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30 followers · 103 following

Achievements

Achievement: QuickdrawAchievement: Pair Extraordinairex4Achievement: Pull Sharkx3Achievement: Starstruckx2

Achievements

Achievement: QuickdrawAchievement: Pair Extraordinairex4Achievement: Pull Sharkx3Achievement: Starstruckx2

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

    One model's answer sounds confident even when it's wrong. brainstorm-mcp runs multi-round debates between GPT, Gemini, DeepSeek, Claude and local Ollama models, then returns a structured synthesis …

    TypeScript 67 8

  2. saga-mcp saga-mcp Public

    Your agent loses the plan between sessions. saga-mcp gives it a SQLite-backed tracker for projects, epics, tasks, subtasks, dependencies and notes — 31 MCP tools, activity log, one-call dashboard. …

    TypeScript 33 7

  3. contextcache contextcache Public

    Tool schemas get re-prefilled on every LLM request. ContextCache compiles them into a KV cache once, stores it on disk and reuses it across users and sessions — TTFT stays near 200ms with 50 tools …

    Python 21 1

  4. swarmcode swarmcode Public

    Two Claude Code instances on different machines can't talk to each other. SwarmCode gives them a Redis-backed channel — messages, shared artifacts, workspace status, real-time push into VS Code, an…

    JavaScript 8 3

  5. truenas-mcp truenas-mcp Public

    Manage TrueNAS SCALE from an AI agent — 278 actions across 18 categories behind one hierarchical MCP tool, so tool schemas cost ~200 tokens of context instead of ~28k. Destructive operations requir…

    TypeScript 6 2

  6. toolformermicro toolformermicro Public

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

    Python 3