aak204

aak204 / Tool-Catalog-Compiler

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A managed proxy gateway and compiler for AI agents. It takes noisy OpenAPI/MCP directories, compresses them in flat mode, saves tokens, and adds Governance.

ai-agents go governance intermediary ir
10
0
100% credibility
Found Apr 14, 2026 at 10 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
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AI Summary

Toolc simplifies large collections of API tools into a compact, controlled list for AI assistants, especially optimizing VS Code MCP setups.

How It Works

1
🔍 Discover a simpler way

You hear about toolc, a helper that tidies up your messy list of AI tools in VS Code so your assistant isn't overwhelmed.

2
📥 Get toolc ready

Download the ready-to-use file for your computer and place it where you work.

3
✨ Tidy your tools

Point it at your current tool setup, and it creates a neat, single list by checking what can be combined safely.

4
🔄 Switch your editor

Update your VS Code settings to use the new tidy list instead of the old scattered ones.

5
▶️ Start your helper

Run the single tidy server, and your AI assistant now sees just the essential tools.

🎉 Enjoy focused AI

Your assistant picks tools faster with less confusion, and you save time without rebuilding everything.

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AI-Generated Review

What is Tool-Catalog-Compiler?

Tool-Catalog-Compiler is a Go CLI that ingests noisy OpenAPI specs or MCP server directories and compiles them into a compact, governed tool catalog for AI agents. It flattens bloated surfaces to slash token usage, applies visibility policies, and exposes a single runtime via managed proxy gateway or MCP stdio server. Users get cheaper, controlled agent calls without rewriting upstream APIs or tools.

Why is it gaining traction?

It hooks VS Code devs by optimizing MCP configs—one `toolc optimize-mcp` run probes servers, emits a replacement config, and runs `toolc mcp-serve` as your sole surface, preserving unsupported remotes. Flat mode cuts discovery tokens 50%+ on benchmarks like github-collaboration-subset, with real OpenAPI HTTP invokes and alpha MCP stdio. Governance adds deny-by-risk/tag before exposure, fitting agents on github managed identity azure or managed proxy aws.

Who should use this?

VS Code agent builders drowning in MCP servers for github managed enterprise workflows. OpenAPI teams serving github managed runners pricing queries or managed terraform state tools, needing token savings. AI stacks hitting limits on regional_managed_proxy or managed reverse proxy posthog integrations.

Verdict

Grab it for precompile/gateway if agents burn tokens—v1.0.0 CLI shines with doctor/recommend commands and release binaries. 10 stars and 1.0% credibility reflect early days; alpha MCP stdio warns managed proxy n a process terminated with status code 0 risks, but docs/benchmarks build trust. Worth a spin over raw exposure.

(198 words)

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