RRepoGEO

REPOGEO REPORT · LITE

tickernelz/opencode-mem

Default branch main · commit 0a7805b8 · scanned 6/10/2026, 5:56:46 AM

GitHub: 875 stars · 89 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
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 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 tickernelz/opencode-mem, 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 README's opening to clarify its role as an OpenCode plugin

    Why:

    CURRENT
    A persistent memory system for AI coding agents that enables long-term context retention across sessions using local vector database technology.
    COPY-PASTE FIX
    An OpenCode plugin that provides a persistent memory system for AI coding agents, enabling long-term context retention across sessions using local vector database technology.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, persistent-memory, vector-database, opencode, ai-coding-assistant, local-embeddings, bun-runtime
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with the project's goals.

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 tickernelz/opencode-mem
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
chroma-core/chroma
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. chroma-core/chroma · recommended 1×
  2. lancedb/lancedb · recommended 1×
  3. facebookresearch/faiss · recommended 1×
  4. milvus-io/milvus · recommended 1×
  5. qdrant/qdrant · recommended 1×
  • CATEGORY QUERY
    How can I give my AI coding agent persistent memory using a local vector database?
    you: not recommended
    AI recommended (in order):
    1. ChromaDB (chroma-core/chroma)
    2. LanceDB (lancedb/lancedb)
    3. FAISS (facebookresearch/faiss)
    4. Milvus Lite (milvus-io/milvus)
    5. Qdrant (qdrant/qdrant)
    6. Weaviate (weaviate/weaviate)

    AI recommended 6 alternatives but never named tickernelz/opencode-mem. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide long-term context retention for AI agents with local embeddings and Bun runtime?
    you: not recommended
    AI recommended (in order):
    1. Chroma
    2. LangChain.js
    3. LanceDB
    4. LlamaIndex.TS
    5. Qdrant
    6. Haystack
    7. Faiss
    8. Pinecone

    AI recommended 8 alternatives but never named tickernelz/opencode-mem. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 tickernelz/opencode-mem?
    pass
    AI named tickernelz/opencode-mem explicitly

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

  • If a team adopts tickernelz/opencode-mem in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tickernelz/opencode-mem 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 tickernelz/opencode-mem solve, and who is the primary audience?
    pass
    AI did not name tickernelz/opencode-mem — likely talking about a different project

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

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tickernelz/opencode-mem — 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