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"Techniques to Improve Agent Programming" matching MCP servers:

  • self-improve

    Feynman520
    A
    license
    -
    quality
    B
    maintenance
    Captures user corrections and improvements during interactions, logs them, finds recurring patterns, and prescribes preventive fixes like CLAUDE.md rules, skills, scripts, or MCP tools to avoid repeating mistakes.
    6
    MIT

  • Skill-to-MCP

    biocontext-ai
    A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    27
    Apache 2.0

  • agent-locks

    luohoa97
    A
    license
    A
    quality
    D
    maintenance
    A filesystem-based MCP server for AI coding agents to coordinate work across git worktrees by claiming files, checking for conflicts, and logging progress without affecting the repository's git history.
    5
    MIT

  • agent-inbox

    gsd-build
    A
    license
    A
    quality
    F
    maintenance
    Enables AI agents to create temporary email addresses, receive confirmation emails, and extract verification links, automating sign-up and email verification workflows without manual intervention.
    6
    35
    59
    MIT

  • agent-nero

    sanchez314c
    A
    license
    A
    quality
    D
    maintenance
    Agent NERO is an MCP server that enables Claude Code to spawn, manage, and communicate with persistent, named LLM agents that maintain conversation history and can use tools like file I/O, command execution, and shared memory.
    10
    MIT

  • agent-lsp

    blackwell-systems
    A
    license
    A
    quality
    A
    maintenance
    MCP server that keeps language server sessions warm and routes multiple languages through one process. Agents get persistent cross-file awareness, speculative execution (simulate edits before writing to disk), and 20 skills that encode correct multi-step operations like safe rename, blast-radius analysis, and end-to-end refactoring. Single Go binary, no runtime dependencies.
    50
    107
    MIT

  • agent-guardrail

    rudimentall1
    A
    license
    A
    quality
    A
    maintenance
    MCP server for AI agent guardrails — validates and signs agent decisions (OAA tokens) so third parties can verify them without server access
    3
    1
    MIT

  • agent-bus

    rishabhjava
    A
    license
    A
    quality
    B
    maintenance
    Enables multiple coding agents (Claude Code, Codex, Cursor) to discover each other's sessions, search transcripts, ask questions, and handoff tasks through a shared MCP server.
    5
    14
    MIT

  • mcp-agent-proxy

    mashh-lab
    A
    license
    A
    quality
    F
    maintenance
    An MCP server that acts as a proxy to connect MCP clients to agent frameworks like Mastra and LangGraph, enabling agent discovery, dynamic server connections, and recursive agent networks.
    5
    15
    10
    MIT

  • cc-agent

    Gonzih
    A
    license
    A
    quality
    B
    maintenance
    MCP server that spawns autonomous Claude Code agents in GitHub repos, enabling task delegation with persistent state, multi-step workflows, and job monitoring.
    47
    163
    2
    Apache 2.0

  • agent-toolbelt

    marras0914
    A
    license
    A
    quality
    C
    maintenance
    Agent Toolbelt is an MCP server exposing 11 focused API tools for LLM agents — schema generation, text extraction, token counting, CSV conversion, Markdown conversion, URL metadata, regex builder, cron expressions, address normalization, color palettes, and brand kits. Each tool is a focused microservice with structured input/output, WCAG-scored color data, USPS address parsing, and multi-model to
    25
    25
    1
    MIT

  • inbox-to-action-mcp

    tarunlnmiit
    A
    license
    A
    quality
    A
    maintenance
    One-pass agentic inbox triage as an MCP server: fetch unread Gmail → classify (action_needed/fyi/newsletter/noise) → summarize → extract tasks → draft replies as Gmail DRAFTS (never sends) → flag calendar → write a triage report. Four stdio tools (fetch_emails, save_gmail_draft, append_tasks, write_report); the host is the LLM, so it runs keyless in Claude Code. Gmail scopes: readonly + compose
    4
    MIT