Building tools for the agentic AI stack. Wire formats, code intelligence, MCP infrastructure, conformance testing.
Drop-in JSON replacement for AI pipelines. 79% fewer tokens. 90.7% comprehension accuracy where JSON averages 53.6%. 1,300+ LLM evaluations across 10 models and 3 providers. Zero training required.
Spec · Go · TypeScript · Python · Rust · Swift · Kotlin · Proxy · Tree-sitter
Code intelligence infrastructure for AI agents. 65 tools, 30 CI-verified languages, 24 agent workflows. Single Go binary. Uses GCF as default output format.
Conformance testing for MCP servers. 102 servers scanned, 34 bugs found, 12 upstream issues filed. Fuzz testing, schema linting, per-assertion Docker isolation.
Self-adapting code intelligence engine. The system GCF was extracted from. 28 MCP tools, graph-native analysis, session deduplication.
Local implementations of Google Cloud APIs for development and CI. No GCP credentials required.
Secret Manager (50K+ downloads) · KMS · IAM · Eventarc · Auth · IAM Control Plane · Core
Graph Compact Format (GCF)
A token-efficient wire format for LLM tool interactions. 1,300+ evaluations across 10 models and 3 providers.
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The Hierarchical Identity Architecture
Content-addressing as a computation primitive for software relationship intelligence.
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Memory Drainability
Formalizes when coarse-grained allocators can reclaim memory. Validated on Redis: 50% key deletion freed 195K objects, reclaimed 0 slabs.
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Normalization Confluence
Coordination-free convergence via well-founded compensation. Third convergence regime alongside CRDTs and invariant confluence.
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Federated Normalization Confluence
Multi-organizational convergence through morphism validity preservation over acyclic networks.
27 merged PRs. #6 contributor to mcp-go (8.7K stars). Data corruption fixes, panic recovery, SDK hardening, spec compliance, transport bugs.
| Organization | What | Stars |
|---|---|---|
| Anthropic | MCP Go, Python, PHP SDKs + servers | 85K+ |
| go-containerregistry (OCI artifact fix) | 3.8K | |
| GitHub | github-mcp-server | 16K |
| Grafana | mcp-grafana (3 PRs merged) | 2.9K |
| LangChain | langchain (text splitter fix) | 136K |
| Stretchr | testify (suite panic fix) | 26K |
| etcd | CNCF (gRPC error code fix) | 51K |
| Charmbracelet | bubbletea, huh | 42K |
| mark3labs | mcp-go SDK (9 PRs, #6 contributor) | 8.7K |
| Ant Group | mcp-server-chart (9 bug fixes) | 4K |
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