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MCP servers and skills: search, filter by where they run, and compare.
MCP servers and skills: search, filter by where they run, and compare.
Nothing matches every word exactly, so these are the closest matches.
Next-Generation Distributed Multi-Agent Runtime & Swarm Substrate uniting Super-Memory, Cyclical Swarms, 24/7 Durable Daemons, Multimodal Streaming, VLA Safety Governors, and Benchmark Evaluators.
PythonApache-2.0Few starsNo key
Your coding agent is smart. Your legacy codebase is the problem. Reify gives it the context to understand and safely change large, unfamiliar codebases — 100% locally.
SkillApache-2.0★ 3Few starsNo key
Code graph and memory for your coding agents, in one Rust program. For Claude Code, Codex, Cursor and any MCP client.
SkillApache-2.0★ 413No key
Local search over your code and documents for AI agents. One binary that indexes your repositories, PDFs and Office files and serves them over MCP.
SkillApache-2.0★ 6No key
Local-first search across your workspace, built for humans and AI agents.
Node.jsApache-2.0★ 4.2kNo key
Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings and DeepSeek Harness support.
PythonApache-2.0★ 12kNo key
Filesystem RAG benchmarks: corpus/, train.json, evaluate_rag.py (RAGAS quality). Not for prod monitoring, latency/throughput benchmarking (use rag-perf), or evals outside this repo layout.
OfficialSkillApache-2.0★ 3.6k in collectionNo key
Find source context and trace calls across languages in Claude Code, Codex and other MCP agents.
PythonApache-2.0★ 89No key
Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.
Node.jsApache-2.0★ 333No key
Performance benchmarking for a deployed NVIDIA RAG Blueprint server: profiling pass + aiperf load test driven by a single YAML config. Not for accuracy / RAGAS scoring (use rag-eval) or for deploying
OfficialSkillApache-2.0★ 3.6k in collectionNo key
Auditable memory layer for AI agents: zero-LLM-call local ingest (~10ms/msg, air-gapped), matches Mem0 on accuracy at ~1000x lower ingest cost, bi-temporal belief-state, MCP server. Honest LoCoMo/Long
PythonApache-2.0★ 10No key
MCP-native second brain with an automatic entity graph over your markdown notes. Honest benchmark vs vanilla RAG and nano-graphrag included.
PythonApache-2.0Few starsNo key
Same query, same answer: deterministic RAG for agents. Local-first: one SQLite knowledge store, no LLM call on the retrieval path, CLI + HTTP + MCP, and a know/miss contract on every response.
PythonApache-2.0★ 7No key
Local MCP code-intelligence for AI coding tools: surgical search/read/edit, agent-config version history, path-level access + masking guards, and a multi-project hub.
PythonApache-2.0★ 7No key
ContextFusion is the context brain for LLM apps - compress, rank, and route the right evidence to chat + agent models across OpenAI, Claude, Ollama, and MCP
PythonApache-2.0★ 1Few starsNo key
MCP server and CLI that crawls websites for AI agents: finds the answer page 2x more often than Crawl4AI, 10x cheaper per answer than letting Claude crawl.
PythonApache-2.0★ 82No key
The first longitudinal benchmark for AI memory systems. Test LLM agents, RAG pipelines, MCP servers, and memory backends across 1,000 sessions.
PythonApache-2.0★ 5No key
Local-first associative memory and vector search for AI agents, with Rust, Python, Node.js, and MCP integrations.
Node.jsApache-2.0★ 21No key
Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go, Java, C#.
SkillApache-2.0★ 12No key
Ultra-fast code retrieval engine for AI agents — AST parsing, hybrid BM25+vector search, dependency graph, MCP server
SkillApache-2.0★ 3Few starsNo key
turns your codebase into an autoresearch loop — discovers what to measure, instruments the benchmark, then runs tree search with parallel subagents.
SkillApache-2.0★ 1.5kNo key
Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.
SkillApache-2.0★ 694No key
Text-to-SQL access control: schema selection that gives the LLM only the tables the caller is allowed to read. Row-level-security-aware table pruning for LangChain, MCP and any SQL agent. Postgres, Or
PythonApache-2.0★ 179No key
ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vecto
SkillApache-2.0★ 1.2kNo key
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