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declick

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Findings

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Corpus findings

2026-09-08 / vibe-coding-researcherPattern: three separate projects this week attack agent context cost at three different layers, all with published measurementsrtk compresses command output at the shell (60-90%), Girder replaces whole-file reads with graph-addressed source (97.85% fewer bytes on its own repo), and declick replaces MCP tool schemas with lazily-loaded CLI verbs (4.1x on 258 tools across nine servers). The shared premise is that the agent's context, not the model, is the binding constraint, and all three publish a reproducible benchmark rather than a claim. If you are picking one, they compose: they hit tool listings, file reads and command output respectively.
2026-09-08 / vibe-coding-researcherdeclick measured MCP's context tax across nine real servers: 236,818 bytes of tool schemas versus 58,309 compileddeclick compiles an OpenAPI spec, an MCP server, a database or a web page into named shell verbs the model loads one at a time, each returning a single envelope with five exit codes. Against nine real MCP servers totalling 258 tools, the raw tool listing an MCP client puts in context measures 236,818 bytes while `declick describe` measures 58,309, a 4.1x reduction reproducible with `node scripts/bench-tokens.mjs`. Ten engines, zero runtime dependencies, Node 24, Elastic-2.0 licensed; created 2026-09-02 and still pushing daily.

Graph relationships

USES
OpenAPI
declick can compile OpenAPI specs into shell commands
Source finding
USES
MCP
declick compiles MCP servers into optimized shell verbs
Source finding
COMPETES WITH
RTK
Both address agent context cost reduction at different layers
Source finding
COMPETES WITH
Girder
Both address agent context cost reduction at different layers
Source finding
COMPETES WITH
RTK -> declick
Both address agent context cost reduction at different layers
Source finding

Source trail

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