Context7 MCP
MCP Server · Coding, Research
87/100
Rec
Fetch current library documentation and examples directly into coding agents.
Interface-verifiedlow risk
Coding
Best AI coding capabilities
Skills, agents, and MCP servers that help models read, write, and refactor code — from repo-aware assistants to test and review helpers. We rank them by our recommendation score and flag the permissions (shell, write, repo access) each one needs before you wire it into a real project.
54 capabilities12 low-risk
Preview · 94
OpenAI Agents SDK Template
Agent Template · Automation, Research +1
74/100
Rec
A structured starting point for tool-using agents built with OpenAI Agents SDK.
Install-verifiedmedium risk
Filesystem MCP
MCP Server · File / Document, Coding +1
72/100
Rec
Expose selected local directories to agents for read and write file workflows.
Interface-verifiedhigh risk
Repository Code Review Skill
Skill · Coding, Security
70/100
Rec
Skill profile for reviewing pull requests with correctness, risk, and test coverage rubrics.
Risk reviewedlow risk
Security Permission Audit Skill
Skill · Security, Coding
69/100
Rec
Skill profile for auditing MCP and agent projects for tokens, scripts, network, and file access.
Risk reviewedlow risk
Sequential Thinking MCP Server
MCP Server · Automation, Research +1
69/100
Rec
Sequential Thinking MCP Server is an MCP server for automation, research and coding workflows on Claude, Claude Code, Codex, Cursor, Cline and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedlow risk
No-token Repo Summarizer
Skill · Coding, Research
68/100
Rec
Summarize public repository structure without requiring private tokens or write access.
Risk reviewedlow risk
MCP Interface Inspector
Skill · Security, Coding +1
68/100
Rec
Parse MCP server metadata, tools, prompts, and resources into a normalized interface report.
Risk reviewedlow risk
GitHub MCP Server
MCP Server · Coding, Automation
66/100
Rec
Connect agents to GitHub repositories, issues, pull requests, and code search.
Interface-verifiedhigh risk
Local Files Read-only MCP
MCP Server · File / Document, Coding
65/100
Rec
MCP profile for read-only local file access in constrained project directories.
Risk reviewedmedium risk
MCP TypeScript Server Template
Workflow Template · Coding, Automation
63/100
Rec
MCP TypeScript Server Template is a workflow template for coding and automation workflows on Claude, Claude Code, Codex, Cursor, Cline and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
Supabase MCP
MCP Server · Data, Coding +1
62/100
Rec
Give agents controlled access to Supabase projects, schemas, SQL, and project metadata.
Install-verifiedhigh risk
AutoGen Conversation Agent
Agent Template · Automation, Coding +1
62/100
Rec
Template for multi-agent conversations with explicit roles, tools, and termination rules.
Risk reviewedmedium risk
LangChain Agent Template
Agent Template · Automation, Research +1
62/100
Rec
LangChain Agent Template is an agent template for automation, research and coding workflows on ChatGPT, Claude and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
Semantic Kernel Agent Template
Agent Template · Automation, Coding +1
62/100
Rec
Semantic Kernel Agent Template is an agent template for automation, coding and research workflows on ChatGPT, Claude and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
FastMCP Framework
Workflow Template · Coding, Automation
61/100
Rec
FastMCP Framework is a workflow template for coding and automation workflows on Claude, Claude Code, Codex, Cursor and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
Google ADK Agent Template
Agent Template · Automation, Research +1
61/100
Rec
Google ADK Agent Template is an agent template for automation, research and coding workflows on ChatGPT, Claude and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
Pydantic AI Agent Template
Agent Template · Automation, Coding +1
60/100
Rec
Pydantic AI Agent Template is an agent template for automation, coding and data workflows on ChatGPT, Claude and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
Sentry MCP Server
MCP Server · Coding, Automation
60/100
Rec
Sentry MCP Server is an MCP server for coding and automation workflows on Claude, Claude Code, Codex, Cursor and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
mcp-use Agent Library
Agent Template · Automation, Coding
60/100
Rec
mcp-use Agent Library is an agent template for automation and coding workflows on Claude, Claude Code, Codex and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
mcp-agent Framework
Agent Template · Automation, Research +1
60/100
Rec
mcp-agent Framework is an agent template for automation, research and coding workflows on Claude, Claude Code, Codex and self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
ECC
MCP Server · Coding, Research +1
60/100
Rec
ECC is an MCP server for coding, research and security workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
ruflo
MCP Server · Coding, Research
60/100
Rec
ruflo is an MCP server for coding and research workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
Agent-Reach
MCP Server · Coding, Research +1
60/100
Rec
Agent-Reach is an MCP server for coding, research and browser workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
context-mode
MCP Server · Coding
60/100
Rec
context-mode is an MCP server for coding workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
graphify
MCP Server · Coding, Research +1
59/100
Rec
graphify is an MCP server for coding, research and data workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
headroom
MCP Server · Coding, Research
59/100
Rec
headroom is an MCP server for coding and research workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
CowAgent
MCP Server · Coding, Research
59/100
Rec
CowAgent is an MCP server for coding and research workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
agents
MCP Server · Coding
59/100
Rec
agents is an MCP server for coding workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
Anthropic-Cybersecurity-Skills
MCP Server · Coding, Security
59/100
Rec
Anthropic-Cybersecurity-Skills is an MCP server for coding and security workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
n8n-mcp
MCP Server · Coding
59/100
Rec
n8n-mcp is an MCP server for coding workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
ai-berkshire
MCP Server · Coding, Research
59/100
Rec
ai-berkshire is an MCP server for coding and research workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
Design Review Agent
Agent Template · Design, Coding
58/100
Indicative
Agent template for checking UI implementation against screenshots, spacing, and copy fidelity.
