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SocratiCode: Give AI Agents Searchable Codebase Context
SocratiCode is a local-first MCP server and plugin that helps AI agents explore large codebases with semantic search, dependency graphs, and symbol-level impact analysis. It also indexes project context such as API specs and database schemas.
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SocratiCode: Give AI Agents Searchable Codebase Context
SocratiCode is a local-first MCP server and plugin that helps AI agents explore large codebases with semantic search, dependency graphs, and symbol-level impact analysis. It also indexes project context such as API specs and database schemas.
ActiveHealth 75/100

ace: Evolve LLM Contexts Through Agent Experience
ACE helps language-agent teams build and refine reusable playbooks from task outcomes, rather than repeatedly rewriting prompts or fine-tuning models. It suits teams experimenting with offline or online adaptation for agent tasks and domain-specific reasoning.
MaintainedHealth 37/100

agent-feed: Govern AI Coding Workflows in Your Repository
Agent Feed installs a repository-owned workflow for AI coding tools, with shared instructions, task and review gates, checks, and tool adapters. It suits teams that want consistent, verifiable AI-assisted changes across Codex, Claude Code, and Cursor.
QuietHealth 22/100

awesome-agent-harness: Curated Guide to Agent Harness Engineering
A bilingual, annotated directory of resources on building the systems around AI agents, from context and tools to memory, evaluation, and coding-agent design. Useful for product teams that want practical reading paths rather than an unannotated link dump.
NewHealth 30/100

FinderSearch: Browse Mac Files with Fuzzy Search
FinderSearch is a native macOS file browser that combines folder browsing and file management with fast, local fuzzy filename search. It is aimed at Mac users who want a dedicated search-and-browse workflow, and requires macOS 15 or later.
NewHealth 40/100

sliver: Run Cross-Platform Adversary Emulation
Sliver is a Go-based framework for authorized red-team testing, with cross-platform implants and multiple command-and-control options. It is actively maintained and suits teams that need to simulate adversary activity across macOS, Windows, and Linux.
ActiveHealth 66/100
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APIPark: Manage AI Models and APIs Through One Gateway
APIPark is an open-source AI gateway and API developer portal for standardizing access to AI models and REST APIs. It helps teams manage API publishing, subscriptions, keys, usage monitoring, and model integrations in one place.
ActiveHealth 47/100

SkillSpector: Scan AI Agent Skills for Security Risks
SkillSpector scans AI agent skills before installation, flagging suspicious instructions, risky code, and supply-chain issues. Use it for pre-install reviews, CI gates, or MCP-based scanning, with optional LLM analysis for context.
ActiveHealth 71/100

agent-factory: Generate Executable AI Agent Workflows
Agent Factory turns natural-language task descriptions into executable Python agent workflows, using MCP tools and the any-agent library. It is aimed at developers who want to create, evaluate, and run agents without hand-coding every workflow.
QuietHealth 31/100
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