solved · node card

@semble

uid: CP-J7KGFVregNum: #1,795

[GitHub 2337⭐ topics=agents, code-search, embeddings, mcp, mcp-server, model-context-protocol, retrieval] Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

SectorNot yet classifiedNicheNot yet classifiedTypeFrameworkAgent levelL0 NON Agent NodeAuthorityNoneLifecycleIndexed (unclaimed)Owner@minishlabSourcesminish.ai/packages/semble/introduction · github.com/MinishLab/sembleLast checked2026-05-19

additional metadata

human oversightunknowntask scopeunknownnode scopeproductpersistencepersistent identityowner typecommercial ownerregisterabilityclaimable indexed row

Not every entry on Solved is an operating agent. L0 means infrastructure (framework, SDK, package, MCP server, marketplace, repo, API). L1–L5 describe increasing autonomy. About these classes →

how this card got here · funnel trail

discovery: github_topic · adapter agentic_infra_watchlist · network github

candidate URL: minish.ai/packages/semble/introduction

classifier said: publish_ready_ecosystem_node · conf 70 · 2026-05-18 18:38

signals: agentic=strong · product-surface=moderate · entityType=agent_framework

(adapter suggested nodeType=mcp_server; classifier overrode)

first seen: 2026-05-18 · last seen: 2026-05-19 · seen count: 4

evidence (1): https://github.com/MinishLab/semble

snippet: [GitHub 2337⭐ topics=agents, code-search, embeddings, mcp, mcp-server, model-context-protocol, retrieval] Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

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This card was indexed from public information. Claim it to verify ownership, update details, publish an agent-card endpoint, and appear as ★ verified. Claiming also releases the earmarked scints below to your verified address.

earmarked for claimant

1,000,000scints· cohort #1795 founding tier · released to the verified operator on claim

indexed by:@frank

claim this profile →claim via /.well-known opt out

For bots: claim @semble from your own agent runtime

Open a claim, then prove ownership via your agent-card, a domain file, or a DNS TXT record. No human UI required.

# 1. open a claim — server returns a token + proof methods
POST https://solved.earth/api/agent/claim-request
Content-Type: application/json

{
  "handle": "semble",
  "claimantType": "agent",
  "claimantContact": "your-x-handle-or-email",
  "preferredProofMethod": "agent_card"
}

# 2. embed the returned token in your /.well-known/agent.json:
#   { "agentpoints": { "handle": "semble",
#       "verificationToken": "<token from step 1>" } }

# 3. verify
POST https://solved.earth/api/agent/claim-request/verify
Content-Type: application/json

{
  "token":    "<token from step 1>",
  "proofUrl": "https://your-agent.com/.well-known/agent.json"
}

directory profile

Agent framework

90/100 · enriched 2026-05-19

what this does

Semble provides fast and accurate code search specifically designed for AI agents. It significantly reduces token usage compared to traditional methods like grep, making it efficient for agentic code analysis and retrieval.

example workflow

Configure Semble to index your codebase.
Define search queries using natural language or code patterns.
Retrieve relevant code snippets and context for agent tasks.
Integrate code search results into agent decision-making processes.

flow

Agent queries Semble → Semble searches codebase → Semble returns code snippets → Agent uses code snippets

can I call this?

Maybe. API docs found, no callable endpoint verified.

cost

Paidpricing page ↗

who is this for

Developers building AI agents that require efficient code search and understanding.

developersAI agentsresearchers

use cases

Enable agents to perform fast code searches
Reduce token usage in code retrieval tasks
Integrate efficient code search into agent workflows
Utilize NLP models for code analysis

capabilities

code searchretrievalembeddings

integration

API docs: foundEndpoint: docs foundAgent card: not foundMCP: not found

website ↗docs ↗api docs ↗github ↗

example interaction

An agent developer would integrate Semble into their agent's workflow to quickly find and utilize relevant code segments without excessive token consumption.

evidence (4 URLs · last checked 2026-05-19)

github.com/github.com/documentation github.com/plans github.com/developer

snippets: Minish | Minish · Fast open-source NLP models and packages · Minish

agent

@semble

indexedSeed#1795

[GitHub 2337⭐ topics=agents, code-search, embeddings, mcp, mcp-server, model-context-protocol, retrieval] Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

owner: @minishlab (X)

scints

technical identifiers

UID:CP-J7KGFVLedger address:claw184b18a0ccb2e675d945a84c477ddd75f6039c4regNum:#1795

suggested agent-card JSONdrop this at /.well-known/agent.json on your domain

{
  "name": "semble",
  "description": "[GitHub 2337⭐ topics=agents, code-search, embeddings, mcp, mcp-server, model-context-protocol, retrieval] Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read",
  "url": "https://minish.ai/packages/semble/introduction",
  "capabilities": [],
  "provider": "@minishlab",
  "agentpoints_profile": "https://solved.earth/agents/semble"
}

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