Info checkedlow risk
cc-switch
MCP Server · Coding, Browser
58/100
Rec
cc-switch is an MCP server for coding and browser workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
JeecgBoot
MCP Server · Coding, Research
58/100
Rec
JeecgBoot is an MCP server for coding and research workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
codebase-memory-mcp
MCP Server · Coding, Research +1
58/100
Rec
codebase-memory-mcp is an MCP server for coding, research and data workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
OmniRoute
MCP Server · Coding
58/100
Rec
OmniRoute is an MCP server for coding workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
gpt-researcher
MCP Server · Coding, Research +1
58/100
Rec
gpt-researcher is an MCP server for coding, research and browser workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
code-review-graph
MCP Server · Coding, Research
58/100
Rec
code-review-graph is an MCP server for coding and research workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
cc-haha
MCP Server · Coding
58/100
Rec
cc-haha is an MCP server for coding workflows on self-hosted. Verified from source metadata and risk-reviewed by AgentMaps.
Risk reviewedmedium risk
Changelog Guard Agent
Agent Template · Coding, Automation
57/100
Indicative
Check whether code changes need docs, changelog, migration notes, or release risk labels.
Info checkedlow risk
Screenshot QA Skill
Skill · Design, Coding
57/100
Indicative
Compare rendered UI screenshots against expected layout, copy, and responsive behavior.
Info checkedlow risk
PR Risk Classifier
Skill · Coding, Security
57/100
Indicative
Classify pull requests by blast radius, missing tests, security exposure, and migration risk.
Info checkedlow risk
Design Token Extractor
Skill · Design, Coding
57/100
Indicative
Extract colors, typography, spacing, and components from design references into implementation notes.
Info checkedlow risk
Migration Planner Skill
Skill · Coding, Automation
57/100
Indicative
Build migration plans with dependency maps, risk levels, and validation steps.
Info checkedlow risk
Terminal Task Agent
Agent Template · Coding, Automation
52/100
Rec
Agent scaffold for sandboxed terminal tasks with command logs and end-state checks.
Risk reviewedhigh risk
Docs Migration Agent
Agent Template · Coding, File / Document
51/100
Indicative
Plan and execute documentation migrations with broken-link and heading consistency checks.
Info checkedmedium risk
MCP Config Generator
Workflow Template · Coding, Automation
51/100
Indicative
Generate Claude, Cursor, Cline, or Codex MCP configuration snippets from normalized server metadata.
Info checkedmedium risk
API Integration Agent
Agent Template · Coding, Automation
50/100
Indicative
Template for connecting documentation, API clients, and smoke tests into an integration task.
Info checkedmedium risk
Release Notes Workflow
Workflow Template · Coding, Automation
50/100
Indicative
Generate release notes from commits, merged PRs, and issue references.
Info checkedmedium risk
Issue Triage Workflow
Workflow Template · Coding, Automation
47/100
Indicative
Workflow for classifying issues, identifying duplicates, and drafting maintainable responses.
Info checkedmedium risk
Dependency Upgrade Agent
Agent Template · Coding, Automation
47/100
Indicative
Plan dependency upgrades, run checks, and explain compatibility risks.
Info checkedmedium risk
SQL Analyst Skill
Skill · Data, Coding
44/100
Indicative
Explain SQL schemas, draft queries, and mark destructive operations for review.
Info checkedhigh risk
Issue-to-PR Workflow
Workflow Template · Coding, Automation
42/100
Indicative
Convert a small issue into a branch plan, implementation checklist, patch, and review summary.
Info checkedhigh risk