Code Review
sbroenne/mcp-windows
Review pull requests in mcp-windows for concrete bugs in MCP and CLI contracts, Windows UI automation, element identity, snapshots, bounded searches, and service lifetime.
Review a PR or working diff against this repo's intent layer (the AGENTS.md hierarchy), toolception pitfalls, and core invariants.
$ npx skills add imbenrabi/Financial-Modeling-Prep-MCP-Server --skill code-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install imbenrabi/Financial-Modeling-Prep-MCP-Server code-review --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/code-review .claude/skills/code-review && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "code-review" agent skill from https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server/tree/main/.claude/skills/code-review into .claude/skills/code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-review", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server/tree/main/.claude/skills/code-reviewType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add imbenrabi/Financial-Modeling-Prep-MCP-Server --skill code-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install imbenrabi/Financial-Modeling-Prep-MCP-Server code-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/code-review .agents/skills/code-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "code-review" agent skill from https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server/tree/main/.claude/skills/code-review into .agents/skills/code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-review", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add imbenrabi/Financial-Modeling-Prep-MCP-Server --skill code-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install imbenrabi/Financial-Modeling-Prep-MCP-Server code-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/code-review .cursor/skills/code-review && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "code-review" agent skill from https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server/tree/main/.claude/skills/code-review into .cursor/skills/code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-review", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server.git --path .claude/skills/code-review--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add imbenrabi/Financial-Modeling-Prep-MCP-Server --skill code-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install imbenrabi/Financial-Modeling-Prep-MCP-Server code-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/code-review .gemini/skills/code-review && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "code-review" agent skill from https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server/tree/main/.claude/skills/code-review into .gemini/skills/code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-review", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install imbenrabi/Financial-Modeling-Prep-MCP-Server code-reviewInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add imbenrabi/Financial-Modeling-Prep-MCP-Server --skill code-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/code-review .github/skills/code-review && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "code-review" agent skill from https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server/tree/main/.claude/skills/code-review into .github/skills/code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-review", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add imbenrabi/Financial-Modeling-Prep-MCP-Server --skill code-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install imbenrabi/Financial-Modeling-Prep-MCP-Server code-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/code-review .opencode/skills/code-review && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "code-review" agent skill from https://github.com/imbenrabi/Financial-Modeling-Prep-MCP-Server/tree/main/.claude/skills/code-review into .opencode/skills/code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-review", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
code-reviewReview a PR or working diff against this repo's intent layer (the AGENTS.md hierarchy), toolception pitfalls, and core invariants.
Code Review is an agent skill from imbenrabi/Financial-Modeling-Prep-MCP-Server. Review a PR or working diff against this repo's intent layer (the AGENTS.md hierarchy), toolception pitfalls, and core invariants. Use when reviewing code, auditing a PR, or checking changes before merge in the Financial Modeling Prep MCP server. Triggers on: "review", "code review", "review this PR", "review the diff", "audit", "check this diff", "before merge", "pull request review", "PR review".
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering Pull requests, Code review and Financial modeling. It works with Model Context Protocol. The repository describes itself as: A Model Context Protocol (MCP) implementation for Financial Modeling Prep, enabling AI assistants to access and analyze financial data, stock information, company fundamentals… The licence is Apache-2.0.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 17fbe04. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobBash(git:*)Bash(gh pr:*)Bash(gh api:*)Bash(gh search:*)SkillFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
ghgitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use gh and git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Code Review loads about 2.6k tokens when it runs. Until then it costs about 103 tokens; SKILL.md has 1,126 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from imbenrabi/Financial-Modeling-Prep-MCP-Server at commit 17fbe04, republished under its Apache-2.0 licence (© imbenrabi). 1,126 words, ~2,565 tokens.
.claude/skills/code-review/SKILL.md (or your agent's skills folder).You are reviewing changes to this repository. This server exposes 253+ read-only
financial-data tools over MCP (HTTP/SSE) using toolception + Fastify. Most of the
load-bearing rules here are non-obvious and live in the intent layer (the
AGENTS.md hierarchy), not in the code. A generic review misses them. Your job is to
catch real bugs and any violation of this repo's documented invariants.
Work through the steps in order. Do not skip step 1 or step 3 — nor step 4 when the diff touches the toolception integration surface.
Invoke the karpathy-guidelines skill first (via the Skill tool) and review through its
four lenses:
Determine what changed.
owner/repo/pull/N. Extract the number N and
run gh pr diff N (the repo is inferred from the checkout); a full PR URL also works.main:git diff --merge-base main --stat
git diff --merge-base mainList the changed files and collapse them to the source directories touched — that set drives step 3.
