RRepoGEO

REPOGEO REPORT · LITE

Gentleman-Programming/engram

Default branch main · commit 743f2d0f · scanned 5/17/2026, 7:51:30 PM

GitHub: 3,571 stars · 420 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface Gentleman-Programming/engram, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening statement to clarify purpose

    Why:

    CURRENT
    <p align="center"> <strong>Persistent memory for AI coding agents</strong><br> <em>One brain. Local or cloud. Agent-agnostic, single binary, zero dependencies.</em> </p>
    COPY-PASTE FIX
    <p align="center"> <strong>Engram: Persistent memory system for AI coding agents</strong><br> <em>An agent-agnostic Go binary with SQLite + FTS5, MCP server, HTTP API, CLI, and TUI. One brain. Local or cloud. Single binary, zero dependencies.</em> </p>
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, memory, persistent-memory, ai-agents, coding-agents, go, golang, sqlite, fts5, cli, api, tui, mcp, developer-tools
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Gentleman-Programming/engram

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface Gentleman-Programming/engram
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SQLite
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SQLite · recommended 2×
  2. langchain-ai/langchain · recommended 1×
  3. Pinecone · recommended 1×
  4. weaviate/weaviate · recommended 1×
  5. chromadb/chroma · recommended 1×
  • CATEGORY QUERY
    How can I give my AI coding assistant persistent memory across sessions?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Pinecone
    3. Weaviate (weaviate/weaviate)
    4. Chroma (chromadb/chroma)
    5. Qdrant (qdrant/qdrant)
    6. Redis (redis/redis)
    7. SQLite
    8. PostgreSQL
    9. MySQL (mysql/mysql-server)
    10. YAML
    11. Pickle
    12. Faiss (facebookresearch/faiss)

    AI recommended 12 alternatives but never named Gentleman-Programming/engram. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide a local, agent-agnostic memory store for AI development workflows?
    you: not recommended
    AI recommended (in order):
    1. Chroma
    2. LanceDB
    3. FAISS
    4. DuckDB
    5. SQLite
    6. Redis

    AI recommended 6 alternatives but never named Gentleman-Programming/engram. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of Gentleman-Programming/engram?
    pass
    AI named Gentleman-Programming/engram explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts Gentleman-Programming/engram in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Gentleman-Programming/engram explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo Gentleman-Programming/engram solve, and who is the primary audience?
    pass
    AI named Gentleman-Programming/engram explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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Gentleman-Programming/engram — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite