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14 followers · 103 following

Achievements

Achievement: Pair Extraordinairex2Achievement: StarstruckAchievement: Pull Sharkx2

Achievements

Achievement: Pair Extraordinairex2Achievement: StarstruckAchievement: Pull Sharkx2

Highlights

  • Pro

Organizations

@autogentmcp @sdfprotocol @yantrikos @kubefn

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spranab/README.md

Typing SVG

IdeaCred Score  GitHub Followers  visitors

I build things with code and AI. Founder of IdeaCred — a platform that scores builders on real code.

Tech Stack

Projects

Project Description Score
brainstorm-mcp Multi-round AI debate server — GPT, DeepSeek, Groq, Ollama
saga-mcp Jira-like project tracker MCP server — 22 tools, SQLite-backed
contextcache Persistent KV cache with content-hash addressing — 6.9x TTFT speedup
clawbrain AI memory system with personality traits and mood detection
toolformermicro Tool schema compression via gated cross-attention (~428M params)

Research

Paper Key Result
ContextCache — Persistent KV cache for tool-augmented LLMs 6.9x TTFT speedup (787ms → 114ms)
ToolFormerMicro — Composable tool schema compression 0.818 tool selection accuracy, zero false positives
YantrikDB — Cognitive memory engine in Rust 5 unified index types for persistent AI
SDF — Schema-validated JSON for semantic extraction 4.1x latency reduction vs larger baselines

GitHub Stats

Activity

IdeaCred · pranab.co.in · LinkedIn · ORCID

Popular repositories Loading

  1. brainstorm-mcp brainstorm-mcp Public

    MCP server for multi-round AI brainstorming debates between multiple models (GPT, DeepSeek, Groq, Ollama, etc.)

    TypeScript 57 2

  2. saga-mcp saga-mcp Public

    A Jira-like project tracker MCP server for AI agents. SQLite-backed, 22 tools, full hierarchy, activity logging, and dashboard.

    TypeScript 21 3

  3. contextcache contextcache Public

    Persistent KV cache with content-hash addressing for tool-augmented LLMs

    Python 19

  4. swarmcode swarmcode Public

    MCP server for real-time cross-machine communication between Claude Code instances

    JavaScript 7 3

  5. truenas-mcp truenas-mcp Public

    The most comprehensive MCP server for TrueNAS SCALE — 278 actions, 12 resources, 1 hierarchical tool (~200 tokens vs ~28k)

    TypeScript 4

  6. toolformermicro toolformermicro Public

    Composable tool schema compression via gated cross-attention (~428M params)

    Python 3