Always read the root AGENTS.md (it defines the intent layer and its maintenance
rules). Then, for each touched directory, read its matching doc. Read the area's FLOW.md
too when one exists. Loading is hierarchical and T-shaped: root + the specific node.
| Changed path | Read |
|---|---|
src/ (startup, index.ts, Fastify wiring) | docs/src/AGENTS.md, docs/src/FLOW.md |
src/api/** | docs/src/api/AGENTS.md |
src/tools/** | docs/src/tools/AGENTS.md |
src/toolception-adapters/** | docs/src/toolception-adapters/AGENTS.md |
src/server-mode-enforcer/** | docs/src/server-mode-enforcer/AGENTS.md |
src/endpoints/** | docs/src/endpoints/AGENTS.md, docs/src/endpoints/FLOW.md |
__tests__/smoke/** | docs/tests/smoke/AGENTS.md |
| Adding a tool/module/tool set | docs/GUIDE.md (the procedure to follow) |
Directories without their own doc (src/constants, src/prompts, src/schemas,
src/types, src/utils) inherit the root AGENTS.md plus the nearest parent that does
have one — review them on general dimensions (step 5) and the invariants in scope.
The rules you cite in findings come from the docs you just read — quote the actual Key Rule / Anti-pattern / Pitfall, do not paraphrase from this skill.
toolception is the core MCP layer, but node_modules/toolception ships compiled dist/
only — the readable source and the real API contracts live upstream at the public repo
code-rabi/toolception. When the diff touches the integration surface, verify it against the
actual upstream source, not memory.
Trigger when the diff touches any of: src/toolception-adapters/**, src/index.ts (the
createMcpServer config), src/endpoints/*.ts (defineEndpoint), src/prompts/** (the
McpServer.prompt() extension), or bumps toolception in package.json /
package-lock.json.
Fetch the source with gh, pinned to the installed version:
node_modules/toolception/package.json (the version
field) with the Read tool. The matching tag is v<version> (e.g. v0.6.3).ref:gh api -H "Accept: application/vnd.github.raw" "/repos/code-rabi/toolception/contents/src/index.ts?ref=v<version>"
gh api "/repos/code-rabi/toolception/contents/src/<area>?ref=v<version>" --jq '.[].name' # list a dir
gh search code --repo code-rabi/toolception "<symbol>" # locate a symbolOffline fallback for the type contracts: node_modules/toolception/dist/index.d.ts.
Fetch the area that matches the change:
| Diff touches | Fetch from toolception src/ |
|---|---|
createMcpServer config (src/index.ts) | src/index.ts, src/server/**, src/types/** |
startup mode / toolsets (ModeConfigMapper) | src/mode/** |
exposure policy / namespacing / allowlist / maxActiveToolsets | src/permissions/** |
session config / config query param / cache key | src/session/** |
defineEndpoint / custom endpoints / Fastify app | src/http/** |
ModuleLoader / McpToolDefinition shapes | src/types/** |
McpServer.prompt() extension (src/prompts/**) | src/server/** |
| meta-tools (enable/disable/list toolsets) | src/meta/** |
Verify the diff against the fetched contracts:
createMcpServer (catalog, moduleLoaders,
startup{mode, toolsets}, context, sessionContext{queryParam},
exposurePolicy{namespaceToolsWithSetKey, maxActiveToolsets?, allowlist?}, createServer,
http) still matches the upstream CreateMcpServerOptions type — flag renamed/removed/
retyped keys.ModuleLoader is still (context?) => McpToolDefinition[] | Promise<McpToolDefinition[]>
and the McpToolDefinition shape the adapters / ToolCollector emit still matches upstream.McpServer.prompt() still exists upstream — a runtime extension reached via type cast that
silently no-ops if dropped (list_mcp_assets then vanishes with no error).toolception version bump: fetch the new tag's source and re-verify every
contract above. Flag any breaking rename/removal/retype (precedent: initialToolsets →
toolsets in 0.5.1).Don't restate the intent layer — docs/src/toolception-adapters/AGENTS.md and
docs/src/AGENTS.md / FLOW.md already hold this repo's toolception pitfalls; cite them.
Upstream toolception ships its own AGENTS.md files too (e.g. src/session/AGENTS.md) —
fetch them for its documented intent when a change is subtle.
For each, cite the specific source (file:line for code, and the exact rule from the
loaded AGENTS.md for invariants).
A. General correctness & security. Logic bugs, unhandled edge cases and error paths, secret/token exposure in logs or responses, injection, and obvious performance traps. This makes the skill a complete reviewer, not just an overlay.
B. Intent-layer invariants & toolception pitfalls. Validate the diff against the rules in the docs loaded in step 3. The recurring high-cost ones to anchor on:
?apikey= query param — never a header (docs/src/api/AGENTS.md).{ content: [...], isError: true }, message
formatted Error: ${message} (docs/src/tools/AGENTS.md).config query param,
MODULE_ADAPTERS ↔ TOOL_SETS sync, no session-level toolset config) live in
docs/src/toolception-adapters/AGENTS.md — and when the integration surface is touched,
run the step 4 deep-check against upstream source.docs/src/AGENTS.md / FLOW.md): the preHandler hook is registered
before createMcpServer(); a custom Fastify app must call app.listen().initialize() precedes getInstance(); invalid tool sets
fail-fast via process.exit(1).C. AGENTS.md sync. The intent layer's own maintenance rule (root AGENTS.md): if the
diff changes behavior documented in an AGENTS.md, that file must be updated in the same
PR. If a touched area's documented rule no longer matches the code and its AGENTS.md is
untouched, flag it. (Also: a new major directory with distinct concerns should add an
AGENTS.md wired into the navigation table.)
