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Achievement: Pair Extraordinairex2Achievement: StarstruckAchievement: QuickdrawAchievement: Pull Sharkx3Achievement: YOLO

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blackwell-systems/README.md

Blackwell Systems™ Stars

AI Infrastructure & Systems Engineering

Building tools for the agentic AI stack. Wire formats, code intelligence, MCP infrastructure, conformance testing.

GCF (Graph Compact Format)

GCF

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 Benchmarks DOI

Spec · Go · TypeScript · Python · Rust · Swift · Kotlin · Proxy · Tree-sitter

agent-lsp

agent-lsp

Code intelligence infrastructure for AI agents. 65 tools, 30 CI-verified languages, 24 agent workflows. Single Go binary. Uses GCF as default output format.

mcp-assert

mcp-assert

Conformance testing for MCP servers. 102 servers scanned, 34 bugs found, 12 upstream issues filed. Fuzz testing, schema linting, per-assertion Docker isolation.

knowing

knowing

Self-adapting code intelligence engine. The system GCF was extracted from. 28 MCP tools, graph-native analysis, session deduplication.

GCP Emulator Suite

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

Research

Graph Compact Format (GCF) DOI A token-efficient wire format for LLM tool interactions. 1,300+ evaluations across 10 models and 3 providers. Explore the project

The Hierarchical Identity Architecture DOI Content-addressing as a computation primitive for software relationship intelligence. Explore the project · merkle-strata

Memory Drainability DOI Formalizes when coarse-grained allocators can reclaim memory. Validated on Redis: 50% key deletion freed 195K objects, reclaimed 0 slabs. Explore the project

Normalization Confluence DOI Coordination-free convergence via well-founded compensation. Third convergence regime alongside CRDTs and invariant confluence. Explore the project

Federated Normalization Confluence DOI Multi-organizational convergence through morphism validity preservation over acyclic networks.

Upstream Contributions

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+
Google 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

Full list

Technical Background

Languages:

C Go Rust Python Java Node.js

Platforms & Shells:

Platform Zsh Bash PowerShell

Developer Tooling:

Git Terraform AWS%20CDK Datadog OpenTelemetry Containers GCP

Artificial Intelligence:

GPT Claude Gemini

Pinned Loading

  1. agent-lsp agent-lsp Public

    Your coding agent is editing blind. agent-lsp gives it type-aware navigation, blast-radius analysis, and pre-verified edits. 50 tools, 21 skills, 30 languages.

    Go 52 2

  2. mcp-assert mcp-assert Public

    The testing standard for MCP servers. Lint (14 rules), test, and fuzz over real stdio/SSE/HTTP transport. 18 assertion types in YAML. Found 4,794 schema issues across 55 servers. Any language, no m…

    Go 18 1

  3. shelfctl shelfctl Public

    PDF/EPUB library CLI/TUI backed by GitHub Release assets (Git LFS alternative). On-demand per-file downloads, metadata catalog, migrate/split bloated repos.

    Go 13

  4. gcp-secret-manager-emulator gcp-secret-manager-emulator Public

    The reference local implementation of the Google Cloud Secret Manager API for development and CI - Local testing and CI/CD without GCP credentials

    Go 11 4

  5. knowing knowing Public

    Permanent code intelligence layer. Learns what matters, expires what changed, proves what existed. Content-addressed graph with Merkle proofs, 25 extractors, 23 MCP tools. Gets smarter with use.

    Go 10

  6. gcf gcf Public

    Drop-in JSON replacement for all AI pipelines. 79% fewer tokens. JSON scores 53.6% comprehension at scale, GCF scores 90.5%. Superpowers for graph-shaped data.

    Python 8