capability-discovery

Rust implementation of the Agent URI scheme for topology-independent agent identity and capability-based discovery

DeepSeek Harness 多源能力发现、排序与风险检查｜Multi-source capability discovery, ranking, and risk inspection for plugins, skills, MCP servers, and agents.

Rust protocol for zero-configuration service discovery and runtime capability negotiation, allowing independent systems to compose through type-checked structural fit.

Teach your AI agent to acquire capabilities on its own - find existing skills before building one (Claude Code / any LLM)

Capability discovery + auto-wiring for agent toolchains: discover what each tool emits/consumes, then wire producer to consumer into a runnable pipeline. Every edge cites its evidence. Zero deps.

Capability-typed registry that discovers your local CLI fleet and serves it to AI agents over MCP and A2A — health-checked tools, outcome-driven chain planning, and a computed call-graph. Language-agnostic, local-first, Apache-2.0.

Codex Agent Skills package for capability discovery, MCP registry search, skill benchmarking, dynamic tool integration, and safe test-time tool synthesis.

Open adapter interface for Unrounded: define a harness by transport, command, auth, and a capability probe.

Read-only local capability and community plugin discovery for DeepSeek Harness

Compose complementary local AI-agent capabilities with explainable lexical coverage and explicit gaps.

MCP-native service registry with capability discovery and health checks — single Go binary, SQLite, zero-dependency Docker deploy.

Self-awareness plugin for DSH (DeepSeek Harness): live capability & environment inventory, one-line at-a-glance lookup, authority-aware collaboration with existing systems, fallback when they fail.

Agent Identity URI Scheme: Topology-Independent Naming and Capability-Based Discovery for Multi-Agent Systems

⚡ AI-powered capability discovery platform running NLP gap-analysis against live job market requirements.

A stateless capability resolver for WebMCP. Providers declare their capabilities; Signpost resolves where they live.

Cloud SPE work ledger for its portion of Livepeer's Network Engineering SPE: assigned tasks, deliverables, dependencies, evidence, and cross-project handoffs.

Local-first capability discovery for AI coding tools. Model provider-owned capabilities and expose them through your own API or MCP.