RRepoGEO

REPOGEO REPORT · LITE

Tencent/TencentDB-Agent-Memory

Default branch main · commit 4339e636 · scanned 6/30/2026, 9:56:47 PM

GitHub: 6,345 stars · 576 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
28 /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
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 Tencent/TencentDB-Agent-Memory, 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 to clearly state its unique value and category

    Why:

    COPY-PASTE FIX
    TencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline, with zero external API dependencies. Unlike generic vector databases or LLM frameworks, it focuses on symbolic short-term memory and layered long-term memory to significantly reduce token usage and improve task success.
  • highhomepage#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://www.npmjs.com/package/@tencentdb-agent-memory/memory-tencentdb
  • mediumreadme#3
    Clarify the project's license(s) in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [insert specific license name(s) here]. Refer to the [LICENSE](LICENSE) file for complete details.

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 Tencent/TencentDB-Agent-Memory
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Faiss
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Faiss · recommended 1×
  2. Hnswlib · recommended 1×
  3. Annoy · recommended 1×
  4. SQLite · recommended 1×
  5. NumPy/SciPy · recommended 1×
  • CATEGORY QUERY
    How can I implement efficient long-term memory for AI agents without external API dependencies?
    you: not recommended
    AI recommended (in order):
    1. Faiss
    2. Hnswlib
    3. Annoy
    4. SQLite
    5. NumPy/SciPy
    6. DiskANN

    AI recommended 6 alternatives but never named Tencent/TencentDB-Agent-Memory. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help reduce LLM token usage and improve AI agent task success through better memory?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (llamaindex/llamaindex)
    3. Weaviate (weaviate/weaviate)
    4. Pinecone
    5. Redis (redis/redis)
    6. Faiss (facebookresearch/faiss)
    7. Chroma (chroma-core/chroma)

    AI recommended 7 alternatives but never named Tencent/TencentDB-Agent-Memory. 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 Tencent/TencentDB-Agent-Memory?
    pass
    AI did not name Tencent/TencentDB-Agent-Memory — 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?

  • If a team adopts Tencent/TencentDB-Agent-Memory in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Tencent/TencentDB-Agent-Memory 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 Tencent/TencentDB-Agent-Memory solve, and who is the primary audience?
    pass
    AI named Tencent/TencentDB-Agent-Memory explicitly

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

Embed your GEO score

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Tencent/TencentDB-Agent-Memory — 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