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  1. Home
  2. /Repositories
  3. /manojmallick/sigmap
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repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 29d ago

manojmallick/sigmap

97% token reduction for AI coding sessions — zero deps, 33 languages, MCP server

Lineage graph

Paper → model → repo connections mined from source citations (Tier-1 exact match).

Why these links exist

Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.

  • PossiblePossibly related (embedding) · 48%New Server Hopes to Break Through AI’s “Memory Wall” →
  • PossiblePossibly related (embedding) · 47%SentryCode: Real-time Auditor + Honeytokens for AI Coding Agents [P] →
  • PossiblePossibly related (embedding) · 46%I spent ~4.5 months building a free, self-hosted AI gateway: one endpoint for 237 providers (90+ free), auto-fallback, and a token-compression pipeline (MIT) →
  • PossiblePossibly related (embedding) · 45%X now offers an MCP server to make its platform easier for AI tools to use →
  • PossiblePossibly related (embedding) · 48%Looking for feedback on a small test SLM I built completely from scratch [P] →
  • PossiblePossibly related (embedding) · 54%codebase-memory-mcp speeds AI coding agent queries - Let's Data Science →
  • PossiblePossibly related (embedding) · 47%BlueMagpie-TTS: A Token-Efficient Tokenizer, Language Model, and TTS for Taiwanese-Accent Code-Switching Speech →

Covers

newsNew Server Hopes to Break Through AI’s “Memory Wall”newsSentryCode: Real-time Auditor + Honeytokens for AI Coding Agents [P]newsI spent ~4.5 months building a free, self-hosted AI gateway: one endpoint for 237 providers (90+ free), auto-fallback, and a token-compression pipeline (MIT)newsX now offers an MCP server to make its platform easier for AI tools to use

Covers (incoming)

newsLooking for feedback on a small test SLM I built completely from scratch [P]newscodebase-memory-mcp speeds AI coding agent queries - Let's Data Science

Implements (incoming)

paperBlueMagpie-TTS: A Token-Efficient Tokenizer, Language Model, and TTS for Taiwanese-Accent Code-Switching Speech

Related across the graph

paperBlueMagpie-TTS: A Token-Efficient Tokenizer, Language Model, and TTS for Taiwanese-Accent Code-Switching SpeechnewsSentryCode: Real-time Auditor + Honeytokens for AI Coding Agents [P]newsNew Server Hopes to Break Through AI’s “Memory Wall”newsLooking for feedback on a small test SLM I built completely from scratch [P]newscodebase-memory-mcp speeds AI coding agent queries - Let's Data SciencenewsI spent ~4.5 months building a free, self-hosted AI gateway: one endpoint for 237 providers (90+ free), auto-fallback, and a token-compression pipeline (MIT)newsX now offers an MCP server to make its platform easier for AI tools to use
Knowledge path·PBlueMagpie-TTS: A Token-Efficient Tokenizer, Language Model, and TTS for Taiwanese-Accent Code-Switching Speech→NSentryCode: Real-time Auditor + Honeytokens for AI Coding Agents [P]→NNew Server Hopes to Break Through AI’s “Memory Wall”→Rmanojmallick/sigmap

Topics

aiclaudeclicode-contextcode-intelligencecontext-compressioncopilotcursordeveloper-experiencedeveloper-tools

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Search similar →Knowledge graph →All repos →Full intelligence feed →
Graph trust82Primary
Graph score598