; Claude Code — /plugin marketplace add mimfort/rag_for_git; Cursor — npx skills add mimfort/rag_for_git. Full step-by-step guidance is on the HOL plugin page.
How do I install RAG Reviewer in Codex?
To install RAG Reviewer in Codex, start with codex plugin marketplace add mimfort/rag_for_git. The complete step-by-step install guide for Codex is on the HOL plugin page.
How do I install RAG Reviewer in Claude Code?
To install RAG Reviewer in Claude Code, start with /plugin marketplace add mimfort/rag_for_git. The complete step-by-step install guide for Claude Code is on the HOL plugin page.
How do I install RAG Reviewer in Cursor?
To install RAG Reviewer in Cursor, start with npx skills add mimfort/rag_for_git. The complete step-by-step install guide for Cursor is on the HOL plugin page.
Is RAG Reviewer free?
Pricing for RAG Reviewer is published on its HOL plugin page when the maker schedules a launch.
Who publishes RAG Reviewer?
RAG Reviewer is published by mimfort and listed on HOL.
Is RAG Reviewer available now?
RAG Reviewer availability is listed on its HOL plugin page.

Install Guidance

Install in Claude Code

Install through the Claude Code plugin marketplace.

Claude Code plugin docs
  1. 1

    Add the marketplace

    Run this inside a Claude Code session.

    claude code
  2. 2

    Install the plugin

    Use the plugin name and the marketplace name shown by the previous command.

    claude code
  3. 3

    Scripted alternative

    Non-interactive equivalent for scripts and CI pipelines. Add --scope project to pin the install to one repository.

    shell

Plugin Manifest

{
  "name": "rag-reviewer",
  "version": "0.7.0+codex.0258d174f137",
  "description": "Agentic PR review: hybrid RAG + code graph via MCP, review skills for Codex",
  "repository": "https://github.com/mimfort/rag_for_git",
  "license": "MIT",
  "author": {
    "name": "mimfort"
  },
  "homepage": "https://github.com/mimfort/rag_for_git#readme",
  "keywords": [
    "code-review",
    "rag",
    "code-graph",
    "mcp",
    "pr-review"
  ],
  "skills": "./",
  "interface": {
    "displayName": "RAG Reviewer",
    "developerName": "mimfort",
    "shortDescription": "RAG + code graph PR review pipeline",
    "longDescription": "Agentic pull request review using hybrid RAG search, code graph analysis, and MCP tools.",
    "category": "Productivity",
    "capabilities": [
      "Interactive",
      "Write"
    ],
    "defaultPrompt": [
      "Review PR 123 for owner/repo",
      "Solve task PRI-4",
      "Sync tasks from the board"
    ],
    "composerIcon": "./plugin/assets/icon.svg",
    "brandColor": "#3B82F6"
  },
  "mcpServers": "./.registry/mcp.json",
  "registryIndexVersion": 5
}

Marketplace Source

Repo URL
https://github.com/mimfort/rag_for_git
Marketplace path
Unknown
Source path
plugins/mimfort/rag_for_git
Install policy
AVAILABLE

Skills

15 SKILL.md files ship with this plugin. Preview, copy, or download each one, then install them with the Skills CLI.

Share
skills-cli
  • release

    .claude/skills/release/SKILL.md

    Prepare a release of rag_for_git — write human-readable Russian release notes into CHANGELOG.md, bump the version and rebuild plugin manifests. Use when the user asks to cut a release, bump the version, or prepare a dev → main merge ("подготовь релиз", "выпусти версию", "бампни версию", "release notes").

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • ask

    plugin/skills/ask/SKILL.md

    Answer grounded questions about the codebase (onboarding / Q&A) using the reviewer RAG + code graph. Use when the user asks how the code works, where something lives, or to explain a subsystem ("where is auth", "how does X work", "explain the indexing flow", "как устроено…", "где у нас…", "объясни код"). Requires a built base index + graph (reviewer MCP server). Not for reviewing PRs.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • configure-review

    plugin/skills/configure-review/SKILL.md

    Use when configuring or changing a repository's tracked branches, layered review policy, ignored tracked paths, retrieval limits, summary depth, or non-secret task-board metadata.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • create-task

    plugin/skills/create-task/SKILL.md

    Create a task on a configured board with canonical server-side structure. Use when the user asks to file or create a task on the board.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • decompose-task

    plugin/skills/decompose-task/SKILL.md

    Use when a configured board task needs decomposition into native child tasks.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • finish-task

    plugin/skills/finish-task/SKILL.md

    After a task's PR is created, offer to close the task on the configured board and reindex it. Use when the user says a PR is up or asks to close or finish a task.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • maintainability-review

    plugin/skills/maintainability-review/SKILL.md

    Review code changes only for maintainability risks: unnecessary complexity, poor readability, duplication, weak separation of concerns, and misalignment with repository conventions. Use when the user explicitly asks for maintainability review, code quality review, clean code review, complexity review, readability review, simplification review, or how to simplify changed code without changing behavior.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • performance-review

    plugin/skills/performance-review/SKILL.md

    Review code changes only for performance and efficiency risks (N+1 queries, repeated work, bad asymptotics, missing batching/caching, blocking I/O, memory growth). Use when the user explicitly asks for a performance review of a diff/PR.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • pr-walkthrough