D. TypeScript standards. Invoke the typescript-standards skill (Skill tool) and apply
it to the changed .ts files; report what it flags. It covers no-any (prefer unknown),
TSDoc on exports, pure functions / single responsibility, readonly, and preferring
interface — defer to the skill for the exact rules rather than restating them here.
E. Test expectations. Per docs/tests/smoke/AGENTS.md: smoke tests run dist/ so a
build must precede them; responses are SSE (event: message\ndata: {json}) — never parsed
as raw JSON; resetSession() runs between tests (global clientId/sessionId). New tools
or modules should ship with tests.
Report high-signal findings only. For each:
file:line.docs/src/tools/AGENTS.md → never-throw).Do not raise nits that trace to neither a documented rule nor a real defect. If the diff is clean, say so and name what you checked. Group findings by severity, Blockers first.
© imbenrabi, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/code-review of imbenrabi/Financial-Modeling-Prep-MCP-Server.
Open the folder on GitHubat commit 17fbe04
Code Review next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Code Review this skillimbenrabi/Financial-Modeling-Prep-MCP-Server | 150 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Code Reviewsbroenne/mcp-windows | 105 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Code Reviewoaslananka/kicad-mcp-pro | 119 | — | ~3.9k | Automated safety check: Pass | MIT | |
| Review PRPrefectHQ/fastmcp | 28k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| ObservalObserval/Observal | 4.1k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Mariadb Operator PR Reviewmariadb-operator/mariadb-operator | 1k | — | ~3.3k | Automated safety check: Pass | Apache-2.0 |
sbroenne/mcp-windows
Review pull requests in mcp-windows for concrete bugs in MCP and CLI contracts, Windows UI automation, element identity, snapshots, bounded searches, and service lifetime.
oaslananka/kicad-mcp-pro
A skill your agent uses for GitHub Copilot pull request and code reviews in oaslananka/kicad-mcp-pro.
PrefectHQ/fastmcp
Assess a FastMCP pull request for justified behavior, compatibility, and correctness, then follow CI and review feedback to a revision-specific verdict.
Observal/Observal
A skill your agent uses when starting any task the organization may already have an approved skill, prompt, MCP server, or Agent for: reviewing code, a commit, a diff, or a pull request; writing…
mariadb-operator/mariadb-operator
Perform a structured maintainer-style PR review for the mariadb-operator repository.
PrefectHQ/fastmcp
Carry a selected FastMCP bug from reproduction through a scoped fix, compatibility review, validation, and a monitored pull request.
Works with
Categories
Review a PR or working diff against this repo's intent layer (the AGENTS.md hierarchy), toolception pitfalls, and core invariants. Code Review is an agent skill from imbenrabi/Financial-Modeling-Prep-MCP-Server.md hierarchy), toolception pitfalls, and core invariants.
Code Review fits situations like: checking changes before merge in the Financial Modeling Prep MCP server; review the diff; check this diff; pull request review.
Run `npx skills add imbenrabi/Financial-Modeling-Prep-MCP-Server --skill code-review -a claude-code`. Or copy the skill folder (.claude/skills/code-review in imbenrabi/Financial-Modeling-Prep-MCP-Server) into .claude/skills/code-review in your project. Claude Code loads it when a task matches its description.
Run `npx skills add imbenrabi/Financial-Modeling-Prep-MCP-Server --skill code-review -a codex`. Or copy the skill folder (.claude/skills/code-review in imbenrabi/Financial-Modeling-Prep-MCP-Server) into .agents/skills/code-review in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add imbenrabi/Financial-Modeling-Prep-MCP-Server --skill code-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/code-review, .gemini/skills/code-review, .github/skills/code-review and .opencode/skills/code-review in your project.
Going by SKILL.md and its folder, Code Review needs the command-line tools its instructions call (gh and git). Its frontmatter pre-approves these tools: Read, Grep, Glob, Bash(git:*), Bash(gh pr:*), Bash(gh api:*), Bash(gh search:*), Skill.
SKILL.md contains no URLs. Its commands use gh and git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Code Review is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.6k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Code Review: Code Review (sbroenne/mcp-windows, 105 stars), Code Review (oaslananka/kicad-mcp-pro, 119 stars), Review PR (PrefectHQ/fastmcp, 28k stars) and Observal (Observal/Observal, 4.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
imbenrabi (a GitHub user) maintains it in imbenrabi/Financial-Modeling-Prep-MCP-Server, which has 150 GitHub stars. The repository was last updated on July 2, 2026.
Source: imbenrabi/Financial-Modeling-Prep-MCP-Server on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.