    plugin/skills/pr-walkthrough/SKILL.md

    Build a human-facing reading guide for a GitHub pull request (where to start, what each file changes, what it impacts) using the reviewer PR session + code graph. Use when the user asks to walk a human reviewer through a PR ("PR walkthrough", "гид по PR", "как читать этот PR", "проведи по PR"). NOT a bug review (see review-pr). Requires the reviewer MCP server + base index.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • report-bug

    plugin/skills/report-bug/SKILL.md

    Report a defect of reviewer or its plugin as an anonymized GitHub issue in mimfort/rag_for_git, after explicit user approval. Use when a reviewer tool breaks its own contract, a skill prescribes an impossible step, a stated invariant fails, or the user asks to report a reviewer bug.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • review-pr

    plugin/skills/review-pr/SKILL.md

    Review a GitHub pull request with the RAG + code-graph pipeline (reviewer MCP server). Use when the user asks to review a PR ("review PR 123", "заревьюй PR", a PR URL). Requires ParadeDB/Neo4j running and a built base index.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • solve-task

    plugin/skills/solve-task/SKILL.md

    Gather disciplined context for solving a task, then hand off to development. Use when the user asks to solve/implement a task ("solve PRI-4", "rag-reviewer:solve-task <key or description>", "реши задачу X"). Reads a keyed task from the reviewer store, pulls related/similar tasks and relevant code, distills a brief, and enters brainstorming. Requires the reviewer MCP server.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • summarize-subsystems

    plugin/skills/summarize-subsystems/SKILL.md

    Precompute concise per-subsystem summaries (GraphRAG community summaries) over the base code index, so ask / PR-walkthrough get a cheap high-level prior. Use when the user asks to build/refresh subsystem summaries ("просуммируй подсистемы", "построй обзоры модулей", "summarize subsystems"). Requires a built base index + the reviewer MCP server.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • sync-codebase

    plugin/skills/sync-codebase/SKILL.md

    Build or update the reviewer base index (vector store + code graph) from a local repo clone. Use when the user asks to "index the codebase", "build the index", "sync the code", "rebuild the graph", "просиндексируй код", "построй индекс".

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • sync-tasks

    plugin/skills/sync-tasks/SKILL.md

    Warm the task graph and vector store by synchronizing a configured task board through the reviewer MCP server. Use when the user asks to sync or index board tasks.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

File Inventory

.claude-plugin/plugin.json

file

153 bytes

3e02bc4bfa75d6b7…

.claude/skills/release/SKILL.md

skill

6,797 bytes

4088bb7074a4418f…

.codex-plugin/plugin.json

plugin-manifest

909 bytes

72cf7abde6bbe872…

.cursor-plugin/plugin.json

file

540 bytes

3da6f5af374f30ff…

.cursor/mcp.json

file

142 bytes

6a88b4567be5fe01…

.gemini/settings.json

file

142 bytes

6a88b4567be5fe01…

.kimi-plugin/plugin.json

file

928 bytes

a893b0b1e7a0efa0…

.mcp.json

file

142 bytes

6a88b4567be5fe01…

.registry/mcp.json

mcp-config

105 bytes

1ebbf79e068eb9b8…

AGENTS.md

file

2,592 bytes

703c8cc24e40bb69…

CLAUDE.md

file

105,378 bytes

4bfbbbd4a32cc3f5…

gemini-extension.json

file

156 bytes

8ed7957ff18a5bcc…

GEMINI.md

file

1,796 bytes

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plugin/assets/icon.svg

file

852 bytes

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plugin/skills/_common/anti-hallucination.md

file

1,250 bytes

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plugin/skills/_common/branch-selection.md

file

561 bytes

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plugin/skills/_common/bug-reporting.md

file

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plugin/skills/_common/dimension-output-tail.md

file

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plugin/skills/_common/dimension-scope.md

file

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plugin/skills/_common/findings-schema.md

file

2,445 bytes

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plugin/skills/_common/reviewer-grounding.md

file

1,666 bytes

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plugin/skills/_common/tool-usage.md

file

2,101 bytes

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plugin/skills/_profiles/execution-lite.md

file

2,372 bytes

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plugin/skills/ask/SKILL.md

skill

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plugin/skills/configure-review/SKILL.md

skill

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plugin/skills/create-task/SKILL.md

skill

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plugin/skills/decompose-task/SKILL.md

skill

11,417 bytes

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plugin/skills/finish-task/SKILL.md

skill

2,617 bytes

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plugin/skills/maintainability-review/SKILL.md

skill

4,990 bytes

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plugin/skills/performance-review/SKILL.md

skill

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plugin/skills/pr-walkthrough/SKILL.md

skill

3,435 bytes

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plugin/skills/report-bug/SKILL.md

skill

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plugin/skills/review-pr/references/analyze-prompt.md

file

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plugin/skills/review-pr/references/blast-radius-prompt.md

file

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plugin/skills/review-pr/references/requirements-prompt.md

file

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plugin/skills/review-pr/references/risk-changes-prompt.md

file

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plugin/skills/review-pr/references/verify-prompt.md

file

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plugin/skills/review-pr/SKILL.md

skill

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plugin/skills/solve-task/references/brief-format.md

file

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plugin/skills/solve-task/references/context-gathering.md

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plugin/skills/solve-task/references/modes.md

file

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plugin/skills/solve-task/references/preflight.md

file

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plugin/skills/solve-task/SKILL.md

skill

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plugin/skills/summarize-subsystems/SKILL.md

skill

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plugin/skills/sync-codebase/SKILL.md

skill

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plugin/skills/sync-tasks/SKILL.md

skill

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README.md

file

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SECURITY.md

file

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